fix(process)!: reject unsupported one-column terminals

fix(process)!: redact sensitive terminal echoes before retaining Evidence (#7804 )
Seal sensitive terminal chunks before deferred rendering, apply one bounded capture-local literal matcher, and retain exact redacted byte accounting. Keep private input facts in explicit fields and separate comparison policies. Retain distinct terminal failures once and verify structured refusal facts. Fixes #7782 BREAKING CHANGE: sensitive interaction data is empty with sensitive and input_bytes fields instead of a byte-count placeholder. Sensitive raw_data is also redacted. Read input_bytes and recapture both comparison sides when migrating older private-input Evidence. Assisted-by: Reimu (gensokyo-skills:reimu-incident-triage) Assisted-by: Kogasa (gensokyo-skills:kogasa-surprise-testing) Assisted-by: Yukari (gensokyo-skills:yukari-boundary-analysis)
2026-11-08 08:11:31 -10:00 · 2026-10-28 23:22:07 +08:00 · 2026-10-28 14:39:34 +00:00 · 2026-10-28 22:23:16 +08:00 · 2026-10-28 22:23:00 +08:00 · 2026-10-28 22:22:43 +08:00
3382 changed files with 361369 additions and 270423 deletions
@@ -0,0 +1,21 @@
+{
+  "name": "rea",
+  "interface": {
+    "displayName": "REA"
+  },
+  "plugins": [
+    {
+      "name": "rea",
+      "source": {
+        "source": "npm",
+        "package": "rea-agents",
+        "version": "6.8.0"
+      },
+      "policy": {
+        "installation": "AVAILABLE",
+        "authentication": "ON_INSTALL"
+      },
+      "category": "Developer Tools"
+    }
+  ]
+}
@@ -15,6 +15,11 @@ Follow the checkout's [performance priorities](../../../AGENTS.md#performance),
 workflow, not additional permission to execute targets, publish, or merge.
 Use the current contracts, provider prerequisites, and user authorization.

+Reserve performance measurements for changes that target performance or have a
+concrete regression concern. Routine cleanup uses correctness checks and does
+not require this optimization workflow or synthetic benchmarks merely because
+helper calls, imports, or representations change.
+
 Read [the Kuna case study](references/kuna-case-study.md) when selecting a
 reuse strategy or interpreting a benchmark. Its pinned observations illustrate
 tradeoffs; they are not current-provider guarantees or universal speedups.
@@ -68,9 +68,10 @@ closing-issue reporters. Grouping preserves all those credits in one line.
 When Highlights, detailed entries or migrations reference the same work,
 put its thanks in one of those entries, not all of them. Include issue links.
 Direct-commit bullets carry the commit link and known human credit.
-Exclude GitHub bots and known agent accounts. REA's observed Anthropic, Cursor
-and Codex co-author trailers resolve to `@claude`, `@cursoragent` and `@codex`
-with GitHub type `User`; the credit policy excludes them while retaining their metadata.
+Exclude GitHub bots and known agent accounts. REA's observed Anthropic, Cursor,
+Codex, and Copilot co-author trailers resolve to `@claude`, `@cursoragent`,
+`@codex`, and `@Copilot` with GitHub type `User`; the credit policy excludes
+them while retaining their metadata.
 At the REA maintainer's request, omit `@morluto` self-thanks while preserving
 authorship in the inventory. Other human contributors remain eligible.
 Use explicit GitHub links for cross-repository references to avoid ambiguous
@@ -1,8 +1,8 @@
 ---
 name: reverse-engineer-anything
-description: Reverse engineer native, managed, Electron/JavaScript, packaged, firmware, and browser targets with REA. Use shipped-artifact or requested runtime evidence to explain features, compare versions, decompile code, or guide a reconstruction. Skip REA for ordinary source-repository architecture analysis.
+description: Reverse engineer native, managed, Electron/JavaScript, packaged, firmware, and browser targets with REA, and build agent environments (AgentEnv bundles) of web applications from a live instance or a capture. Use shipped-artifact or requested runtime evidence to explain features, compare versions, decompile code, or guide a reconstruction. Skip REA for ordinary source-repository architecture analysis.
 metadata:
-  version: "46"
+  version: "53"
 ---

 # REA
@@ -17,6 +17,9 @@ readiness or provider commands.

 Installing this skill supplies instructions; it does not register the REA MCP
 server, install analysis engines, or add tools to an already-running agent.
+The exception is a Claude Code or Codex plugin install: the plugin bundles
+this skill and registers its own `rea` server, outside the state that
+`rea setup` and `rea doctor` manage.

 If REA tools are available and their registration is not known to be stale,
 proceed directly to the target. Do not run diagnostics or setup before every
@@ -37,42 +40,23 @@ repeat or known not to have started. If it may already have changed the
 target, or it fails again, tell the user and ask them to restart the MCP
 client. If REA could not start its connection, retry once, then tell the user
 and ask them to restart the MCP client. Do not retry a startup failure that
-returns the same unchanged result. Run `rea doctor` when REA could not start
+returns the same unchanged result. For plugin installs, follow
+[plugin recovery](references/connection-and-recovery.md#rea-installed-as-a-client-plugin).
+For setup-owned registrations, run `rea doctor` when REA could not start
 or tools stay missing after that restart. For `cleanup_incomplete`, a retryable
 capacity limit, or `configuration_invalid`, follow the recovery guide's ladder
 before asking for a restart. Read that guide before a second repair attempt.

-1. Diagnose without changing REA or client configuration. `npx` may download
-   the package and write to npm's cache. For Codex, run
-   `npx -y rea-agents@latest doctor --client codex --json`. Substitute the current
-   supported client: `claude_code`, `claude_desktop`, `codex`, `cursor`,
-   `gemini_cli`, `windsurf`, `devin`, `opencode`, `antigravity`, `copilot_cli`,
-   `commandcode`, `vscode`, `grok_build`, `omp`, or `grok_bot`. `grok_bot` has no local
-   file registration: doctor reports the Grok Bot chat step, and setup does not
-   write `mcp.json`. If the client is unknown, use `doctor --json` and
-   inspect its registration results before choosing a setup scope.
-2. Distinguish the reason. Missing, malformed, or stale registration needs a
-   scoped configuration repair. An aligned registration with no tools in the
-   active session needs a restart/reconnection; doctor cannot prove that the
-   current agent has connected. A missing provider affects only tasks requiring
-   that provider: static JavaScript inspection needs neither Hopper nor Ghidra,
-   and Android inspection has separate bring-your-own JADX/Java prerequisites.
-3. For a configuration repair, prepare the read-only plan:
-   `npx -y rea-agents@latest setup --client codex --dry-run --json`.
-   Use the current client's ID, show its exact proposed paths, backups, and
-   changes, and obtain approval before setup writes configuration or installs
-   Hopper. Setup normally installs the matching bundled skill too; include that
-   replacement in the reviewed plan. After approval, apply the same scope with
-   `npx -y rea-agents@latest setup --client codex --yes`. Add `--install-hopper`
-   only if that separate installation was needed and explicitly approved.
-4. Restart/reconnect the affected agent. Verify that REA tools actually appear
-   in the session, then resume the original investigation. If they remain
-   absent, inspect the client's MCP launch error rather than repeating setup.
+Choose the installation owner before repairing registration. Plugin installs use
+[plugin recovery](references/connection-and-recovery.md#rea-installed-as-a-client-plugin);
+only setup-owned registrations use the guide's
+[registration repair plan](references/connection-and-recovery.md#repair-registration-when-needed).
+A plugin-only doctor result of `missing` does not call for `rea setup`.

 REA setup never installs or upgrades Node.js, npm, Homebrew, Java, Ghidra, IDA,
 JADX, Kuna, Binwalk, or Unblob. Use existing prerequisites; do not install unrelated
 software to repair MCP registration. For an unsupported client, use manual stdio
-registration with a version-pinned `rea-agents` package or continue through the CLI.
+registration with an existing installation’s absolute runtime and entry script, or continue through the CLI.

 A concrete CLI fallback for an operator-supplied JavaScript tree or ASAR is:

@@ -85,8 +69,11 @@ graph, limitations, and unknowns with the same care as an MCP result; the CLI
 returns the Evidence record directly. This fallback does not establish that
 MCP is configured. Native CLI tasks still require their selected engine.
 Prefer an existing `rea` CLI. When none is installed and REA package acquisition
-is within the authorized scope, use `npx -y rea-agents@latest` in its place.
-Configuration repair starts with a read-only setup plan; show paths, backups and
+is within the authorized scope, use `npx -y rea-agents@latest` in its place from a
+trusted directory outside the target project, with absolute target paths. Managed
+setup binds the current installation directly; retain its runtime and package
+cache entry, or restore that installation before repairing its registration.
+For setup-owned registration, configuration repair starts with a read-only setup plan; show paths, backups and
 skill replacement before applying authorized changes. Preserve existing approval
 and target-execution boundaries.

@@ -133,6 +120,9 @@ explicit path or endpoint and do not need it.
  `capture_browser_scenario` with declared actions. See
  [runtime observation](references/runtime-observation.md) for connect/launch
  and the focused follow-up browser tools.
+- Agent environment (AgentEnv bundle) of a web application: read
+  [environments](references/environments.md) before recording; it records with
+  `capture_browser_scenario` and writes the bundle with `export_environment_bundle`.
 - Fiddler Everywhere traffic or a native `.saz` capture: read the
  [Fiddler workflow](references/runtime-observation.md#fiddler-everywhere-traffic-debugging).
  Inspect saved SAZ with `inspect_web_network_capture` and `format: "saz"`;
@@ -259,6 +249,14 @@ explicit path or endpoint and do not need it.
  proof the image never imported APIs through another table. Bound snapshots
  and loaded IAT contents remain unobserved. See the
  [PE import guide](https://github.com/morluto/rea/blob/main/docs/pe-imports.md).
+- PE TLS callbacks and load configuration: `inspect_pe_load_config` with the
+  explicit local PE32/PE32+ file. This built-in target-free inspection requires
+  no Windows SDK. Preserve callback VAs as strings with their RVA, file offset
+  and section, and the size-covered security cookie, SafeSEH, CFG,
+  EH-continuation and XFG fields. Guard-flag mitigation claims are inferred
+  linker declarations, not proof of enforcement. A missing directory is observed
+  absence of that declaration. See the
+  [PE load configuration guide](https://github.com/morluto/rea/blob/main/docs/pe-load-config.md).
 - ELF note tables: `inspect_elf_notes` with the explicit local ELF32/ELF64
  file. This built-in target-free inspection requires no disassembler. Preserve
  PT_NOTE and SHT_NOTE ranges, owners, types, descriptor SHA-256, and GNU
@@ -273,6 +271,16 @@ explicit path or endpoint and do not need it.
  body; other types, including `"288"` stackshots, return no crash result.
  Opened Mach-O and dSYM UUID joins remain unobserved. See the
  [Apple IPS guide](https://github.com/morluto/rea/blob/main/docs/apple-ips.md).
+- Linux kernel module metadata: `inspect_kernel_module` with the explicit local
+  ELF32/ELF64 relocatable file. This built-in target-free inspection requires
+  no Linux host or `modinfo`. Preserve `.modinfo` key order and duplicate keys,
+  `__versions` CRC hex, section file ranges, and the appended signature
+  trailer's PKCS#7 SHA-256. A missing section is observed absence when section
+  names are known, not proof the module never carried that metadata.
+  `struct module` is not decoded. The signature is not validated. gzip, xz, and
+  zstd containers are unsupported; decompress into a separate file with an
+  external codec utility, then inspect the decompressed `ET_REL` image. See the
+  [kernel module guide](https://github.com/morluto/rea/blob/main/docs/kernel-modules.md).
 - CPython 3.7–3.13 `.pyc` header, nested marshal code objects and bytecode
  identity: `inspect_python_pyc` with the explicit local file. This built-in
  target-free inspection requires no Python installation. Preserve magic,
@@ -323,6 +331,11 @@ leaves its database open. The modern headless profile creates and closes an
 owned private database without saving. Installation and registration reuse
 [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp); see the
 [IDA provider guide](https://github.com/morluto/rea/blob/main/docs/ida-provider.md).
+For migration to the separate native IDA MCP plugin, follow the guide's
+[legacy attached migration](https://github.com/morluto/rea/blob/main/docs/ida-provider.md#migrate-a-legacy-attached-registration).
+Replace the upstream registration explicitly; modern mrexodia tools are not the
+native profile. Native attachment preserves the database but does not provide
+direct callers; check session availability and the guide's verification limits.
 Proceed directly to `analyze_function`, pseudocode, or function/string searches
 after opening; IDA does not supply `binary_overview`. Consult session availability
 when composing broader workflows. Modern direct callers and unsupported dossier
@@ -353,18 +366,23 @@ native target whose analysis tool operates on the active target. Do not call an
 unadvertised tool; inspect `binary_session` with `{}` and its
 `result.tool_availability` for availability reasons and remediation. Expand each
 group's `names` into entries, inheriting the inventory-level client requirements
-unless the group overrides them. In its closed effect and annotation vocabularies,
-listed flags are true and omitted known flags are false. The grouped name union
-is the complete tool inventory; use `tools/list` for canonical tool schemas.
-Provider candidate facts describe possible providers, while top-level session
-capabilities describe the current route and `analysis_provider_binding` names the
-selected provider. Do not treat those scopes as interchangeable.
+unless the group overrides them. The grouped name union is the complete tool
+inventory; use `tools/list` for canonical tool schemas. The default summary keeps
+each provider candidate's availability and target-support status, code and
+reason; `omitted_fields` lists what it leaves out. Request `{"detail": "complete"}`
+only when you need provider diagnostics, candidate capability sets, or tool
+surface, effect and annotation flags; in those closed flag vocabularies, listed
+flags are true and omitted known flags are false. Provider candidate facts
+describe possible providers, while top-level session capabilities describe the
+current route and `analysis_provider_binding` names the selected provider. Do
+not treat those scopes as interchangeable.

 For a Ghidra startup timeout on a large native target, follow
 [deadline recovery](references/native-and-artifacts.md#ghidra-startup-deadline-recovery)
 before abandoning deep analysis or repeating the same cold import. The default
-330 seconds is configurable; changing the server's environment requires a new
-REA process.
+330 seconds can be changed for new startup attempts through
+`update_analysis_settings` using `ghidra.startup_timeout_ms`. Changing the
+server's launch environment instead requires a new REA process.

 ## Work summary-first

@@ -471,6 +489,9 @@ as complete while required questions remain open.
  [references/runtime-observation.md](references/runtime-observation.md)
 - Evidence paging, comparisons, residual unknowns, and verification:
  [references/evidence-workflows.md](references/evidence-workflows.md)
+- Agent environments (AgentEnv bundles) of a web application, recorded from
+  a live instance or a HAR:
+  [references/environments.md](references/environments.md)

 ## Finish the task

@@ -13,6 +13,27 @@ own APK path and explicit selectors; do not open a native session first.
 Choose an `overload_index` from the class inventory when methods are ambiguous
 instead of guessing.

+For JNI implementations, discover `inspect_android_jni_bindings`. Select raw
+DEX class/method identities and optional descriptors, ABI or logical library
+paths. Prefer `detail: "summary"`; complete Evidence remains retained and
+`android-jni` views page declarations, libraries, candidates or binding rows
+with exact fields. Global native-pair ambiguity survives class selection.
+Preserve slot/relocation provenance and source coverage: matched means observed
+candidate presence; partial scans do not establish uniqueness or absence.
+This reads DEX/ELF bytes without loading the APK into the decompiler or executing
+target code. Runtime registration and loading remain unknown. See the
+[JNI guide](https://github.com/morluto/rea/blob/main/docs/android-analysis.md#link-native-declarations-to-jni-candidates).
+
+For an R8/ProGuard release build with its `mapping.txt`, pass the absolute
+`mapping_path` to `inspect_android_class` or `inspect_android_method`. Prefer
+`detail: "summary"` to receive normalized symbols or the selected body without
+duplicate raw class metadata. Complete Evidence stays retained under the linked
+parent ID and can be exported; CLI summary delivery requires `--evidence_output`.
+Omitted or complete detail preserves the full inline response. Keep
+selecting by observed names; the separate `mapping` block reports each symbol
+as `mapped`, `ambiguous` or `unmapped` after checking DEX types and prototypes.
+REA does not verify that the mapping belongs to the APK build.
+
 The provider requires a separately supplied headless JADX MCP JAR 0.7.1 and
 Java 17 or newer. `REA_JADX_MCP_JAR` selects the absolute JAR path; `JAVA_HOME`
 can select Java. Use `rea doctor --provider jadx --json` to check the JADX
@@ -28,8 +49,11 @@ stdio. A full JDK, including `jdk.compiler`, is required on every host; Windows
 verification coverage. Calls use one worker and provider deadlines; optional
 `REA_JADX_HEAP_MIB` selects the JVM heap and `REA_JADX_OPERATION_TIMEOUT_MS`
 the per-operation deadline (integer milliseconds from 1 to 2147483647, default
-120000; a change applies on the next process start; the MCP client's tool
-timeout must also allow it). The APK is never launched,
+120000). To change that deadline on a running MCP server, set
+`jadx.operation_timeout_ms` through `update_analysis_settings`, then retry after
+work and cleanup settle. Newly accepted operations use the override; accepted
+work keeps its budget. Changing the launch environment requires a new process.
+The MCP client's tool timeout must also allow the selected deadline. The APK is never launched,
 and no emulator is required.

 Manifest entries and decompiled text are static observations, not execution or
@@ -17,12 +17,12 @@ does not establish which server an approval wildcard covers. See

 | Observation                                                     | Meaning and next step                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
 | --------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| No REA tools in the active session                              | Inspect registration with `rea doctor --client codex --json`. A skill installation alone does not register MCP.                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
+| No REA tools in the active session                              | If REA was installed as a client plugin, follow the plugin section below. Otherwise inspect registration with `rea doctor --client codex --json`. A skill installation alone does not register MCP.                                                                                                                                                                                                                                                                                                                                                                                     |
 | Missing, malformed or stale registration                        | Prepare a scoped setup plan; apply only authorized changes with backups.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
 | Aligned registration, but no connected tools                    | Restart/reconnect the client. Doctor checks registration; it cannot establish the current agent's connection. Inspect the client's launch error if reconnection fails.                                                                                                                                                                                                                                                                                                                                                                                                                  |
 | MCP connection dropped or REA could not start                   | If the connection drops, retry that call once only when it is safe to repeat or known not to have started. If it may already have changed the target, or the same failure returns, tell the user REA's connection failed and ask them to restart the MCP client. If REA could not start its connection, retry once, then tell the user and ask them to restart the MCP client. Do not retry a startup failure that returns the same unchanged result. Run `rea doctor` when REA could not start or tools stay missing after restart. Doctor cannot restore a live connection by itself. |
 | `MCP tool call requires approval, but approval policy is never` | Codex rejected the call before REA executed it. Do not install an engine or repeat setup to solve this client-policy decision. See the approval section below.                                                                                                                                                                                                                                                                                                                                                                                                                          |
-| REA returns `provider_unavailable` or an unavailable tool entry | Read that operation's provider diagnostics or `binary_session.result.tool_availability`. Expand each group's tool names and inherit the shared client requirements unless overridden. Use the operation's availability, reason, and remediation; a complete tool catalog does not imply every operation is available.                                                                                                                                                                                                                                                                   |
+| REA returns `provider_unavailable` or an unavailable tool entry | Read that operation's provider diagnostics or `binary_session.result.tool_availability`. Expand each group's tool names and inherit the shared client requirements unless overridden. Use the operation's availability, reason, and remediation; a complete tool catalog does not imply every operation is available. Request `{"detail": "complete"}` only for provider diagnostics.                                                                                                                                                                                                   |
 | `rea` is missing in a child shell, or Node is incompatible      | Inspect the actual shell PATH and launcher/runtime. A prefix installation may be absent from a login shell's PATH; this does not establish a broken MCP registration.                                                                                                                                                                                                                                                                                                                                                                                                                   |

 If the client cannot launch its shell/sandbox helper or read the installed skill,
@@ -116,6 +116,32 @@ is not a recommendation to change it. Do not invent a setting. Host memory and
 - `invalid_request`: correct the reported fields from the current schema. Do
  not repeat the unchanged call.

+## REA installed as a client plugin
+
+A Claude Code or Codex plugin owns its `rea` server and this skill. Doctor's
+`--client` and `--skill` checks and `rea setup` read and write only
+setup-owned state, so for a plugin-only install they report `missing`, and
+applying setup would add a second `rea` server. If this skill was loaded from
+a plugin, or the client lists a `rea` plugin, do not prepare a setup plan for
+missing tools. Instead:
+
+- Check that the plugin is installed and enabled with the client's own
+  listing: `claude plugin list` and `/mcp` in Claude Code, `codex plugin list`
+  in Codex.
+- Restart or reconnect the client, then read its launch error for the `rea`
+  server if tools are still absent. The plugin starts its bundled runtime; a missing build or version mismatch
+  requires a reinstall, or a fresh build when developing from source.
+- Check analysis engines through the connected server's
+  `binary_session.result.tool_availability`. `rea doctor --provider <id> --json`
+  from a shell reports that shell's environment, which can differ from the
+  environment the client gave the plugin server. If you still run it through
+  the package runner, use the version pinned in the plugin manifest's server
+  entry (`rea-agents@<version>`), not `@latest`, so it matches the server the
+  plugin starts.
+
+Use the setup repair below only when the user wants a setup-owned registration
+instead of the plugin, and remove or disable the plugin first.
+
 ## Repair registration when needed

 For Codex:
@@ -128,9 +154,12 @@ rea setup --client codex --dry-run --json
 Use the current supported client's ID: `claude_code`, `claude_desktop`, `codex`,
 `cursor`, `gemini_cli`, `windsurf`, `devin`, `opencode`, `antigravity`,
 `copilot_cli`, `commandcode`, `qwen_code`, `vscode`, `trae`, `grok_build`, `omp`, `pi`,
-`hermes`, `qoder`, `droid`, `zcode`, `dsh`, or `grok_bot`. If unknown, inspect `doctor --json` before choosing a
+`hermes`, `qoder`, `droid`, `zcode`, `dsh`, `freebuff`, or `grok_bot`. If unknown, inspect `doctor --json` before choosing a
 scope. `grok_bot` uses a chat registration step rather than local `mcp.json`.
-For unsupported clients, use version-pinned manual stdio registration or CLI.
+For unsupported clients, use manual stdio registration with the selected
+installation’s absolute runtime and entry script, or continue through the CLI.
+Acquire packages from a trusted directory outside the target project. Keep a
+package-runner installation and its runtime available while registrations use it.

 Show the plan's exact paths, backups, changes and bundled-skill replacement.
 Obtain approval for writes when that concrete scope is not already authorized,
@@ -175,6 +204,17 @@ writing. Managed policy can constrain client settings. Consult the
 for the installed client's supported settings. This is an optional recovery
 choice, not a prerequisite for every REA task.

+## Repair an editable REA limit
+
+If `details.limit` names an editable setting and its bounds, call
+`update_analysis_settings` directly with a `changes` entry containing `setting`,
+`action: "set"` and `value`. `inspect_analysis_settings` is optional when those
+facts are already present. Retry the same input after work and cleanup settle.
+Runtime defaults affect new work only; explicit per-call arguments take
+precedence and must be corrected directly when selected. Reset restores launch
+values. Updates survive target close/open but disappear on REA restart. They do
+not edit host deadlines, response buffers, registrations or fixed limits.
+
 ## Continue through an installed CLI

 Check the command environment only if the launcher fails:
@@ -0,0 +1,281 @@
+# Agent environments from a live application
+
+Use this when the user asks for an agent environment (an AgentEnv bundle) of a
+web application: a folder `agent-env` deploys, whose MCP tools answer from what
+one recording of the application observed and serve the writes that recording
+confirmed. The workflow records the application once with
+`capture_browser_scenario`, checks what the environment would serve, records
+again if a hint names a gap, then writes the bundle with
+`export_environment_bundle`. For a HAR the user already has, skip to
+[export](#export-and-hand-off) through `inspect_web_network_capture`, or use
+`rea environment-build <capture.har> <dir>`.
+
+## Before recording
+
+- Record only against an instance the user says is disposable or seeded for
+  this purpose: every write step creates, edits or deletes its data. If the
+  user has not said so, ask before any scenario that writes. REA does not
+  start, seed or reset applications.
+- Credentials come from environment variables the user names. Declare each as a
+  scenario secret, `{secret_id, environment_variable}`; the variable must be set
+  in the environment REA's MCP server started with. Never ask for a password in
+  chat. Declared secrets are redacted as the capture records.
+- Map the application first with `inspect_web_page` (and `capture_web_screenshot`
+  when layout matters): the login form's locators, and the API calls behind the
+  pages that list and edit the entities the user asked about.
+- `inspect_web_page` cannot sign in. To see pages behind sign-in, run a short
+  `capture_browser_scenario` that signs in and opens them, with
+  `"capture": {"after_each_step": ["accessibility"]}` (`"dom"` for markup).
+  Read a step's tree with `inspect_analysis_view`, `view: {kind:
+  "browser-scenario", collection: "text", step_index, artifact:
+  "accessibility", offset: 0, limit: 2048}`, paging with `offset`. Capture
+  options are only `after_each_step`, `at_end`, `events`, `network` and
+  `limits`.
+
+## Record a session an environment can learn writes from
+
+One `capture_browser_scenario` records the whole session. Start from this
+shape, with the application's own locators, paths and headers:
+
+```json
+{
+  "browser": { "mode": "launch", "executable_path": "/usr/bin/chromium" },
+  "start_url": { "url": "http://127.0.0.1:3000/login" },
+  "secrets": [
+    { "secret_id": "admin_password", "environment_variable": "APP_PASSWORD" }
+  ],
+  "capture": {
+    "network": {
+      "request_body": true,
+      "response_body": true,
+      "header_values": true
+    }
+  },
+  "actions": [
+    {
+      "step_id": "user",
+      "action": "fill",
+      "timeout_ms": 15000,
+      "locator": { "kind": "css", "selector": "input[name=username]" },
+      "value": { "source": "literal", "value": "admin" }
+    },
+    {
+      "step_id": "password",
+      "action": "fill",
+      "timeout_ms": 15000,
+      "locator": { "kind": "css", "selector": "input[name=password]" },
+      "value": { "source": "secret", "secret_id": "admin_password" }
+    },
+    {
+      "step_id": "sign-in",
+      "action": "press",
+      "timeout_ms": 15000,
+      "locator": { "kind": "css", "selector": "input[name=password]" },
+      "key": "Enter"
+    },
+    {
+      "step_id": "signed-in",
+      "action": "wait_for",
+      "timeout_ms": 15000,
+      "locator": { "kind": "css", "selector": "nav a[href='/settings']" },
+      "state": "visible"
+    },
+    {
+      "step_id": "folders-1",
+      "action": "request",
+      "timeout_ms": 15000,
+      "method": "GET",
+      "path": "/api/folders",
+      "expected_status": [200]
+    },
+    {
+      "step_id": "new-folder-1",
+      "action": "click",
+      "timeout_ms": 15000,
+      "locator": { "kind": "role", "role": "button", "name": "New folder" }
+    },
+    {
+      "step_id": "folder-title-1",
+      "action": "fill",
+      "timeout_ms": 15000,
+      "locator": { "kind": "css", "selector": "input[name=title]" },
+      "value": { "source": "literal", "value": "Scratch folder 1" }
+    },
+    {
+      "step_id": "create-folder-1",
+      "action": "click",
+      "timeout_ms": 15000,
+      "locator": { "kind": "role", "role": "button", "name": "Create" },
+      "save_response": {
+        "method": "POST",
+        "path": "/api/folders",
+        "save": [{ "name": "folder_1", "json_pointer": "/id" }]
+      }
+    },
+    {
+      "step_id": "read-folder-1",
+      "action": "request",
+      "timeout_ms": 15000,
+      "method": "GET",
+      "path": "/api/folders/{saved:folder_1}",
+      "expected_status": [200]
+    }
+  ]
+}
+```
+
+Give every step a `timeout_ms`. A step without one waits until the scenario
+is cancelled, so a locator that never matches hangs the capture, and the
+client with it. Match `wait_for` locators to exactly one element.
+
+1. Sign in through the UI: `fill` the user and password fields (the password
+   as a secret reference), submit, then `wait_for` an element only a signed-in
+   user sees.
+2. Read with `request` steps: each collection the environment needs, twice
+   before any write, so fields that change on their own show up; then each
+   object a list shows by id, up to ten per collection. An object known only
+   from a list that leaves out fields its own read shows cannot be read by id
+   or updated in the environment.
+3. Write the way the application's UI does: fill its forms and click its
+   buttons, so each request carries the fields the UI sends, including ones
+   the server would otherwise derive. Give the click or key press that submits
+   a create `save_response` to keep the new object's ID, then `goto` its page
+   (`/items/{saved:item_1}`) or read it with a `request` step. Never guess an
+   ID, and never create a probe object to learn the next one. Write with
+   `request` steps instead only when the UI cannot reach the operation (an
+   API-only resource, or a UI that does not call the JSON API), or when coverage
+   withholds the UI-shaped write as `unexplained-change` or `contradicted`;
+   that counts as one of the two re-recordings. A `request` step write that
+   coverage withholds that way usually lacks fields the UI sends: record it
+   through the UI instead. If a journey cannot be scripted, leave the write
+   unserved and report the limitation.
+   Record two numbered scratch objects per write type,
+   with varied free text. After each write, and before the next one, read the
+   object back by id and then its list: create 1, read 1, list, create 2,
+   read 2, list; never several writes before their reads.
+4. Leave more than a second between a create and its first edit
+   (`wait_for_timeout` with `duration_ms: 1100`).
+5. Update both objects and read each back, changing the fields a person
+   would change (a name, an email address, a status, a due date) rather than
+   only a description: a served update accepts only the members a recorded
+   update stored. Delete both and read each back (expect 404, or the object
+   marked deleted) and the list.
+6. Vary what the two creates send, however you write them: the first every
+   field the application takes, the second only what a person must give (its
+   title or name), with the other fields left out or empty. A served create
+   requires each member both creates filled in and lets a caller leave out one
+   a create left out or sent empty, so an agent that names only a title is not
+   refused for fields it had no reason to set.
+
+About `request` steps:
+
+- `path` is on the start URL's origin; the page must be on that origin.
+- Header values are literals, declared secrets, a cookie the browser holds
+  (`{source: "cookie", name}`), a local storage entry
+  (`{source: "local_storage", key, json_pointer}`), a saved value
+  (`{source: "saved", name}`), or Basic credentials
+  (`{source: "basic_credentials", parts: [username, password]}`, sent as the
+  base64 of `username:password` and redacted), with an optional `prefix` such as
+  `"Bearer "` or `"Basic "`. Each credential part is a literal, secret, saved
+  value, cookie or local storage entry, so a header the frontend builds from a
+  login token (the username and the token) can be copied too; the password is
+  a secret or saved value, never a literal. Copy the
+  headers the application's own requests send (a CSRF header such as
+  `X-CSRFToken` from the `csrftoken` cookie, a bearer token). Values read from the page are redacted from records made after they
+  are read, not from the login response that returned them, and values
+  shorter than 8 characters are not redacted at all.
+- `save: [{name, json_pointer, secret}]` keeps a string or number from the
+  step's JSON response, such as the created object's `/id`, for later steps;
+  `secret: true` redacts it, as for a token the API returns, so mark every
+  saved token, key or session value secret. This also protects the selected
+  source response before its body or headers are retained. Compressed or
+  unknown-size UI responses cannot supply saved values. On a `click` or `press`,
+  `save_response: {method, path, save}` keeps values from the response to the
+  new request observed while the step waits (`{*}` in `path` matches one segment).
+  Matching does not prove UI causality: choose a path distinct from polling;
+  multiple observed matches fail as ambiguous. The step
+  fails unless a 2xx JSON response arrives before its `timeout_ms`. Later
+  steps send a saved value as `{saved:name}` in a request `path` (and its
+  query) or a `goto` URL; in the `json` body, where a string that is only
+  `{saved:name}` keeps the saved JSON type; or as `{source: "saved", name}` in
+  a header or credential part.
+- Reading a page value makes later bodies costlier to keep: after a CSRF
+  token, bodies over about 47 KiB are kept as `unavailable`. When the API
+  returns larger responses, raise `capture.limits`
+  (`max_network_body_allocation_bytes`, `max_total_event_allocation_bytes`).
+- Request steps follow no redirects: a redirect fails the step, and
+  `expected_status` cannot name a 3xx status. Use the path the redirect names,
+  such as the one with the trailing slash.
+- Set `expected_status` on every step, so a refused call fails its step and
+  the later steps report not having run, instead of recording read-backs of
+  nothing.
+
+Keep it to about 60 to 160 requests. A scenario with no `request` step is
+recorded exactly as before.
+
+The capture returns its whole Evidence, every recorded body included, which is
+often more than a client shows inline. Before checking coverage, confirm that
+every entry of `normalized_result.steps` has `status: "completed"`; if the
+client saved the result to a file, search it for `"status":"failed"` and read
+that step's `error`. A failed sign-in or write cancels every step after it.
+Use the result's `evidence_id` for coverage and export; do not paste the
+Evidence back into another tool.
+
+## Check coverage
+
+`inspect_analysis_view` with `source: {kind: "retained-evidence",
+evidence_id}` (the capture's id) and `view: {kind: "environment-coverage",
+template_rules: ["after-uid-literal", "opaque-token", "sibling-variance",
+"prefix-variance"]}`. It reports read tools
+answered from the state or replayed (`reads.recorded_reasons`), the served write
+tools, and each withheld write with its `reason` and `hint`. It does not apply
+the serve-time catalog and state size checks; the export reports those.
+
+Re-record a withheld write at most twice, and only for a recording gap. Stop at
+once when the reason is application behaviour, and report the write as
+withheld with its hint:
+
+| Reason                | What to do                                                                                    |
+| --------------------- | --------------------------------------------------------------------------------------------- |
+| `no-state-target`     | Re-record: read the collection or item the write changes.                                     |
+| `no-observation`      | Re-record: read the entity back by id after the write; read it first for an update or delete. |
+| `unconfirmed`         | Re-record: read the entity and its list after the write.                                      |
+| `incomplete-entities` | Re-record: read the entity through every view that lists it.                                  |
+| `unexplained-change`  | Re-record once with a second, different call of the same write.                               |
+| `no-call`             | Re-record once with a write that succeeds.                                                    |
+| `side-effect`         | Stop: the application changes other entities.                                                 |
+| `contradicted`        | Stop: a later read disagrees with the modelled effect.                                        |
+| `body-unusable`       | Re-record a UI write once with `request` steps (its body was not exposed); else stop.         |
+
+Use new scratch names on each attempt, and delete what an earlier attempt
+created before recording again (through the UI, or a `request` step with the
+id that capture shows): the environment starts from what the recording first
+reads, so a leftover object becomes seeded data that write tasks then find.
+New browser scenario captures include request times, so a fully timed capture
+can learn a write clock and serve updates that stamp modification times. Older
+captures or ones missing a request start keep record order and learn no clock.
+When coverage reports that limitation, record again with the current version
+before concluding that the timestamp change cannot be served.
+
+## Export and hand off
+
+`export_environment_bundle` with `source: {kind: "retained-evidence",
+evidence_id}` (or `{kind: "evidence-file", path}`), an absolute
+`output_directory` that does not exist yet and whose parent does, and a `name`
+(required when the application runs on `localhost` or an IP address). It returns
+the coverage again, `tool_count`, the written files and warnings; `dry_run:
+true` reports without writing. The bundle installs `rea-agents` of this REA's
+version from the registry; when the user runs an unreleased REA build, pass the
+`package_tarball` they give you (a packed `rea-agents` tarball) instead.
+
+Tell the user how many tools answer from the state, which writes are served and
+which are withheld and why, and the run command (`agent-env run <folder>`). Say
+that the bundle ships the recorded responses and the capture's local paths
+(for a browser scenario, the browser executable's path), and
+list any `credential-named-members` warning pointers for review. Never publish
+or share the bundle yourself.
+
+See
+[agent environments](https://github.com/morluto/rea/blob/main/docs/agent-environments.md)
+for what the state, replay and the bundle establish, and
+[evidence workflows](evidence-workflows.md) for the manifest and state views.
@@ -106,6 +106,13 @@ each plan states why in its `reason`. It replays the capture instead with
 `--replay-only` or when the state is unavailable (not derivable, or a catalog
 over the discovery budget), and its stopped document's `state` says which
 applied.
+Use `view: {kind: "environment-coverage"}` with the same rules to see what an
+environment built from a capture would serve: read tools answered from the
+state or replayed with their reason, and each write tool served or withheld
+with a hint about what to record next; it does not apply the serve-time
+catalog and state size checks. `rea environment-build <capture.har> <dir>`
+inspects, projects and exports in one step and prints the same coverage, or
+`null` when the bundle serves replay.

 For a PE/ELF export question, `inspect_native_exports` accepts `detail: "summary"`
 and retains the complete table. Query `inspect_analysis_view` with
@@ -24,9 +24,13 @@ not an unfiltered request. `detail: "summary"` reduces delivery
 and does not by itself reduce analysis work.

 ASAR header/index admission defaults to 16 MiB / 16777216 bytes;
-`REA_ASAR_MAX_HEADER_BYTES` (at most 256 MiB, set where REA starts) changes it.
-`source_paths`, `detail`, and `max_heap_mb` do not bypass or raise it. Or
-analyze an extracted directory.
+an admission error names `asar.max_header_bytes` and its bounds (at most
+256 MiB). Call `update_analysis_settings` with that setting, `action: "set"`
+and enough bytes, then retry the same full-archive request. No inspection or
+REA restart is required. `REA_ASAR_MAX_HEADER_BYTES` seeds future REA processes.
+`source_paths`, `detail`, and `max_heap_mb` do not bypass or raise header admission.
+Runtime JavaScript timeout/heap defaults are also editable; explicit per-call
+`analysis_timeout_ms` and `max_heap_mb` take precedence.

 Exact `#alias` specifiers resolve through the importer's
 enclosing package `imports` map to package-local files; nested `node_modules`
@@ -74,6 +78,15 @@ classification, and unavailable sources never establish route reachability or
 the complete application route denominator. See the
 [route inventory guide](https://github.com/morluto/rea/blob/main/docs/javascript-route-inventory.md).

+For captured endpoint observations and inference facts, `analyze_web_bundle`
+also accepts `view: {kind: "web-bundle", collection: "endpoints", limit: 32}`
+with `detail: "summary"`. Read later `endpoints`, `inferences`, or `summary`
+pages from the retained parent. Filter before requesting detail; retain
+`source_index` together with parent ID and collection, and request `location`
+or `basis` when tracing sources. Page exhaustion does not mean producer
+completeness: check `completeness`, structured `source_unknowns`, and limitations.
+Endpoint candidates remain inferences rather than confirmed network behavior.
+
 ## Read a module without repeating analysis

 Use the actual returned parent ID, on the same connection, as `source.evidence_id`.
@@ -13,6 +13,13 @@ Select columns, batch IDs and page individual facts; aliases remain unresolved.
 Unpaired observations do not prove additions/removals. Existing matched dossier
 pairs include inputs for `compare_functions`; otherwise analyze just chosen pairs.

+For a matching representation refusal, inspect `details.limit` and raise
+`native.matching_representation_bytes` with `update_analysis_settings` before
+retrying the unchanged MCP request. CLI launch seed:
+`REA_NATIVE_MATCHING_REPRESENTATION_BYTES`. The default is 96 MiB; the policy
+range is 1 byte to 1 GiB and does not bound process RSS. Keep the complete
+inventories: splitting them changes global name/body uniqueness.
+
 ## Apple app resources

 Use `open_bundle_resources` with the selected app path, then `inspect_plist`,
@@ -125,6 +132,19 @@ table or overlay. Bound snapshots, loaded IAT contents, and export-forward
 resolution remain unobserved. See
 [PE import and delay-load tables](https://github.com/morluto/rea/blob/main/docs/pe-imports.md).

+## PE TLS callbacks and load configuration
+
+Use `inspect_pe_load_config` for an explicit local PE32/PE32+ image when the
+question concerns code that runs before the entry point through TLS callbacks,
+or the security cookie, SafeSEH, CFG, EH-continuation and XFG declarations in
+the load configuration. No `open_binary`, Windows SDK, or target execution is
+required. The CLI equivalent is `inspect-pe-load-config PATH`. Preserve artifact
+SHA-256, directory and callback-array file ranges, and callback VAs as
+hexadecimal strings. Fields outside the declared `Size` are `null`. Guard-flag
+mitigations carry `evidence_kind: "inferred"`; enforcement remains unobserved.
+See
+[PE TLS callbacks and load configuration](https://github.com/morluto/rea/blob/main/docs/pe-load-config.md).
+
 ## ELF note tables

 Use `inspect_elf_notes` for an explicit local ELF32/ELF64 image when the
@@ -148,6 +168,25 @@ uppercase image UUIDs, and integer literals that exceed IEEE-754 range. Only
 no crash result. Opened Mach-O and dSYM UUID joins remain unobserved. See
 [Apple IPS crash reports](https://github.com/morluto/rea/blob/main/docs/apple-ips.md).

+## Linux kernel modules
+
+Use `inspect_kernel_module` for an explicit local ELF32/ELF64 relocatable
+object when the question concerns `.modinfo` license, vermagic, alias,
+depends, or parm strings, the `__versions` symbol CRCs, or an appended module
+signature trailer. No `open_binary`, Linux host, or `modinfo` program is
+required. The CLI equivalent is `inspect-kernel-module PATH`. Preserve
+artifact SHA-256, key order, duplicate keys, CRC hex, and section file ranges.
+A missing section is observed absence when section names are known, not proof
+the module never carried that metadata. `.gnu.linkonce.this_module` is reported
+as present or absent; `struct module` stays unknown because its layout changes
+with the kernel version. `__ksymtab` records are not decoded. The PKCS#7 range
+and its SHA-256 are observed; certificate, signer, and digest coverage remain
+unvalidated. An absent trailer is not proof the module is unsigned in another
+container. gzip, xz, and zstd whole-file containers are unsupported and name
+`external_decompression` as the next probe: use an external codec utility to
+decompress into a separate file, then call `inspect_kernel_module` on that file. See
+[Linux kernel modules](https://github.com/morluto/rea/blob/main/docs/kernel-modules.md).
+
 ## CPython pyc files

 Use `inspect_python_pyc` for an explicit local CPython 3.7–3.13 `.pyc` when the
@@ -284,40 +323,61 @@ run, use `observe_native_calls` with explicit breakpoints and a bounded
 `duration_ms`/`max_events`. It launches a new process under LLDB, so the target
 runs and may change files or use the network. Hardened-runtime targets need the
 `get-task-allow` entitlement.
-Function breakpoints use exact LLDB runtime names: a Darwin C `_main` static symbol
-may be `main` at runtime. REA does not translate names. Set `module` to the image
+Function breakpoints use exact LLDB runtime names: pass an `inspect_macho` export
+or import `runtime_name` (`main`), not its symbol-table `name` (`_main`). REA does
+not translate breakpoint names. Set `module` to the image
 file name when selecting that image only; otherwise loaded system images also
 match. Inspect retained locations and module paths before attributing a call.

 Use `binary_session` with no arguments to check the open target, selected
-provider, and alignment. Its default `result.tool_availability` carries a
-complete inventory grouped by shared facts. Expand each group's `names` and
-inherit the inventory-level client requirements unless a group overrides them;
-availability, reasons, remediation, modes, and flags remain inline. The
-`effects` and `annotations` arrays name true flags from fixed vocabularies, so an
-omitted known flag is false. `tools/list` remains the canonical source for full
-tool schemas when target or provider state changes.
+provider, and alignment. Its default summary `result.tool_availability` carries
+the complete tool inventory grouped by current status. Expand each group's
+`names` and inherit the inventory-level client requirements unless a group
+overrides them; availability, reasons, remediation, and modes remain inline.
+Provider candidates keep availability and target-support status, code, and
+reason. `omitted_fields` names what the summary leaves out; `{"detail":
+"complete"}` adds provider diagnostics, candidate capability sets, and tool
+surface, `effects`, and `annotations`. Those arrays name true flags from fixed
+vocabularies, so an omitted known flag is false. `tools/list` remains the
+canonical source for full tool schemas when target or provider state changes.

 Provider capability groups carry provider identity and ordered limitations.
 Prepend each set's `shared_limitations` to a group's `limitations` to recover the
-operation's full ordered list. Candidate capabilities describe possible
-providers. Top-level session capabilities describe the current route, and
+operation's full ordered list. Candidate capabilities, returned with complete
+detail, describe possible providers. Top-level session capabilities describe the current route, and
 `analysis_provider_binding` identifies the selected provider.

+## Reuse caller-selected Ghidra analysis
+
+When the caller supplies an expanded project, configure `REA_GHIDRA_PROJECT_PATH`
+(the `.gpr` marker) and optionally `REA_GHIDRA_PROGRAM_NAME` (one root program),
+then restart/reconnect before `open_binary`. CLI uses the same configuration.
+REA opens only a fingerprint-bound owned copy with `-process -noanalysis -readOnly`;
+original project files are not opened by the engine or saved. Database edits,
+import overrides and repair scripts are unavailable in this mode. Treat original
+analysis completeness/settings as unknown and prior edits as caller-project state.
+The program's recorded import digest must match the target; changed project content
+requires reopening for a fresh profile. See the
+[setup and preparation guide](https://github.com/morluto/rea/blob/main/docs/installation.md#reuse-an-existing-ghidra-project).
+
 ## Ghidra startup deadline recovery

 `provider_timeout` during the first Ghidra query can cover import, auto-analysis,
 bridge startup, and readiness. The default 330,000 ms is configurable through
 `REA_GHIDRA_STARTUP_TIMEOUT_MS`; a smaller query still needs the same cold import.

-Preserve useful Evidence before closing the session or restarting REA. Check
-`close_binary` and resolve reported cleanup failures. Set a larger startup budget
-in the environment that launches REA, then restart REA and reconnect the MCP
-client before reopening the same target. Closing and reopening a binary in the
-existing server keeps its original configuration and starts import again.
-Environment changes in an agent's shell do not update an already running MCP
-server. If its launch configuration cannot be changed, report that constraint
-and the exact retry setting instead of claiming a fixed technical limit.
+When the error names `ghidra.startup_timeout_ms`, call
+`update_analysis_settings` with `action: "set"` and a larger value within the
+reported bounds. Resolve retained cleanup before the next startup attempt.
+No REA restart is needed; an already accepted startup keeps its original
+budget. A new attempt repeats import. Preserve useful Evidence before closing
+and reopening the target when remediation requires that lifecycle step.
+
+For a per-function timeout, update `ghidra.decompile_timeout_seconds` and retry
+the same function on the existing Program. Explicit `null` removes that
+per-function deadline. Inspection is optional when the error supplies the
+setting and bounds. Runtime updates disappear when REA exits; environment
+changes only seed future REA processes.

 The client's tool-call deadline must allow startup plus the requested query;
 server settings and progress notifications cannot override it. CLI analysis
@@ -363,6 +423,21 @@ encoded in bounded batches.
 The 25000 ms Cutter request deadline and the 256-candidate discovery budget
 still have no runtime override.

+## Selected native facts and call graphs
+
+For a large `get_call_graph`, or repeated `procedure_address`,
+`procedure_callees`, `procedure_callers` and `resolve_containing_procedure`
+queries, select `detail: "summary"` when the first 64 recorded observations
+suffice. Read further `native-observation` pages from the returned parent Evidence
+ID. Graph message IDs index that page's exact-text dictionary; keep level,
+source index, failed nodes, and partial/unknown relationship coverage.
+Read referenced source context through `native-context` facets `overview`,
+`analysis-profile`, `limitations` and `result-limitations`. Reuse inspected
+context/profile values only for the same digest; until caveats are read,
+interpretation beyond the returned facts remains unknown. Complete Evidence
+remains retained and exportable. Small complete replies can cost fewer tokens
+than additional context/page calls; count the completed task and discovery.
+
 ## Static memory and original file bytes

 For Ghidra, `read_bytes` reads initialized analysis memory, including loader
@@ -390,6 +465,14 @@ loaded bytes, file mappings, relocations and the entry against the immutable
 snapshot. Keep `mismatch` and `unsupported` explicit. Verified import covers the
 reported static image, not runtime DOS or PC-98 hardware behavior.

+For a large load-image report, select `detail: "summary"` and query its
+`parent_evidence_id` with `inspect_analysis_view` kind `native-load-image`.
+Choose a collection such as `relocations` or `mappings`, select only needed
+fields, and page with offset/limit. Original indices preserve same-address
+alternatives. Null collections remain unrecorded or inapplicable; paging does
+not upgrade unsupported verification. CLI requires `--evidence_output` for
+summary delivery so complete source Evidence remains accessible.
+
 For Ghidra decompilation, `procedure_pseudo_code` also accepts `procedure: "file-offset:0x..."`; CLI `rea decompile <path> --file-offset=0x... --provider ghidra` resolves the source byte offset internally. An unresolved 0x-prefixed numeric procedure selector also falls back to a unique file mapping. Existing symbols and analysis addresses win; multiple mappings fail as ambiguous. Preserve the returned file-offset and address locations and raw selection observations. ELF virtual addresses are distinct from file offsets; never assume an arbitrary offset plus image base is an analysis address.

 Complete function body ranges use inclusive ends and can contain gaps. Do not
@@ -520,6 +603,7 @@ discovery are unsupported. Windows Ghidra P0 admits raw images only for `6502`.

 ### Function annotations in Ghidra

+Fresh-import sessions admit annotations; existing-project reuse is read-only.
 Use `annotate_native_function` for one function name and/or entry comments, with at least one explicit change. Review its annotation readback and refreshed dossier inline. Changes are atomic and session-scoped; empty comments clear them, omitted fields preserve them. Later MCP calls observe edits until close. CLI `annotate-native-function` returns the updated analysis before discarding the session. Original executable bytes are unchanged; edits invalidate immutable snapshots. Windows P0 does not admit database mutations. For naming only, `set_address_name` / `set_addresses_names` also work with Ghidra: they name function entries or data addresses (primary labels) and return compact per-address success booleans instead of a dossier.

 ## Offline PE resource inventory
@@ -568,3 +652,20 @@ page cannot prove absence in unknown coverage. Retained views are historical,
 not fresh filesystem checks. No decryption, Godot resource decoding, GDScript
 decompilation or target execution is provided. See
 [Godot PCK](https://github.com/morluto/rea/blob/main/docs/godot-pck.md).
+
+UnityFS AssetBundle containers (`.bundle`, `.ab`, YooAsset packages and other
+byte-identified files) list `CAB-*` SerializedFiles and `.resS` members with
+header and node facts; none/LZ4/LZ4HC member blocks stream on demand. Bundles
+declaring asset-bundle encryption keep header facts with unknown directory
+coverage; LZMA member bytes retain named occurrences with unavailable hashes.
+Virtual member offsets are not physical carrier locations. Format 6–8 readers
+cache one decoded block and support retained filtered/paged views. No
+decryption or SerializedFile object decoding is provided. See
+[UnityFS](https://github.com/morluto/rea/blob/main/docs/unityfs.md).
+
+U-Boot legacy uImages use the same inspection/extraction workflows. Prefer a
+retained summary and selected inventory views for header facts or component
+IDs. Header addresses/CPU/OS are declarations; payloads remain as stored.
+Multi-file components retain their aligned physical ranges; the full payload
+is also materialized. Unknown name text retains its original 32 bytes. See
+[U-Boot uImage](https://github.com/morluto/rea/blob/main/docs/uimage.md).
@@ -86,6 +86,8 @@ Page-declared WebMCP tools are untrusted inventory and are never invoked by REA.
  browser and profile. Check `browser.cleanup` for the outcome.
  Request only the DOM, accessibility, or network details needed for the question.
  The default final capture contains the URL; step outcomes are reported separately.
+  For multi-step flows with trees or events, select `detail: "summary"` and page
+  exact steps, transactions, text slices or events with `inspect_analysis_view` kind `browser-scenario`.
  Add a wait action for the expected page state before capturing it. Report that
  REA performed the declared actions.

@@ -0,0 +1,21 @@
+{
+  "$schema": "https://anthropic.com/claude-code/marketplace.schema.json",
+  "name": "rea",
+  "description": "Reverse engineer anything with agents, from app behavior down to native binaries.",
+  "owner": {
+    "name": "morluto",
+    "url": "https://github.com/morluto"
+  },
+  "plugins": [
+    {
+      "name": "rea",
+      "description": "Reverse engineer anything with agents, from app behavior down to native binaries.",
+      "source": {
+        "source": "npm",
+        "package": "rea-agents",
+        "version": "6.8.0"
+      },
+      "category": "development"
+    }
+  ]
+}
@@ -0,0 +1,29 @@
+{
+  "name": "rea",
+  "version": "6.8.0",
+  "description": "Reverse engineer anything with agents, from app behavior down to native binaries.",
+  "author": {
+    "name": "morluto",
+    "url": "https://github.com/morluto"
+  },
+  "homepage": "https://rea.tools/",
+  "repository": "https://github.com/morluto/rea",
+  "license": "MIT",
+  "keywords": [
+    "reverse-engineering",
+    "binary-analysis",
+    "decompiler",
+    "mcp-server"
+  ],
+  "skills": "./skills",
+  "mcpServers": {
+    "rea": {
+      "command": "node",
+      "args": [
+        "${CLAUDE_PLUGIN_ROOT}/scripts/plugin-mcp-launcher.mjs",
+        "6.8.0"
+      ]
+    }
+  },
+  "icon": "./assets/rea-plugin.png"
+}
@@ -0,0 +1,13 @@
+{
+  "mcpServers": {
+    "rea": {
+      "command": "node",
+      "args": [
+        "./scripts/plugin-mcp-launcher.mjs",
+        "6.8.0"
+      ],
+      "cwd": ".",
+      "startup_timeout_sec": 30
+    }
+  }
+}
@@ -0,0 +1,40 @@
+{
+  "name": "rea",
+  "version": "6.8.0",
+  "description": "Reverse engineer anything with agents, from app behavior down to native binaries.",
+  "author": {
+    "name": "morluto",
+    "url": "https://github.com/morluto"
+  },
+  "homepage": "https://rea.tools/",
+  "repository": "https://github.com/morluto/rea",
+  "license": "MIT",
+  "keywords": [
+    "reverse-engineering",
+    "binary-analysis",
+    "decompiler",
+    "mcp-server"
+  ],
+  "skills": "./skills",
+  "mcpServers": "./.codex-plugin/mcp.json",
+  "interface": {
+    "displayName": "REA",
+    "shortDescription": "Reverse engineer anything",
+    "longDescription": "Reverse engineer anything with agents, from app behavior down to native binaries.",
+    "developerName": "morluto",
+    "category": "Developer Tools",
+    "capabilities": [
+      "Interactive",
+      "Read",
+      "Write"
+    ],
+    "websiteURL": "https://rea.tools/",
+    "defaultPrompt": [
+      "Use REA to explain how this binary implements a feature.",
+      "Use REA to compare two versions of this application.",
+      "Use REA to recover the sources from this JavaScript bundle."
+    ],
+    "composerIcon": "./assets/rea-plugin.png",
+    "logo": "./assets/rea-plugin.png"
+  }
+}
@@ -36,6 +36,9 @@ unchecked. Maintainers can help resolve open questions.
 Use "none" or "not applicable" only when established. -->

 - Semantic owner and earliest changed stage:
+  <!-- Name the producer of parsed facts or resources and its affected consumers.
+  Summarize superseded paths removed and any distinct policy, lifecycle,
+  lazy-loading, or compatibility responsibility retained. -->
 - Contribution scope fit and linked maintainer decision:
 - CLI and MCP/tool-catalog contract:
 - Provider, bridge, target-format, or platform compatibility:
@@ -68,6 +71,10 @@ source, link, or rendered-document checks. -->
 - User-visible CLI/MCP output (if applicable):
 - Remaining proof gaps:

+For boundary fixes, identify the applicable [boundary regressions](https://github.com/morluto/rea/blob/main/docs/testing.md#boundary-regressions)
+and [lifecycle regressions](https://github.com/morluto/rea/blob/main/docs/testing.md#lifecycle-regressions)
+covered by the evidence above, and explain relevant gaps.
+
 For evidence-bearing changes:

 - [ ] Observed, derived, and inferred claims remain distinguishable.
@@ -753,6 +753,14 @@ jobs:
      - name: Run native Apple and process boundary regressions
        run: >-
          npm run test:focused --
+          tests/boundary/providers/hopper/hopperMacLaunchArguments.test.ts
+          tests/acceptance/providers/hopperStartupRecovery.test.ts
+          tests/boundary/providers/hopper/hopperClient.helperFailure.test.ts
+          tests/boundary/providers/hopper/bridgeBootstrapCleanup.test.ts
+          tests/boundary/providers/hopper/bridgeTargetLease.integration.test.ts
+          tests/acceptance/artifactDmgAttachmentRecoveryCli.test.ts
+          tests/boundary/providers/native/nativeDmgArtifactReader.test.ts
+          tests/process-global/dmgCancellationReason.test.ts
          tests/boundary/filesystem/installScript.test.ts
          tests/boundary/filesystem/nibNativeHierarchy.test.ts
          tests/boundary/filesystem/interfaceBuilderBundle.test.ts
@@ -852,12 +860,31 @@ jobs:
      # The matching native artifact establishes real Job Object and private
      # runtime boundaries for these fixtures. Ghidra and Java are not needed;
      # real engine claims remain in the separate controlled-provider workflow.
+      # Run native proofs before the broad curated suite so an unrelated
+      # fixture failure cannot hide the real control and recovery checks.
+      - uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
+        with:
+          name: windows-process-boundary-fixture
+          path: .cache/windows-process-boundary/
+      # Passing the fixture adds the breakaway, caller/child token, environment
+      # semantics and ancestor reparse observations, which the lane skips
+      # entirely when it is absent.
+      - run: >-
+          npm run verify:windows-native -- .
+          "${{ github.workspace }}\.cache\windows-process-boundary\process-boundary.exe"
+      - uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
+        with:
+          name: windows-native-inspection-fixture
+          path: .cache/windows-native-inspection-fixture/
+      - name: Verify native inspection failure ownership and recovery
+        run: node scripts/verify-windows-native-inspection.mjs
      - name: Run curated Windows capability tests
        run: >-
          npx vitest run --coverage.enabled=false
          src/process/capture/FilesystemSnapshot.test.ts
          tests/process-global/filesystemSnapshotFallbackCancellation.test.ts
          tests/boundary/filesystem/typescriptCompiler.test.ts
+          tests/boundary/filesystem/releaseProposal.test.ts
          tests/boundary/filesystem/binaryTarget.test.ts
          src/contracts/sessionPathInputs.test.ts
          tests/boundary/filesystem/directAnalysisSnapshotReplay.test.ts
@@ -867,6 +894,7 @@ jobs:
          tests/boundary/providers/native/artifactProvider.extractionCompleteness.test.ts
          tests/boundary/filesystem/setupUnavailableProvider.test.ts
          tests/boundary/filesystem/windowsNpxRegistration.test.ts
+          tests/boundary/filesystem/claudeDesktopSkillUninstallWindows.test.ts
          tests/boundary/filesystem/clientConfigurationEnvironment.test.ts
          tests/boundary/filesystem/clientConfigurationLayeredEnvironment.test.ts
          tests/acceptance/setup/registrationRuntimeEnvironmentCli.test.ts
@@ -878,6 +906,7 @@ jobs:
          tests/boundary/process/packageNpmInvocation.test.ts
          tests/boundary/process/packedBridgeVerification.test.ts
          tests/boundary/process/windowsOutputCapture.test.ts
+          tests/boundary/process/windowsExecutableSelection.test.ts
          tests/acceptance/webModuleCli.test.ts
          tests/acceptance/webSourceLocationCli.test.ts
          tests/boundary/cli/referenceSourceImportStatus.test.ts
@@ -902,22 +931,6 @@ jobs:
          tests/process-global/runnerCancellation.test.ts
          tests/process-global/windowsOwnedCommand.test.ts
          tests/conformance/providers/ghidra/realGhidraWindowsWorkflow.test.ts
-      - uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
-        with:
-          name: windows-process-boundary-fixture
-          path: .cache/windows-process-boundary/
-      # Passing the fixture adds the breakaway, caller/child token, environment
-      # semantics and ancestor reparse observations, which the lane skips
-      # entirely when it is absent.
-      - run: >-
-          npm run verify:windows-native -- .
-          "${{ github.workspace }}\.cache\windows-process-boundary\process-boundary.exe"
-      - uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
-        with:
-          name: windows-native-inspection-fixture
-          path: .cache/windows-native-inspection-fixture/
-      - name: Verify native inspection failure ownership and recovery
-        run: node scripts/verify-windows-native-inspection.mjs
      - name: Verify real Node Inspector discovery and observation
        timeout-minutes: 10
        env:
@@ -55,6 +55,12 @@ jobs:
      - uses: ./.github/actions/portable-build-cache
        with:
          build_cache_artifact: ${{ inputs.build_cache_artifact }}
+      - name: Install ELF32 cross toolchains for source-owned fixtures
+        run: |
+          sudo apt-get update
+          sudo apt-get install --yes --no-install-recommends \
+            gcc-i686-linux-gnu gcc-arm-linux-gnueabi gcc-mips-linux-gnu gcc-mipsel-linux-gnu \
+            libc6-dev-i386-cross libc6-dev-armel-cross libc6-dev-mips-cross libc6-dev-mipsel-cross
      - name: Acquire exact upstream libraries in an isolated runner environment
        shell: bash
        run: |
@@ -48,7 +48,8 @@ jobs:
      - uses: ./.github/actions/portable-build-cache
        with:
          build_cache_artifact: ${{ inputs.build_cache_artifact }}
-      - run: npm run verify:browser
+      # Own a fresh bus so Chromium never depends on an inherited session address.
+      - run: dbus-run-session -- npm run verify:browser
        env:
          REA_BROWSER_EXECUTABLE: /usr/bin/google-chrome
          REA_BROWSER_NO_SANDBOX: "true"
@@ -44,7 +44,8 @@ jobs:
      - uses: ./.github/actions/portable-build-cache
        with:
          build_cache_artifact: ${{ inputs.build_cache_artifact }}
-      - run: env -u DBUS_SESSION_BUS_ADDRESS npm run verify:browser:runtime
+      # Own a fresh bus so Chromium never depends on an inherited session address.
+      - run: dbus-run-session -- npm run verify:browser:runtime
        env:
          REA_BROWSER_EXECUTABLE: /usr/bin/google-chrome
          REA_BROWSER_NO_SANDBOX: "true"
@@ -46,7 +46,8 @@ jobs:
          build_cache_artifact: ${{ inputs.build_cache_artifact }}
      - name: Install the pinned compiler into an isolated fixture directory
        run: npm install --prefix "$RUNNER_TEMP/rea-web-source-map-compiler" --no-audit --no-fund --package-lock=false [email protected]
-      - run: npm run verify:browser:source-maps
+      # Own a fresh bus so Chromium never depends on an inherited session address.
+      - run: dbus-run-session -- npm run verify:browser:source-maps
        env:
          # Retain browser launch argv/PID/stderr in the verifier's captured
          # CLI failure diagnostics without changing its deadline or retrying.
@@ -50,7 +50,7 @@ Thumbs.db

 # Local reference sources and analysis artifacts
 /_reference/
-/experiments/analysis-efficiency/results/
+/experiments/analysis-efficiency/

 # Generated website download
 /website/public/examples/notes-example.zip
@@ -10,7 +10,10 @@
    "node_modules/**",
    "CHANGELOG.md",
    "package-lock.json",
+    ".claude-plugin/plugin.json",
+    ".codex-plugin/plugin.json",
    "_reference/**",
-    "third_party/**"
+    "third_party/**",
+    ".codex-plugin/mcp.json"
  ]
 }
@@ -1,7 +1,13 @@
 {
  "$schema": "./node_modules/oxlint/configuration_schema.json",
-  "plugins": ["typescript", "import", "unicorn", "oxc"],
+  "plugins": ["typescript", "import", "unicorn", "oxc", "vitest"],
  "rules": {
+    "rea/no-buffer-deep-equality": "error",
+    "rea/cancellation-cause": "error",
+    "no-async-promise-executor": "error",
+    "no-unreachable": "error",
+    "no-unsafe-optional-chaining": "error",
+    "no-useless-escape": ["warn", { "allowRegexCharacters": ["-"] }],
    "complexity": ["warn", 20],
    "max-depth": ["warn", 4],
    "max-lines": [
@@ -23,7 +29,38 @@
    "max-params": ["warn", 4],
    "no-var": "warn",
    "no-var-requires": "error",
-    "typescript/no-import-type-side-effects": "error"
+    "typescript/no-import-type-side-effects": "error",
+    "vitest/no-standalone-expect": "off",
+    "vitest/no-conditional-expect": "off",
+    "vitest/expect-expect": "off",
+    "vitest/no-disabled-tests": "off",
+    "vitest/require-mock-type-parameters": "off",
+    "vitest/require-to-throw-message": "off",
+    "import/no-duplicates": [
+      "warn",
+      {
+        "preferInline": false
+      }
+    ],
+    "vitest/valid-expect": [
+      "warn",
+      {
+        "maxArgs": 2
+      }
+    ],
+    "rea/no-evidence-json-preadmission": "error",
+    "rea/no-positional-tool-contract": "error",
+    "rea/no-fixture-root-cleanup": "error",
+    "typescript/no-floating-promises": "error",
+    "typescript/no-misused-promises": "warn",
+    "typescript/return-await": ["error", "error-handling-correctness-only"],
+    "typescript/switch-exhaustiveness-check": [
+      "error",
+      {
+        "considerDefaultExhaustiveForUnions": true
+      }
+    ],
+    "rea/no-shared-module-mock": "error"
  },
  "overrides": [
    {
@@ -36,6 +73,12 @@
        "no-var-requires": "off"
      }
    },
+    {
+      "files": ["src/**/*.ts"],
+      "rules": {
+        "typescript/no-misused-promises": "error"
+      }
+    },
    {
      "files": ["tests/**/*.ts", "src/**/*.test.ts", "src/**/*.fixture.ts"],
      "rules": {
@@ -47,7 +90,8 @@
            "skipBlankLines": true,
            "skipComments": true
          }
-        ]
+        ],
+        "typescript/no-misused-promises": "warn"
      }
    },
    {
@@ -91,6 +135,45 @@
          }
        ]
      }
+    },
+    {
+      "files": ["tests/**/*.test.ts", "src/**/*.test.ts"],
+      "rules": {
+        "vitest/valid-expect": [
+          "warn",
+          {
+            "maxArgs": 2
+          }
+        ],
+        "vitest/valid-expect-in-promise": "error",
+        "vitest/no-focused-tests": "error"
+      }
+    },
+    {
+      "files": [
+        "scripts/lib/http3-capture-assertions.test.mjs",
+        "scripts/lib/http3-verifier-lifecycle.test.mjs"
+      ],
+      "rules": {
+        "typescript/no-floating-promises": [
+          "error",
+          {
+            "allowForKnownSafeCalls": [
+              {
+                "from": "package",
+                "package": "@types/node",
+                "name": "test"
+              }
+            ]
+          }
+        ]
+      }
+    },
+    {
+      "files": ["scripts/fixtures/javascript-recovery/code-split/entry.mjs"],
+      "rules": {
+        "typescript/no-floating-promises": "off"
+      }
    }
  ],
  "env": {
@@ -109,5 +192,14 @@
    ".devin",
    ".factory",
    "third_party"
+  ],
+  "options": {
+    "reportUnusedDisableDirectives": "error"
+  },
+  "jsPlugins": [
+    {
+      "name": "rea",
+      "specifier": "./scripts/lint/index.mjs"
+    }
  ]
 }
@@ -1,3 +1,3 @@
 {
-  ".": "6.7.0"
+  ".": "6.8.0"
 }
@@ -53,9 +53,12 @@ Optimize in this order:
 3. CPU and memory. Avoid unnecessary work and copies; bound concurrency,
   retained state and serialization growth.

-For changes affecting these costs, measure representative completed tasks and
-compare equivalent workflows before and after where available. Report token
-usage, elapsed time, CPU time and peak process-family memory. Separate cold
+Reserve performance measurements for changes that target performance or have a
+concrete regression concern. Routine cleanup uses correctness checks; changes
+to helper calls, imports, or representations alone do not require synthetic
+benchmarks. When measurement is warranted, measure representative completed
+tasks and compare equivalent workflows before and after where available. Report
+token usage, elapsed time, CPU time and peak process-family memory. Separate cold
 and warm runs, label estimates, and state unmeasured costs. Fewer bytes alone
 do not establish fewer tokens or faster analysis.

@@ -80,7 +83,7 @@ Coordinate expensive checks across agents. If a test unexpectedly consumes heavy

 For tool design, follow [docs/tool-design.md](docs/tool-design.md): start from the analyst question, reuse existing contracts, preserve caller choices, and return useful evidence inline. Limits must follow real format, protocol, authority, or resource constraints. Account for representation expansion before allocation; derive completeness from examined coverage.

-For test changes or provider claims, use [docs/testing.md](docs/testing.md). Prefer real public CLI/MCP workflows, then production-boundary integration, then producer goldens. Keep module tests for distinct semantics stronger workflows cannot reliably reproduce. Preserve malformed-input, cancellation, cleanup, permission, capacity, and target-identity coverage when pruning. Report unverified coverage explicitly; simulated providers do not establish real-provider behavior.
+For test changes or provider claims, use [docs/testing.md](docs/testing.md). Select applicable [boundary regressions](docs/testing.md#boundary-regressions) for parser, inventory, snapshot, and projection fixes. Prefer real public CLI/MCP workflows, then production-boundary integration, then producer goldens. Keep module tests for distinct semantics stronger workflows cannot reliably reproduce. Preserve malformed-input, cancellation, cleanup, permission, capacity, and target-identity coverage when pruning. Report unverified coverage explicitly; simulated providers do not establish real-provider behavior.

 Use Conventional Commit subjects and PR titles. Mark breaking changes with `!` or a `BREAKING CHANGE:` footer. Describe behavior changes, relevant validation, and real-provider verification scope.

@@ -108,10 +111,11 @@ distinguish source-derived conclusions, proposed checks, and unavailable coverag
 Address actionable automated review findings and explain disagreements.

 Leave the template's **Author readiness** declarations unchecked for the human
-owner to complete. Never attest to human review on their behalf. Keep the PR in
-draft until the human declares the PR initially ready. Later pushes do not
-invalidate that declaration or require another human sign-off. Keep the PR body
-and affected validation current as work changes. The readiness check validates
+owner to complete. Never attest to human review on their behalf. Draft status
+is optional; preserve the PR's current draft status unless the user asks to change
+it. Later pushes do not invalidate the readiness declaration or require another
+human sign-off. Keep the PR body and affected validation current as work changes.
+The readiness check validates
 the filled declaration; CI and automated review results do not establish that
 human review occurred, maintainer scope approval, or merge permission.

@@ -1,5 +1,107 @@
 # Changelog

+## [6.8.0](https://github.com/morluto/rea/compare/rea-agents-6.7.0...rea-agents-6.8.0) (2026-10-25)
+
+### Highlights
+
+- Build local agent environments from network captures, browser scenarios, or a prompt, then serve derived reads and evidence-gated writes and compare them with fresh application captures.
+- Inspect more shipped formats, including GPU code objects, BEAM, Python bytecode, Unity IL2CPP metadata, Godot PCK, PyInstaller, Node.js SEA, devicetree, and additional PE/ELF tables.
+- Keep large investigations focused with retained summaries, selected fact queries, configurable recovery limits, and row-oriented CLI exports. Complete Evidence remains available.
+
+### ⚠ BREAKING CHANGES
+
+- **Function analysis:** `analyze_function` now defaults to a retained summary. Set `detail: "complete"` for the previous inline dossier; the CLI retains its complete default and requires `--evidence_output` when selecting a summary. [#5660](https://github.com/morluto/rea/pull/5660). Thanks @CryptoJones, @gensokyo-dev, @RishTheFish21.
+- **Accessibility:** Accept JSON numbers and booleans in node `value`, alongside strings and null. Update consumers that previously assumed text-only values. [cc90771](https://github.com/morluto/rea/commit/cc90771af14f045538651615147d8bf86b576549), [#6759](https://github.com/morluto/rea/pull/6759), [#6467](https://github.com/morluto/rea/issues/6467). Thanks @coygeek, @gensokyo-dev, @mvanhorn.
+- **JSON Lines:** `--format jsonl` now emits object-collection rows followed by a `$rea: "jsonl/v1"`, `type: "metadata"` record; scalar selections and unsupported reports are refused. Parse control records separately, select a single supported collection when necessary, and use `--format json` for the previous whole-document output. See [JSON Lines framing](https://github.com/morluto/rea/blob/rea-agents-6.8.0/docs/cli.md#json-lines-record-output). [#5629](https://github.com/morluto/rea/pull/5629), [#5487](https://github.com/morluto/rea/issues/5487). Thanks @gensokyo-dev, @jayykernel, @vijaykiran06.
+- **Interface Builder:** Keyed-archive graph identities use decimal table UIDs instead of authored `objectID`/`object-id`. Treat authored IDs as attributes and update persisted graph lookups; ibtool and native NIBArchive identities keep their source semantics. [6fbe67d](https://github.com/morluto/rea/commit/6fbe67d66e3d716db69929503a3a232a7ada0860).
+- **Frida:** `instrument-with-frida` JSON returns the canonical Evidence directly. Read `normalized_result.cleanup_error` instead of the former top-level wrapper field. [48f700e](https://github.com/morluto/rea/commit/48f700ee35e0988ed973e5486dc9db33f2a5d944).
+- **Reconstruction proof:** ID-array proof records no longer establish verified or ready ledgers. Supply implementation/revision bindings and individual claim outcomes; handle inapplicable, unavailable, and failed proof diagnostics. [f8b65e7](https://github.com/morluto/rea/commit/f8b65e78723b1e2169f94dd1226198ea3139707e).
+- **Mach-O imports:** Handle a null import `name` when identity is ambiguous; use `raw_name` and `name_status` to distinguish observed expressions from exact symbols. [5d0d243](https://github.com/morluto/rea/commit/5d0d243a45c9132e1aff75d454ab53d86a74cc31), [169512a](https://github.com/morluto/rea/commit/169512a35bb015ff209168fb8bc1c9b31a2c678b).
+- **Node.js:** Use a runtime satisfying `^22.23.4 || ^24.22.1 || >=26.12.1`; Node 23 and 25 are unsupported. Upgrade Node before installing or updating REA; the installer does not upgrade it. [#6315](https://github.com/morluto/rea/pull/6315), [#6283](https://github.com/morluto/rea/issues/6283). Thanks @GamerDubz, @gensokyo-dev, @ShikamaruNaaraa.
+- **Browser storage:** Historical hashed storage remains readable, but comparisons stay unknown until both captures are recaptured in the new representation. [#6341](https://github.com/morluto/rea/pull/6341), [#6289](https://github.com/morluto/rea/issues/6289). Thanks @coygeek, @gongfpp.
+- **Environment serving:** `environment-serve` serves derived state by default, including write tools whose effects are confirmed by recorded evidence. Use `--replay-only` for stateless replay of manifest tools. Read stop-summary `state` instead of `state_evidence_id`. [#5351](https://github.com/morluto/rea/pull/5351), [#6158](https://github.com/morluto/rea/pull/6158). Thanks @earakely-scale, @gensokyo-dev, @kaoru0822-kitauji.
+- **MCP schemas:** Input advertisements default to compact. Set `REA_MCP_INPUT_SCHEMA_PROFILE=full` for complete advertised guidance and nested constraints. [#5975](https://github.com/morluto/rea/pull/5975). Thanks @gensokyo-dev.
+- **Browser console arguments:** Accept null `argument_types` and `text_capture.status: "unavailable"` when the protocol argument inventory is omitted or malformed; preserve that uncertainty. [#6016](https://github.com/morluto/rea/pull/6016), [#5934](https://github.com/morluto/rea/issues/5934). Thanks @coygeek, @kaoru0822-kitauji.
+- **Reconstruction summaries:** `summary.by_evidence_authority` is keyed by Evidence authority; read the former source-state counts from required `summary.by_source_state`. Regenerate ledgers whose closure digests depended on the old projection. [#5875](https://github.com/morluto/rea/pull/5875), [#5838](https://github.com/morluto/rea/issues/5838). Thanks @coygeek, @kaoru0822-kitauji.
+- **Swift bindings:** Conformance `type_name` and `protocol_name` may be null; consume typed `type_binding`/`protocol_binding` evidence. Replace the former Objective-C-specific import-binding type/schema with `MachoImportBinding`. [d0067ba](https://github.com/morluto/rea/commit/d0067ba34a39ea47dd7e11bb2e6169bc0938cc3f).
+- **WebSocket frames:** Accept null opcodes and preserve unknown frame facts; numeric opcodes are restricted to the four-bit protocol range. [0bc2b42](https://github.com/morluto/rea/commit/0bc2b42001f684beffcf47b70e507443b1a5d320).
+- **Resource-only inspection:** Evidence subjects and executable digests may be null. Use `resource_root` and each resource's reported provenance instead of requiring an executable target. [6a6adf7](https://github.com/morluto/rea/commit/6a6adf703fa44100643947d20fbc670f86260b1b).
+- **Browser timestamps:** Console and session-timeline timestamps may be null when the protocol supplies no finite/comparable time. Keep unknown time explicit in sorting and comparisons. [690fc51](https://github.com/morluto/rea/commit/690fc518540bae982038a74f47ef7781201785aa), [2a0410f](https://github.com/morluto/rea/commit/2a0410f1717b3126e8a95063d77dea66a597010a).
+- **Reference sources:** Read failed root enumeration from `rootFailure` rather than a synthetic failed child at `"."`; preserve the top-level source-graph limitation. [6296fdf](https://github.com/morluto/rea/commit/6296fdf560f1ac4aa55985558edaa98300aacdbc).
+- **Filesystem capture:** Accept `entry_unavailable` and `identity_changed` enumeration omission reasons in addition to the previous reason literals. [c85b44e](https://github.com/morluto/rea/commit/c85b44e1b14851c54e65327a4807f79ad5cd5a61). Thanks @rudrakshagarwal4200-ai.
+- **APK locales:** Replace numeric legacy selectors such as `es-r419` with `es-419` or `b+es+419`. Two-letter regions remain supported. [29910d1](https://github.com/morluto/rea/commit/29910d16b98fe4b607a7aa15928789a73614b0b9). Thanks @mertkayacs.
+- **XML plist scalars:** Recognize `$plist_type: "unknown"` and read `element`, `literal`, and `reason`; unresolved XML scalars use this wrapper instead of the former real/null unknown marker or malformed scalar prefixes. Supported extended UTC years preserve their timestamp. [3537e58](https://github.com/morluto/rea/commit/3537e58c1ab29309f06eabf50bc52adba9817a0c).
+
+### Changes
+
+- **Binary layouts:** Inspect ELF32 i386, little-endian ARM, and little- or big-endian MIPS `EXEC`/`DYN`/`REL` layouts on Linux x64 using a caller-supplied pwntools environment. [#7052](https://github.com/morluto/rea/pull/7052), [#6934](https://github.com/morluto/rea/issues/6934). Thanks @roblennon, @salmanalmutairi1.
+- **Agent environments:** Project network captures and Evidence files into manifests, preserve template path pairs and positions, export AgentEnv bundles, and serve manifests as replay environments. [#4954](https://github.com/morluto/rea/pull/4954), [#5293](https://github.com/morluto/rea/pull/5293), [#5664](https://github.com/morluto/rea/pull/5664), [#4999](https://github.com/morluto/rea/pull/4999), [#4975](https://github.com/morluto/rea/pull/4975). Thanks @earakely-scale, @gensokyo-dev, @kaoru0822-kitauji.
+- **Capture to environment:** Build environments from browser scenarios or a prompt, extract the initial observed state, and compare the environment with application probe captures. [#5182](https://github.com/morluto/rea/pull/5182), [#6946](https://github.com/morluto/rea/pull/6946), [#5319](https://github.com/morluto/rea/pull/5319), [#5699](https://github.com/morluto/rea/pull/5699). Thanks @earakely-scale, @gensokyo-dev, @kaoru0822-kitauji.
+- **State-backed tools:** Render read filters, search, sorting and paging from state; apply confirmed write effects with broader state targets and recording-based write admission. [#5352](https://github.com/morluto/rea/pull/5352), [293832b](https://github.com/morluto/rea/commit/293832bafc9a054914ec514fe906dd4936c7a372), [#5800](https://github.com/morluto/rea/pull/5800), [#5787](https://github.com/morluto/rea/pull/5787), [#5600](https://github.com/morluto/rea/pull/5600), [5375ff0](https://github.com/morluto/rea/commit/5375ff0f9aadb4fd0d46333815aa0431e3df1010), [#6169](https://github.com/morluto/rea/pull/6169), [#6385](https://github.com/morluto/rea/pull/6385), [#6897](https://github.com/morluto/rea/pull/6897). Thanks @earakely-scale, @gensokyo-dev, @kaoru0822-kitauji.
+- **State learning:** Model application-assigned values, preserve view-specific clock spellings, learn write clocks from scenario timing, derive fields, and learn creates across sorted arrays and referenced entities. [7ec9b6e](https://github.com/morluto/rea/commit/7ec9b6e56e1b3762285dca881db6d900a389ab9c), [#6136](https://github.com/morluto/rea/pull/6136), [957bcfa](https://github.com/morluto/rea/commit/957bcfa149c1a0593bb0aa2466cc56d1d4f62e7d), [#6138](https://github.com/morluto/rea/pull/6138), [#6967](https://github.com/morluto/rea/pull/6967), [#7025](https://github.com/morluto/rea/pull/7025), [#7034](https://github.com/morluto/rea/pull/7034). Thanks @earakely-scale.
+- **Recorded writes:** Serve creates whose compatible read-backs add omitted fields or express timestamps at a different precision, and whole-object updates that regenerate observed slugs or modification times. Conflicting observations still withhold writes. State views and bundles carrying the new read-back data need REA 6.8.0 or later to serve. [#7080](https://github.com/morluto/rea/pull/7080). Thanks @earakely-scale.
+- **Native investigations:** Page native inventory summaries, match functions across builds, export pseudocode to resumable directories, and select objdump disassembly by symbol. [#5378](https://github.com/morluto/rea/pull/5378), [#5390](https://github.com/morluto/rea/pull/5390), [#6170](https://github.com/morluto/rea/pull/6170), [#5171](https://github.com/morluto/rea/pull/5171), [#4249](https://github.com/morluto/rea/issues/4249), [#5343](https://github.com/morluto/rea/issues/5343), [#5159](https://github.com/morluto/rea/issues/5159). Thanks @coygeek, @CryptoJones, @gensokyo-dev, @kaoru0822-kitauji.
+- **Engine workflows:** Bound a single Ghidra decompilation without closing its session, analyze GameCube/Wii DOL executables, and inspect static CUDA/HIP code objects. [#5662](https://github.com/morluto/rea/pull/5662), [#6240](https://github.com/morluto/rea/pull/6240), [#5813](https://github.com/morluto/rea/pull/5813), [#5340](https://github.com/morluto/rea/issues/5340), [#5345](https://github.com/morluto/rea/issues/5345). Thanks @arielfikru, @coygeek, @gensokyo-dev, @RishTheFish21.
+- **PE/ELF:** Inspect export tables without an engine, PE imports/delay-loads, Authenticode certificates, TLS callbacks/load configuration, ELF notes, Linux kernel module metadata, and Zstandard section-name tables. [#6278](https://github.com/morluto/rea/pull/6278), [#6509](https://github.com/morluto/rea/pull/6509), [#4830](https://github.com/morluto/rea/pull/4830), [#7008](https://github.com/morluto/rea/pull/7008), [#4837](https://github.com/morluto/rea/pull/4837), [#7010](https://github.com/morluto/rea/pull/7010), [#6987](https://github.com/morluto/rea/pull/6987), [#4057](https://github.com/morluto/rea/issues/4057). Thanks @gensokyo-dev, @kaoru0822-kitauji, @mvanhorn, @Rinkia, @ShuaixinHuang.
+- **Apple/native metadata:** Inspect IPS crash reports, decode Swift nominal declarations, and select universal Mach-O slices in Go/Rust metadata readers. [#6511](https://github.com/morluto/rea/pull/6511), [#6257](https://github.com/morluto/rea/pull/6257), [#6219](https://github.com/morluto/rea/pull/6219), [#5341](https://github.com/morluto/rea/issues/5341), [#4102](https://github.com/morluto/rea/issues/4102). Thanks @coygeek, @gensokyo-dev, @kaoru0822-kitauji, @mvanhorn, @Rinkia.
+- **Packaged applications:** Triage desktop installation directories and inspect/extract Godot PCK, PyInstaller archives, and Node.js single-executable application blobs. [#5207](https://github.com/morluto/rea/pull/5207), [#3634](https://github.com/morluto/rea/pull/3634), [afa5da7](https://github.com/morluto/rea/commit/afa5da745e0b139e68029a96b776ae30e48ea2b2), [#2433](https://github.com/morluto/rea/pull/2433), [#7000](https://github.com/morluto/rea/pull/7000), [#4399](https://github.com/morluto/rea/issues/4399). Thanks @0xthearchitect, @coygeek, @gensokyo-dev, @mvanhorn.
+- **Unity and managed code:** Inventory IL2CPP images/types/methods and metadata versions 24/27; read member names and literals, link native methods and generic instances, and export Ghidra seeds. Project managed call/field-access edges and page managed member summaries. [#3807](https://github.com/morluto/rea/pull/3807), [#5326](https://github.com/morluto/rea/pull/5326), [52d1a72](https://github.com/morluto/rea/commit/52d1a72af047a73b787b8935b032786a34966036), [#5327](https://github.com/morluto/rea/pull/5327), [#5785](https://github.com/morluto/rea/pull/5785), [#6260](https://github.com/morluto/rea/pull/6260), [#5167](https://github.com/morluto/rea/pull/5167), [#3784](https://github.com/morluto/rea/issues/3784), [#5112](https://github.com/morluto/rea/issues/5112), [#4056](https://github.com/morluto/rea/issues/4056), [#5148](https://github.com/morluto/rea/issues/5148). Thanks @8rulerstar, @alexlanghart, @elricfd, @gensokyo-dev, @jaelliot, @kaoru0822-kitauji, @Rinkia.
+- **Android:** Inspect APK signing declarations and structured manifest components; report static-final DEX field values. [e93e3b1](https://github.com/morluto/rea/commit/e93e3b1e7d6e7e4f49c2de24b92452ec29e853f8), [#4158](https://github.com/morluto/rea/pull/4158), [#5025](https://github.com/morluto/rea/pull/5025), [#6981](https://github.com/morluto/rea/pull/6981), [#4537](https://github.com/morluto/rea/issues/4537), [#6397](https://github.com/morluto/rea/issues/6397). Thanks @Abelo9996, @BaaRai, @FerroLx, @gensokyo-dev, @sserrgo12.
+- **Bytecode and firmware:** Inspect and query CPython pyc and BEAM facts, inspect flattened devicetrees, and attribute MMIO peripheral regions in native disassembly. [#4826](https://github.com/morluto/rea/pull/4826), [#6928](https://github.com/morluto/rea/pull/6928), [#4833](https://github.com/morluto/rea/pull/4833), [#6943](https://github.com/morluto/rea/pull/6943), [#7009](https://github.com/morluto/rea/pull/7009), [#5348](https://github.com/morluto/rea/pull/5348), [#6922](https://github.com/morluto/rea/issues/6922), [#6938](https://github.com/morluto/rea/issues/6938). Thanks @gensokyo-dev, @liziye627-design, @mvanhorn.
+- **JavaScript:** Retain queryable static route inventories, link assignment values to writes, and accept source selections as a JSON array or file. [#6019](https://github.com/morluto/rea/pull/6019), [#6206](https://github.com/morluto/rea/pull/6206), [#5029](https://github.com/morluto/rea/pull/5029), [#4772](https://github.com/morluto/rea/issues/4772), [#6193](https://github.com/morluto/rea/issues/6193). Thanks @gensokyo-dev, @IvenKooLab, @jacobmalibiran, @JoshOsullivan-au, @kaoru0822-kitauji, @KJLavender.
+- **Data inspection:** Decode selected protobuf/gRPC bodies, inspect GGUF/safetensors declarations, and produce byte-entropy profiles. [#5031](https://github.com/morluto/rea/pull/5031), [#5603](https://github.com/morluto/rea/pull/5603), [#2331](https://github.com/morluto/rea/pull/2331), [#4986](https://github.com/morluto/rea/issues/4986), [#3323](https://github.com/morluto/rea/issues/3323). Thanks @AayushJB03, @gensokyo-dev, @kaoru0822-kitauji, @KJLavender, @michaelkillgta, @mvanhorn.
+- **CLI input/output:** Accept structured request documents on stdin and expose version/runtime output formats. Row-oriented JSONL exports use the migration above. [#7040](https://github.com/morluto/rea/pull/7040), [#5486](https://github.com/morluto/rea/issues/5486), [#6530](https://github.com/morluto/rea/pull/6530), [169512a](https://github.com/morluto/rea/commit/169512a35bb015ff209168fb8bc1c9b31a2c678b), [#5483](https://github.com/morluto/rea/issues/5483). Thanks @Abelo9996, @ahmed-husssain, @CassieFox23, @DeryFerd, @eco-null, @ezrabrilliant, @GamerDubz, @gensokyo-dev, @gongfpp, @hifzabuildsai, @jayykernel, @mhamzasakhi, @pablodiazjorge, @Plastic-time, @raidnouredden-ux, @SandstromPL, @ShuaixinHuang, @Sriram-PR, @XiaoBinGan.
+- **MCP and setup:** Add opt-in Streamable HTTP and FreeBuff setup registration. FreeBuff support first appears in 6.8.0; installed native FreeBuff loading and skill discovery remain unverified. [#4955](https://github.com/morluto/rea/pull/4955), [#2736](https://github.com/morluto/rea/pull/2736), [#3243](https://github.com/morluto/rea/issues/3243). Thanks @0xLLVEL, @codebuff-team, @earakely-scale, @gensokyo-dev, @kaoru0822-kitauji.
+- **Recovery controls:** Adjust per-call WASM/SQLite/firmware deadlines, MCP startup budgets, regex matching deadlines/worker heap, capture decoder heap, ASAR header admission, Apple dispatch input, and the bridge request ceiling. MCP runtime limit recovery reports actionable settings. [#5798](https://github.com/morluto/rea/pull/5798), [#5818](https://github.com/morluto/rea/pull/5818), [aa53c06](https://github.com/morluto/rea/commit/aa53c065387c58b4189d82c47f1f3445fc505e30), [#5863](https://github.com/morluto/rea/pull/5863), [#6304](https://github.com/morluto/rea/pull/6304), [#6267](https://github.com/morluto/rea/pull/6267), [#6301](https://github.com/morluto/rea/pull/6301), [#6299](https://github.com/morluto/rea/pull/6299), [#6209](https://github.com/morluto/rea/pull/6209), [#6233](https://github.com/morluto/rea/pull/6233), [#6376](https://github.com/morluto/rea/pull/6376), [#7049](https://github.com/morluto/rea/pull/7049), [#5797](https://github.com/morluto/rea/issues/5797), [#5812](https://github.com/morluto/rea/issues/5812), [#5851](https://github.com/morluto/rea/issues/5851), [#6176](https://github.com/morluto/rea/issues/6176), [#3917](https://github.com/morluto/rea/issues/3917). Thanks @gensokyo-dev, @jaychou813, @kaoru0822-kitauji.
+- **APK output:** Set `string_tables_only` or CLI `--string-tables-only` to omit duplicate primary strings and avoid their output-capacity charge. [7c458f0](https://github.com/morluto/rea/commit/7c458f04b9155707c8ba406f8b455b10016f1b99), [#4990](https://github.com/morluto/rea/pull/4990), [#4982](https://github.com/morluto/rea/issues/4982). Thanks @gensokyo-dev, @kaoru0822-kitauji, @N0zoM1z0.
+- **Retained analysis:** Reuse successful validation of authenticated immutable native/imported-JavaScript parents and captures. Query retained Go build identity, Rust dependencies, JavaScript source-to-bundle mappings, and native export facts without repeating full output. [8f7d12e](https://github.com/morluto/rea/commit/8f7d12e30d63f3d3b4cfe2a90336362841438f56), [#4962](https://github.com/morluto/rea/pull/4962), [#5349](https://github.com/morluto/rea/pull/5349), [#5524](https://github.com/morluto/rea/pull/5524), [#5815](https://github.com/morluto/rea/pull/5815), [#6128](https://github.com/morluto/rea/pull/6128), [#6907](https://github.com/morluto/rea/pull/6907), [#4810](https://github.com/morluto/rea/issues/4810), [#5499](https://github.com/morluto/rea/issues/5499), [#5802](https://github.com/morluto/rea/issues/5802), [#6112](https://github.com/morluto/rea/issues/6112), [#6900](https://github.com/morluto/rea/issues/6900). Thanks @gensokyo-dev, @kaoru0822-kitauji, @N0zoM1z0.
+- **Compact results:** Use retained Frida/GDB/objdump summaries, omit redundant Ghidra raw results, and defer the analysis runtime during MCP catalog discovery. [#5661](https://github.com/morluto/rea/pull/5661), [#5614](https://github.com/morluto/rea/pull/5614), [#5355](https://github.com/morluto/rea/pull/5355), [#4424](https://github.com/morluto/rea/pull/4424), [#5640](https://github.com/morluto/rea/issues/5640), [#5584](https://github.com/morluto/rea/issues/5584), [#5337](https://github.com/morluto/rea/issues/5337). Thanks @coygeek, @gensokyo-dev, @kaoru0822-kitauji, @leeguooooo.
+- **Analysis work:** Reuse Hopper literal-string records, JavaScript workers and captured prefix selections, Interface Builder validation and plist scalar schemas; bound stable reads to one snapshot buffer and avoid decoding omitted GGUF strings. [#5017](https://github.com/morluto/rea/pull/5017), [#5819](https://github.com/morluto/rea/pull/5819), [31de177](https://github.com/morluto/rea/commit/31de177404461d122761d8243abe4fd24564f4da), [#5885](https://github.com/morluto/rea/pull/5885), [85e38ac](https://github.com/morluto/rea/commit/85e38ac199dff15e8c43343d9170db7e0e46d284), [#6966](https://github.com/morluto/rea/pull/6966), [#5781](https://github.com/morluto/rea/pull/5781), [#5010](https://github.com/morluto/rea/issues/5010), [#5855](https://github.com/morluto/rea/issues/5855), [#6954](https://github.com/morluto/rea/issues/6954), [#5774](https://github.com/morluto/rea/issues/5774). Thanks @gensokyo-dev, @kaoru0822-kitauji.
+- **Native scheduling:** Batch modern IDA callee lookups, schedule decompilation reads on demand, index NativeAOT type closure, and retain call-path ancestry once per visited node. [0c6fed9](https://github.com/morluto/rea/commit/0c6fed90b74c75a9fd23d1ec1b510a7274f85887), [06fe7ee](https://github.com/morluto/rea/commit/06fe7eecbc8c387414b4c1aa0d88ad6314f54f0c), [ce61680](https://github.com/morluto/rea/commit/ce61680c04c95a9cdfad5335632a99542af26d37), [5e4ec0f](https://github.com/morluto/rea/commit/5e4ec0fa1b678aa3bf20704ec9110224ba8c1676).
+- **Selected processing:** Prepare CLI positional schemas only for the selected command, separate entropy reads from report resolution, prune typed-array reference escapes, index state-write cutoffs, decode only selected replay query values, and skip payload text during WAT framing. [315b234](https://github.com/morluto/rea/commit/315b23403f0819967878cee418c3f9cb4b1a69d9), [#6950](https://github.com/morluto/rea/pull/6950), [#5139](https://github.com/morluto/rea/pull/5139), [#5350](https://github.com/morluto/rea/pull/5350), [96ea32b](https://github.com/morluto/rea/commit/96ea32b7e4e28d3c9cd79a1de4b8e1ba3b4244e9), [70835d3](https://github.com/morluto/rea/commit/70835d3d5f030deadf606e1c79c70a60883e50c9), [#5766](https://github.com/morluto/rea/pull/5766), [#6947](https://github.com/morluto/rea/issues/6947), [#5760](https://github.com/morluto/rea/issues/5760). Thanks @galleonli, @gensokyo-dev, @kaoru0822-kitauji.
+
+### Fixes
+
+- **IPS report fields:** Preserve the recorded terminating process and PID, termination flags, parent PID, and build/platform metadata. [#7079](https://github.com/morluto/rea/pull/7079), [#7078](https://github.com/morluto/rea/issues/7078). Thanks @rodricksz4h5.
+- **Ghidra language selection:** Accept stock language IDs containing `LEBE` or slash-separated processor names, and report conflicting DOL language overrides as configuration errors naming `REA_GHIDRA_LANGUAGE_ID`. [#7070](https://github.com/morluto/rea/pull/7070), [#7072](https://github.com/morluto/rea/issues/7072), [#7081](https://github.com/morluto/rea/pull/7081), [#7082](https://github.com/morluto/rea/issues/7082). Thanks @Adolanium.
+- **Setup and Hopper:** Preserve the Linux embedding runtime, supported x86_64 host restriction, readiness-based provider choices, orderly demo-helper shutdown, and installed apt dependency versions. Keep cleanup and skill publication ownership through retries. [#5041](https://github.com/morluto/rea/pull/5041), [#3422](https://github.com/morluto/rea/pull/3422), [f5d1012](https://github.com/morluto/rea/commit/f5d1012fabfe99af82523c3078ce9d93eb3780c1), [#4966](https://github.com/morluto/rea/pull/4966), [#6974](https://github.com/morluto/rea/pull/6974), [211e353](https://github.com/morluto/rea/commit/211e3533b34f81ae0910ad4f53f2a3d3c8587d3e), [#6920](https://github.com/morluto/rea/pull/6920), [#5015](https://github.com/morluto/rea/issues/5015), [#3419](https://github.com/morluto/rea/issues/3419), [#4921](https://github.com/morluto/rea/issues/4921), [#6975](https://github.com/morluto/rea/issues/6975). Thanks @Abel-I-Akhigbe, @Adolanium, @DavidFB-creator, @DeryFerd, @gensokyo-dev, @kaoru0822-kitauji, @sx4im.
+- **Client setup:** Treat empty APPDATA as unset, distinguish MSIX Claude Desktop process views, preserve aliased Hermes server tables, reuse client dialect/alias bindings, and materialize the pinned package-runner cache before the first start. [#5126](https://github.com/morluto/rea/pull/5126), [#4903](https://github.com/morluto/rea/pull/4903), [#3785](https://github.com/morluto/rea/pull/3785), [b7eeded](https://github.com/morluto/rea/commit/b7eededf5af5061a834f93f57f2c888acf870344), [#7032](https://github.com/morluto/rea/pull/7032), [#5104](https://github.com/morluto/rea/issues/5104), [#4278](https://github.com/morluto/rea/issues/4278), [#3320](https://github.com/morluto/rea/issues/3320), [#7027](https://github.com/morluto/rea/issues/7027). Thanks @CmsChase, @coygeek, @myso-kr, @pablodiazjorge, @vaidehi-snk, @wxj006007.
+- **Target admission:** Preserve thin arm64_32 Mach-O support, distinguish JVM identity before FAT admission, validate FAT format/CPU identity, preserve original DOS header padding, and reject NULs in local objdump/rizin paths. [#5788](https://github.com/morluto/rea/pull/5788), [6843dbe](https://github.com/morluto/rea/commit/6843dbea9bce4709ee2e8bf46c38f0bbf640716b), [497037e](https://github.com/morluto/rea/commit/497037e6e3975cbb37cfd89ea0ad300faa2a4769), [#7013](https://github.com/morluto/rea/pull/7013), [#3600](https://github.com/morluto/rea/pull/3600), [#5713](https://github.com/morluto/rea/issues/5713), [#6510](https://github.com/morluto/rea/issues/6510). Thanks @coygeek, @dhruvac29, @kaoru0822-kitauji, @Lew1sWong, @qorvr.
+- **Mach-O and dylibs:** Preserve container framing, facts when dyld rejects a missing UUID, verified-signature snapshot identity, unsigned diagnostics, absolute paths inside the selected root, legacy platform rules, lazy-load payloads, and reasons for rejecting present dylibs. [cf3288d](https://github.com/morluto/rea/commit/cf3288d8cf7a09685acf89103b36c32359be56fa), [2b263a7](https://github.com/morluto/rea/commit/2b263a7fe9e9d4c185c7d6af6b4e67b21a73af30), [eb7acc7](https://github.com/morluto/rea/commit/eb7acc70bf06f119e8639e30a78081d5ba82b0bf), [1502cfb](https://github.com/morluto/rea/commit/1502cfbc8ca0d1d1d86eebf334018dfb418bbac0), [90062c0](https://github.com/morluto/rea/commit/90062c092228dea9d33fadc0d7e1b968105b8b2c), [#5650](https://github.com/morluto/rea/pull/5650), [3b67b36](https://github.com/morluto/rea/commit/3b67b362aa2cd79eac5af57d0965e81a7d0b8c2b), [#5551](https://github.com/morluto/rea/issues/5551). Thanks @coygeek.
+- **Native facts:** Admit direct dispatch-metadata providers; preserve record-local Objective-C omissions, snapshot profiles, class-import binding identity, stripped class labels, version-like names, and qualified Swift protocol identities. [50b6975](https://github.com/morluto/rea/commit/50b6975d861069e2c6cfa202780621449f863802), [9eec57b](https://github.com/morluto/rea/commit/9eec57b469087fe9bff3d29dcc02f47074159e91), [0ba4d6f](https://github.com/morluto/rea/commit/0ba4d6f43ad610dacc861a1548be1a5c4712cd61), [4d7de00](https://github.com/morluto/rea/commit/4d7de00d4cc9a95ec2b7a3123b04e01db2daafa0), [22c84ce](https://github.com/morluto/rea/commit/22c84ce64aa6c7601aa81af86d4117b5a4c2feac), [4852c83](https://github.com/morluto/rea/commit/4852c830af1e3b9df437235b7a8fa8970a6d1c59), [aa9043f](https://github.com/morluto/rea/commit/aa9043f6b61c453e4735795cfe6a559bf6b6cc16).
+- **Apple resources:** Preserve independent plist scalars, processing instructions, nonstandard table widths, unsupported NIB connector coverage, and strict IPS JSON surrogate validation; classify Interface Builder objects by their declared superclass chains. [fd728f2](https://github.com/morluto/rea/commit/fd728f271e7de7bcfa63890b573715720d5f948c), [#5806](https://github.com/morluto/rea/pull/5806), [4526862](https://github.com/morluto/rea/commit/4526862728af01f1135714079c0d8a8c754eb364), [14cd78c](https://github.com/morluto/rea/commit/14cd78c3224edcf79fca152915077112f547b9ed), [#6990](https://github.com/morluto/rea/pull/6990), [#5805](https://github.com/morluto/rea/issues/5805), [#5228](https://github.com/morluto/rea/pull/5228), [#5218](https://github.com/morluto/rea/issues/5218). Thanks @coygeek, @DeryFerd, @kaoru0822-kitauji, @Mangolycheematcha, @mhamzasakhi, @Shreyash021104.
+- **Archives and files:** Complete positional ZIP reads, preserve bounded ASAR signatures, report stable symlink loops as resolution failures, retain target applicability, and report unknown traversal coverage. Retain reported integrity contradictions for members present in only one compared artifact. [#4414](https://github.com/morluto/rea/pull/4414), [e8da7e1](https://github.com/morluto/rea/commit/e8da7e1edd075feec0e6beedec93d5645fed8125), [#5571](https://github.com/morluto/rea/pull/5571), [#5763](https://github.com/morluto/rea/pull/5763), [#5867](https://github.com/morluto/rea/pull/5867), [#5521](https://github.com/morluto/rea/issues/5521), [#5731](https://github.com/morluto/rea/issues/5731), [#5837](https://github.com/morluto/rea/issues/5837), [#7076](https://github.com/morluto/rea/pull/7076). Thanks @Afloat16, @coygeek, @jdotc1, @kaoru0822-kitauji, @WenyuChiou.
+- **Extraction and file ownership:** Restrict destination-case recovery to owned collisions, retain physical-read failures through late cancellation/cleanup, preserve cleanup capabilities for retry, and retain independent firmware extraction failures. [932fbb7](https://github.com/morluto/rea/commit/932fbb7d84a9a995b9aee3c1be7da05a8c4d7bbb), [9499667](https://github.com/morluto/rea/commit/949966712e68d8857a50a165ecddf04c2d7e6d3b), [56679dd](https://github.com/morluto/rea/commit/56679dd2ae31dda58e181f8bf99775014f7bb82b), [b3c912a](https://github.com/morluto/rea/commit/b3c912ab79ad147a37b6cfbe1552a1a5eecec629), [7298bd0](https://github.com/morluto/rea/commit/7298bd08d134860b84b4073f6703021916a5a4c5).
+- **Processes and cancellation:** Retain partial samples and shutdown gaps, unresolved descendants and caller abort reasons; bind cleanup errors to their owners, propagate comparison contradictions, and report no normal exit code for signalled targets. [ba866a2](https://github.com/morluto/rea/commit/ba866a26ecbe179a717e746cbc0d1605ae616ad5), [#5270](https://github.com/morluto/rea/pull/5270), [#6144](https://github.com/morluto/rea/pull/6144), [a721c42](https://github.com/morluto/rea/commit/a721c42c07dc674c32ab939627355b8a1bee97a5), [#6298](https://github.com/morluto/rea/pull/6298), [#6486](https://github.com/morluto/rea/pull/6486), [#5935](https://github.com/morluto/rea/issues/5935), [#5944](https://github.com/morluto/rea/issues/5944), [#6100](https://github.com/morluto/rea/issues/6100), [#6101](https://github.com/morluto/rea/issues/6101), [#6110](https://github.com/morluto/rea/issues/6110), [#6113](https://github.com/morluto/rea/issues/6113), [#6121](https://github.com/morluto/rea/issues/6121), [#6131](https://github.com/morluto/rea/issues/6131), [#6132](https://github.com/morluto/rea/issues/6132), [#6218](https://github.com/morluto/rea/issues/6218), [#6445](https://github.com/morluto/rea/issues/6445). Thanks @agorevski, @coygeek, @gongfpp, @kwakhyun, @mhamzasakhi.
+- **Provider cleanup:** Preserve Windows native handles until close is confirmed, native/Inspector/Electron cleanup ownership, Kuna probe identity and cleanup, IDA registration configuration, and Hopper preparation ownership. [#5772](https://github.com/morluto/rea/pull/5772), [87ab054](https://github.com/morluto/rea/commit/87ab054ea384b3fcbae2998b1f94685edcd5f624), [ff78165](https://github.com/morluto/rea/commit/ff78165978de9dbcf9fa16c2acf74bf85a69dc44), [04ae07a](https://github.com/morluto/rea/commit/04ae07ab8c9ae1a6697b6ad15489bbde515da8b5), [dd0015a](https://github.com/morluto/rea/commit/dd0015aaf156c5701ef9598bcc6c885e6b8da803), [b231c28](https://github.com/morluto/rea/commit/b231c28cf64c2f799ada99343f8f21e0e6acb15e), [#4505](https://github.com/morluto/rea/issues/4505), [#5616](https://github.com/morluto/rea/issues/5616).
+- **Provider diagnostics:** Give Ghidra restart recovery, stable Homebrew aliases, unsupported-host results for Linux-only integrations, correct IDA regex/readiness handling, and clear diagnostics when Windows refuses a verified native addon. [#5356](https://github.com/morluto/rea/pull/5356), [7c6142e](https://github.com/morluto/rea/commit/7c6142efdc19a42c148d0e8c96b69d18e63c7f87), [#5793](https://github.com/morluto/rea/pull/5793), [#4862](https://github.com/morluto/rea/pull/4862), [99ccfb6](https://github.com/morluto/rea/commit/99ccfb6e709ac4bc0afe176315280abde9ebcb9f), [#6832](https://github.com/morluto/rea/pull/6832), [#5730](https://github.com/morluto/rea/issues/5730), [#4860](https://github.com/morluto/rea/issues/4860), [#5723](https://github.com/morluto/rea/issues/5723). Thanks @coygeek, @dark13b, @gensokyo-dev, @jgt87, @jpmorris41488, @Lew1sWong.
+- **MCP results:** Preserve protocol envelopes on oversized errors, enforce and advertise absolute Evidence paths, retain typed output-filter errors and selected JSON paths, and give client/provider timeout recovery. Compact advertisements now normalize reported enum and union shapes for strict gateway translation. [562dab0](https://github.com/morluto/rea/commit/562dab00c5cbf76a9b2695bad93792eccdc9a49d), [3cf6206](https://github.com/morluto/rea/commit/3cf6206614e65b5ebb6284a5709090dfb8f9aaee), [0e83d92](https://github.com/morluto/rea/commit/0e83d92c583ae36afe00b2c23dd2a0f1d025cbca), [4714c7e](https://github.com/morluto/rea/commit/4714c7eaa3d1d8b6a5df0aff586e844b9d9ab06d), [1bfa60a](https://github.com/morluto/rea/commit/1bfa60ac20e1a344bcf3132c08d15b6860b05c61), [#5608](https://github.com/morluto/rea/pull/5608), [#3806](https://github.com/morluto/rea/pull/3806), [#5598](https://github.com/morluto/rea/issues/5598), [#3800](https://github.com/morluto/rea/issues/3800). Thanks @gensokyo-dev, @Hahaa909, @wang1xiang.
+- **Browser lifecycles:** Retain historical outcomes through cleanup, stop late navigation before session release, stop expired work, observe aborted fetch settlement, and mark later scenario actions skipped after failure or cancellation. [2e5171e](https://github.com/morluto/rea/commit/2e5171e391b83f8a467d0861fd452c1f78621fd8), [599fdac](https://github.com/morluto/rea/commit/599fdac029912f96c511f859660483405d2de26f), [b2fad36](https://github.com/morluto/rea/commit/b2fad362f2b37f81dc9a6f784f4521e4ca24d41e), [13a8640](https://github.com/morluto/rea/commit/13a864020414577006dce58d7fdaa877ddd0cb52), [#6023](https://github.com/morluto/rea/pull/6023), [#5943](https://github.com/morluto/rea/issues/5943). Thanks @coygeek, @kaoru0822-kitauji.
+- **Browser comparisons:** Preserve frame identity, default origin scope, unknown body/shape coverage, correspondence and uncertainty, and independent retained-observation budgets. [#4040](https://github.com/morluto/rea/pull/4040), [#4413](https://github.com/morluto/rea/pull/4413), [#4476](https://github.com/morluto/rea/pull/4476), [a0c22ff](https://github.com/morluto/rea/commit/a0c22ff0125b8af7612db54d3708413e2bfecb25), [a0fcc60](https://github.com/morluto/rea/commit/a0fcc60d89eb0cc09b08181eb9f961acfd07d8e9), [#3878](https://github.com/morluto/rea/issues/3878), [#3910](https://github.com/morluto/rea/issues/3910), [#3941](https://github.com/morluto/rea/issues/3941), [#4385](https://github.com/morluto/rea/issues/4385), [#4477](https://github.com/morluto/rea/issues/4477). Thanks @Adolanium, @coygeek, @eco-null, @gensokyo-dev, @kaoru0822-kitauji, @XY-code1.
+- **Electron observations:** Preserve listener callback ownership and count registrations by source callsite; block trash calls in the active hook, retain window handles through cancelled selection, and preserve cancellation during finalization. [dfe8378](https://github.com/morluto/rea/commit/dfe8378cf5a727e3d93d47a5986233175c6ef898), [5064007](https://github.com/morluto/rea/commit/506400748eb1d6c674f0cf51330073929c45f939), [816a9dc](https://github.com/morluto/rea/commit/816a9dc98886e6d824cd8ae88b68731b161d5dda), [1707d17](https://github.com/morluto/rea/commit/1707d171d750955bf6387e028e378183b360ffe3), [4e2a566](https://github.com/morluto/rea/commit/4e2a566d6c7e053ecbbee1b684311ed31ea163bf).
+- **JavaScript source maps:** Keep unmapped and missing mappings unknown, preserve partial indexed-map facts and section paths, propagate preparation capability errors, and retain observed worker failures through cancellation. [a4dbb36](https://github.com/morluto/rea/commit/a4dbb36d8ea83e9f94dd289ac1a2d220d2c72c9b), [2b2e362](https://github.com/morluto/rea/commit/2b2e362a00fc5ba2f93fa6c62e2d8780072d1b4b), [498a667](https://github.com/morluto/rea/commit/498a667234b0140c1cfa43c819b35454ab11d14e), [#6149](https://github.com/morluto/rea/pull/6149), [#6214](https://github.com/morluto/rea/pull/6214), [f01dcca](https://github.com/morluto/rea/commit/f01dccab77f712fb4ac936d0a6e92a70d12f0789), [#6082](https://github.com/morluto/rea/issues/6082), [#6061](https://github.com/morluto/rea/issues/6061). Thanks @coygeek, @diyasharma05, @kaoru0822-kitauji.
+- **JavaScript semantics:** Preserve overflowing timer uncertainty, unavailable-scope comparisons, directory-form URL/ESM path intent, and artifact confinement. Replaced globals lose built-in effects; erased imports no longer become runtime bindings. Treat a known truthy `fork()` `silent` option as piped stdio unless a string/array `stdio` override takes precedence; unresolved options stay dynamic. [#3456](https://github.com/morluto/rea/pull/3456), [8d198d6](https://github.com/morluto/rea/commit/8d198d6ec707402d75276f516e0090d71767b7e4), [#4646](https://github.com/morluto/rea/pull/4646), [#2700](https://github.com/morluto/rea/pull/2700), [#4565](https://github.com/morluto/rea/pull/4565), [#6994](https://github.com/morluto/rea/pull/6994), [#3400](https://github.com/morluto/rea/issues/3400), [#3882](https://github.com/morluto/rea/issues/3882), [#3367](https://github.com/morluto/rea/issues/3367), [#7083](https://github.com/morluto/rea/pull/7083), [#7084](https://github.com/morluto/rea/issues/7084). Thanks @Adolanium, @amyanger, @coygeek, @gensokyo-dev, @HawkForge, @rohitg00, @viniciusdsandrade.
+- **JavaScript routes and imports:** Treat path data as route candidates, preserve route flag and lexical RPC identities, package-main trailing-slash selection, catch aliases, and factory parameter ownership. [#6360](https://github.com/morluto/rea/pull/6360), [38ecc02](https://github.com/morluto/rea/commit/38ecc0248e1993d25a2f7dd350024484cce797bb), [#4219](https://github.com/morluto/rea/pull/4219), [21097b1](https://github.com/morluto/rea/commit/21097b192b1ab94647e3446b1a2a4dd00e924d5e), [f774dc4](https://github.com/morluto/rea/commit/f774dc420b3befe2b8e68971b4116da2d62fc800), [#6349](https://github.com/morluto/rea/issues/6349), [#4189](https://github.com/morluto/rea/issues/4189). Thanks @coygeek, @hemv-857, @kaoru0822-kitauji, @Nikhi00718.
+- **Managed/IL2CPP:** Preserve extension-only scope uncertainty and type discovery after member limits, nested names, ReadyToRun/declaration facts, selected type scope, valid shared-suffix strings, and truncated IL2CPP metadata prefixes. [#5674](https://github.com/morluto/rea/pull/5674), [#5312](https://github.com/morluto/rea/pull/5312), [87fa1b6](https://github.com/morluto/rea/commit/87fa1b613d2b6bda1722855a00f1390f27731b64), [bc2d494](https://github.com/morluto/rea/commit/bc2d494030efd1ccabaeaa0bd49226aa87c378a2), [1f0eb22](https://github.com/morluto/rea/commit/1f0eb228e50908ee2a2aaa72d329178ae1a2cdbd), [4c5fae5](https://github.com/morluto/rea/commit/4c5fae5179dd54c4a0d427cd2a115b9c887e3841), [b3aadaf](https://github.com/morluto/rea/commit/b3aadaf474e59b33e5ff465236008a67eccefb87), [#5467](https://github.com/morluto/rea/issues/5467), [#5146](https://github.com/morluto/rea/issues/5146). Thanks @coygeek, @eco-null, @elricfd, @umi008.
+- **Format boundaries:** Preserve independent facts across malformed inputs in model, GPU, WASM, Rust, Android, and SQLite inspection; report optional metadata warnings without discarding core results. [eb41f35](https://github.com/morluto/rea/commit/eb41f358cf83d5626f09de68332f9718f9aa6482), [#5789](https://github.com/morluto/rea/pull/5789), [00a9e95](https://github.com/morluto/rea/commit/00a9e95de91a4bd4d2a41f8aee704a53fa575750), [fc63fe8](https://github.com/morluto/rea/commit/fc63fe8682654086261540dcf3c59afc36c7d58f), [39a91d4](https://github.com/morluto/rea/commit/39a91d4db96ca13224c25936330ea84fe78970e5), [6c6e2ad](https://github.com/morluto/rea/commit/6c6e2ad62b20f810b54f5a567e66fc55241514b2), [929a0a7](https://github.com/morluto/rea/commit/929a0a76c870d9991e015dde58308fd9df0280b8), [d137a4c](https://github.com/morluto/rea/commit/d137a4cdde0049de967f1d5cd429ed9e1f7d0a10), [ef475fc](https://github.com/morluto/rea/commit/ef475fcf8b0601c61052b7091568ba574546417d), [#5749](https://github.com/morluto/rea/issues/5749). Thanks @coygeek, @gensokyo-dev.
+- **Capture decoding:** Preserve malformed protobuf trailer facts and wire/schema identity, HTTP/2 URI and UTF-8 failure facts, WebMCP property coverage, and offline capture availability without a browser provider. Report invalid record ordinals as selection errors with actual bounds where available, and trim surrounding SP/HTAB from gRPC-web trailer values while preserving internal whitespace. [9cf7a7c](https://github.com/morluto/rea/commit/9cf7a7cb0d3c72a1121fde280cb11bf911af8055), [b3c3b21](https://github.com/morluto/rea/commit/b3c3b21e43cab4e71b460d08829d8c6e4e9b9c21), [4cb1f1d](https://github.com/morluto/rea/commit/4cb1f1d820df4498ee464bcf72a5f47d40cf8dab), [51e5938](https://github.com/morluto/rea/commit/51e593877642ab42fb5bf25812f4a4110ee7ac26), [d23be5c](https://github.com/morluto/rea/commit/d23be5c0898c39c9f0c54e2e0b43ee746d92d316), [#6725](https://github.com/morluto/rea/pull/6725), [#3947](https://github.com/morluto/rea/issues/3947), [#7067](https://github.com/morluto/rea/pull/7067), [#7068](https://github.com/morluto/rea/issues/7068), [#7069](https://github.com/morluto/rea/pull/7069), [#7071](https://github.com/morluto/rea/issues/7071). Thanks @Adolanium, @coygeek, @Sriram-PR.
+- **Evidence and errors:** Authenticate ledger Evidence before committing; preserve parent-schema diagnostics, canonical correction details and owned cleanup outcomes; identify the rejected function-Evidence side/kind. Fixed allowances now name their actual limits. [0407bbf](https://github.com/morluto/rea/commit/0407bbfbe65e8fa475e8bb0c78c30170e2c2f55e), [#6361](https://github.com/morluto/rea/pull/6361), [1629266](https://github.com/morluto/rea/commit/1629266e3c08c90fed6bba5383528af7986a12b7), [#6969](https://github.com/morluto/rea/pull/6969), [#5860](https://github.com/morluto/rea/pull/5860), [#6034](https://github.com/morluto/rea/issues/6034), [#5932](https://github.com/morluto/rea/issues/5932), [#5847](https://github.com/morluto/rea/issues/5847). Thanks @AyoubElleuch, @coygeek, @dhruvac29, @kaoru0822-kitauji.
+- **ADB and firmware recovery:** Report an unparsed push checksum as unverified, normalize absent installer-package sentinels, describe extraction-relative Unblob links, and avoid recommending a budget increase at its fixed ceiling. [#6010](https://github.com/morluto/rea/pull/6010), [#4073](https://github.com/morluto/rea/pull/4073), [#4573](https://github.com/morluto/rea/pull/4573), [#6971](https://github.com/morluto/rea/pull/6971), [#5924](https://github.com/morluto/rea/issues/5924), [#4175](https://github.com/morluto/rea/issues/4175). Thanks @coygeek, @Ganesh2325, @kaoru0822-kitauji, @Rinkia, @XiaoBinGan, @yankikucuk.
+- **CLI formatting:** Share Markdown report formatting, exclude inherited row values, and preserve arrays of empty objects as JSON. Render Markdown table headers and cells literally while keeping intraword underscores readable. [b784912](https://github.com/morluto/rea/commit/b784912811fd10ac9dc425696dc0e9af632afa34), [#6984](https://github.com/morluto/rea/pull/6984), [#7058](https://github.com/morluto/rea/pull/7058), [#7057](https://github.com/morluto/rea/issues/7057), [#7073](https://github.com/morluto/rea/pull/7073). Thanks @Plastic-time, @ShuaixinHuang, @viniciusdsandrade.
+- **Format identity:** Preserve Python marshal scalar/decode limits, empty optional BEAM chunks, PE resource branch identities and certificate alignment, unsupported compressed ELF notes, and codec-framed GPU bundle extents. [0603223](https://github.com/morluto/rea/commit/06032237c6755e3dd5f9a8db732c89958b238cc7), [c46064c](https://github.com/morluto/rea/commit/c46064c3f6eaba121c5de7b17390bfdecdd132ef), [66671e8](https://github.com/morluto/rea/commit/66671e874888e98f7e2b27e68a7c6fb320bbb827), [03077d5](https://github.com/morluto/rea/commit/03077d54afc49613db4e38f70c506bc60f5223aa), [#6721](https://github.com/morluto/rea/pull/6721), [9fb8c11](https://github.com/morluto/rea/commit/9fb8c114a03ad60e57c11586967c6df845a3f97e), [f6a1e2c](https://github.com/morluto/rea/commit/f6a1e2c892dc23c7583c3d03af9edb01632ff5a5), [#6694](https://github.com/morluto/rea/issues/6694). Thanks @coygeek, @Deepak-Kambala.
+- **WASM and APK metadata:** Preserve ambiguous WASM identity and partial facts, glue URL query/fragment text across line terminators, APK signer identity, and raw issuer identity when comparison rules are unknown. [af8f0ba](https://github.com/morluto/rea/commit/af8f0badf64fd3546392b6aa4625777904b2f051), [#6802](https://github.com/morluto/rea/pull/6802), [f783f0f](https://github.com/morluto/rea/commit/f783f0f1e82472cdddd4de2156d974f729e332a6), [115a78f](https://github.com/morluto/rea/commit/115a78fe241276c34917b496621954c5f29bfc15), [#6639](https://github.com/morluto/rea/issues/6639). Thanks @coygeek, @gensokyo-dev, @gongfpp.
+- **Source identity:** Preserve Next route spelling, module grammar and loader request identity, directory package-main behavior, accessor effects, exact source targets, and resolver-discovery versus module-loading distinctions. [ddd7ac7](https://github.com/morluto/rea/commit/ddd7ac7b846b48191ead1f7dcd0e3bd735468fa8), [9974512](https://github.com/morluto/rea/commit/99745126009b15060d71c38809418858a07d5afa), [f2e5fd1](https://github.com/morluto/rea/commit/f2e5fd148a85fa737302dd194a33172c4561093e), [baf1678](https://github.com/morluto/rea/commit/baf16784af3592534687052431c145daef55cfd1), [6e324b2](https://github.com/morluto/rea/commit/6e324b224405f2befd953234f6dc210cf72ad50a), [75daf0c](https://github.com/morluto/rea/commit/75daf0c7df108f04ab41f34aec1a31d4a7ceb322), [f91b7f8](https://github.com/morluto/rea/commit/f91b7f8009c9af27a5e0148e3b07d20bfe3b7a2a).
+- **Graphs and selected facts:** Preserve JavaScript graph omissions/version facts, Electron native-loader facts, web JSON identity/coverage, module-path selection, feature-trace qualifications, selected native paths, endpoint context, and mixed Swift demangler outcomes. [30db499](https://github.com/morluto/rea/commit/30db499db310f073d9bf3d3acfd77985e1cb7e2e), [5a7bddb](https://github.com/morluto/rea/commit/5a7bddb3aeb0345854e76b79d529aed1c40e2054), [79805f2](https://github.com/morluto/rea/commit/79805f244a1ec0850f3109929168a9c8ebb1b908), [f719dc4](https://github.com/morluto/rea/commit/f719dc46c51a55b3926eec9659d06e7dfb95132b), [7784fdb](https://github.com/morluto/rea/commit/7784fdbad78f8b384d513f0e7dae8e983cd48ef8), [76500f1](https://github.com/morluto/rea/commit/76500f12b54e07b1ea700a403b2593890d63b42a), [676d29f](https://github.com/morluto/rea/commit/676d29f9eef794cea668f5f09f0ff510c848a513), [edf7b3d](https://github.com/morluto/rea/commit/edf7b3d32c3248f221e27f7ce5a3d34e8590285b), [93de7bc](https://github.com/morluto/rea/commit/93de7bc7e324a761162a31625b838ba0d4e3824d).
+- **Managed boundaries:** Honor native platform symbol lookup, consume resolved IL2CPP ELF declarations, and attribute malformed comparison inputs to the supplied argument. [64fa1db](https://github.com/morluto/rea/commit/64fa1db1309218283df19f3ee4dba61f5fbd2a67), [87745af](https://github.com/morluto/rea/commit/87745af52ab0ccd3a172c2534c516d41b0095035), [96ad94f](https://github.com/morluto/rea/commit/96ad94f69eda5d68c7335ff775b6927b1376fd2b).
+- **Provider and worker recovery:** Preserve output loss after successful command exit, physical refusal diagnostics, bounded worker control framing, JavaScript worker-phase/budget attribution, admitted ambiguity choices, and selected EVM limiter availability. Scope objdump debug-link limitations to DWARF requests and keep process-capture preparation nonexecuting. [e639edf](https://github.com/morluto/rea/commit/e639edf6204c05285d96840478926592daf95876), [171b33b](https://github.com/morluto/rea/commit/171b33b2c4defc6cbea49545bedf4272b72d1ea2), [34563fc](https://github.com/morluto/rea/commit/34563fcc9bd92af30668820dcac5635e27181094), [3f9357b](https://github.com/morluto/rea/commit/3f9357b5990d166a38440f56f439452266650093), [cec8f1e](https://github.com/morluto/rea/commit/cec8f1e8f305d6332272457a6ee419d3c5fb6359), [a74d859](https://github.com/morluto/rea/commit/a74d859a19122fb8f1282b3632d320997b1caae0), [c284168](https://github.com/morluto/rea/commit/c284168c4b1cd214ce7f504d43da28528d82d603), [4fb936f](https://github.com/morluto/rea/commit/4fb936fe86bb7a07f94f819ae8510301f2ef69c9).
+- **Setup and limits:** Retain unknown environment-budget facts, selected-skill/maintenance uncertainty, Hopper URL admission and bookmark verification, and listener failure recovery that matches the system cause. [a718037](https://github.com/morluto/rea/commit/a7180370332350bc0f998fbd643888221759570e), [d1fbebb](https://github.com/morluto/rea/commit/d1fbebb578538dc94fd5e376e6e1959218efa835), [60accad](https://github.com/morluto/rea/commit/60accad2de8f2862fe91901502fe26cc5390fb36), [fd7da77](https://github.com/morluto/rea/commit/fd7da77fc02dcfaf7d1bc9f2fb240d71cdd27c59), [0c440bf](https://github.com/morluto/rea/commit/0c440bfc07f3cb343e2e836d27cccaed539cfe9c).
+- **State and Evidence:** Retain export tarball ownership and SQLite primary outcomes through cleanup retry, count emitted SQLite schema names across encodings, scope display refresh to matching snapshot bindings, and report retained-result validation failures consistently. Reconstruction uses one effective completion scope and kind-based labels when names are blank. [ab58edc](https://github.com/morluto/rea/commit/ab58edcdf50b4bd687900ee2dc362ecc5c3dce15), [1006714](https://github.com/morluto/rea/commit/100671427105791a5c5913a918b63a394f6bc83e), [a47788a](https://github.com/morluto/rea/commit/a47788a6a4abb067273f954275a9d0a269adf1e7), [8aa40e9](https://github.com/morluto/rea/commit/8aa40e9a61155cff8b6f3c138c601bf805b20653), [b8c1b45](https://github.com/morluto/rea/commit/b8c1b45316882beeab4a9de49381d94e131fab0f), [a35b933](https://github.com/morluto/rea/commit/a35b9335a0124674ee5e3abe8c075f1fff6b4fa6), [#6137](https://github.com/morluto/rea/pull/6137), [#6126](https://github.com/morluto/rea/issues/6126). Thanks @carlogiovannineri-rgb, @mohithhhh.
+- **Capture coverage:** Name browser bundle budgets and deadline recovery, separate domain readiness from worker attribution, attribute rendered-frame omissions to their producing stage, share offline-capture host admission with discovery, preserve selected signal-file semantics, and retain short Flutter GNU build IDs. [#6036](https://github.com/morluto/rea/pull/6036), [ba78133](https://github.com/morluto/rea/commit/ba781330d6d28b22d15498e63c144fb40e086156), [5934387](https://github.com/morluto/rea/commit/5934387f4185129efe9dc8b7338d8bc3fa5b25bd), [ad629b2](https://github.com/morluto/rea/commit/ad629b2e31c3a9495b27179360b508fa021fe86a), [928ba76](https://github.com/morluto/rea/commit/928ba76882bfd216dde8ed79118789b2c3aad4f9), [678c4cf](https://github.com/morluto/rea/commit/678c4cfa68e2fee12f620075e12dc87d9b1195b0).
+- **Additional boundary facts:** Retain parser format/query occurrence identity and independent malformed-input facts, unresolved nested Swift identifiers, and completed signing-capture coverage; describe crash documents without assuming a provider. [5f702dd](https://github.com/morluto/rea/commit/5f702dd6ccd9e8e505e224854b91678439c3b41f), [99d2d7a](https://github.com/morluto/rea/commit/99d2d7ad22bcbd780919760008aba6a88e7d1077), [90e433d](https://github.com/morluto/rea/commit/90e433df06b3f83417176b8db1b0a905f9df1d3a), [#5548](https://github.com/morluto/rea/pull/5548), [ee12d51](https://github.com/morluto/rea/commit/ee12d517a25d34853d40e31fc039c7d1576c60e1), [#5538](https://github.com/morluto/rea/issues/5538). Thanks @coygeek, @ShuaixinHuang.
+- **Documentation:** Add the Romanian README. [#7026](https://github.com/morluto/rea/pull/7026). Thanks @An3treiu.
+
+Full contribution record: [1740 commits and 497 merged PRs](https://github.com/morluto/rea/blob/rea-agents-6.8.0/docs/releases/6.8.0.contributions.json).
+
 ## [6.7.0](https://github.com/morluto/rea/compare/rea-agents-6.6.0...rea-agents-6.7.0) (2026-10-18)

 ### Highlights
@@ -2581,7 +2683,7 @@ Read the [6.1 to 6.2 migration guide](docs/migration-6.2.md) before upgrading. R
 * enforce conventional pull request titles ([3a21f16](https://github.com/morluto/rea/commit/3a21f16c1832430765083636511a8c12dbccf2dd))
 * verify installed package with Linux Hopper ([4f97f69](https://github.com/morluto/rea/commit/4f97f699e4d5471557d1ce0ff91e144065d06a61))

-## [0.3.0](https://github.com/morluto/rea/compare/rea-agents-0.2.1...rea-agents-0.3.0) (2026-07-12)
+## [0.3.0](https://github.com/morluto/rea/compare/rea-0.2.1...rea-agents-0.3.0) (2026-07-12)


 ### Features
@@ -2634,7 +2736,7 @@ Read the [6.1 to 6.2 migration guide](docs/migration-6.2.md) before upgrading. R
 * redesign and localize README ([051b6db](https://github.com/morluto/rea/commit/051b6db65687fd14826b6462cd623feb2504f123))
 * redesign and localize README ([910eda6](https://github.com/morluto/rea/commit/910eda6f323ba1151b0771fe5de6c60a91e3d46d))

-## [0.2.0](https://github.com/morluto/rea/compare/rea-0.1.0...rea-0.2.0) (2026-07-12)
+## [0.2.0](https://github.com/morluto/rea/releases/tag/rea-0.2.0) (2026-07-12)


 ### Features
@@ -25,6 +25,18 @@ acquiring targets; optional adapter failures must preserve successful peers. Run
 `npm run verify:test-discovery` after adding or moving tests. Resolved import
 boundaries are checked by `npm run verify:module-boundaries`, included in lint.

+Before retiring an alias or facade, trace runtime registration, dynamic imports,
+JavaScript verifiers, subprocess scripts, and packaged entrypoints as well as
+TypeScript references. Tests may be the last consumers of a superseded internal
+path; migrate their distinct assertions to the current production path before
+removing it. Preserve validation, lazy loading, caller policy, and resource
+acquisition and cleanup supplied by the old boundary. Published APIs, persisted
+formats, and independently versioned bridges require an explicit compatibility
+decision; an internal representation alone does not establish that obligation.
+See [interpreting boundary facts once](docs/tool-design.md#interpret-boundary-facts-once)
+for admission ownership and the distinction between repeated validation and
+independent checks.
+
 For analysis workflows and agent interfaces, follow the
 [performance priorities](AGENTS.md#performance). Explain the selected output
 scope, reuse/cache decisions, and relevant before/after measurements when these
@@ -35,7 +47,9 @@ compare equivalent real tasks before claiming an improvement.

 When adding or changing an MCP tool, follow the [tool design guide](docs/tool-design.md) and preserve the canonical contracts and generated catalog.
 When adding or changing an admission ceiling, budget, or deadline, follow
-[admission limits and recovery](docs/design/limits-and-recovery.md).
+[analysis settings, limits, and recovery](docs/design/limits-and-recovery.md)
+for ownership, operation snapshots, provider integration, and the steps for
+adding a runtime setting.

 ## Reporting issues

@@ -89,7 +103,11 @@ Human ownership and review remain required when CI or an automated reviewer
 reports success. Readiness requests maintainer review; it does not grant scope
 approval or permission to merge.

-Draft PRs may request early feedback with open questions and incomplete checks.
+Draft status is optional. Draft PRs may request early feedback with open questions
+and incomplete checks. Agents preserve the current draft status unless asked to
+change it; missing readiness declarations or later updates do not require a PR
+to become a draft.
+
 Leave the readiness declaration unchecked until the human owner has completed
 it. The declaration records initial readiness; later pushes do not invalidate
 it or require another human sign-off. Keep the PR description and affected
@@ -368,9 +386,17 @@ Real-provider execution is uncached.
 ### Temporary files and diagnostics

 Tests use `createTestTempDirectory` from `tests/fixtures/temporaryDirectory.ts`
-for exact-path, awaited cleanup, including failures and timeouts.
+for exact-path, awaited cleanup, including failures and timeouts. It registers
+deletion with Vitest's `onTestFinished`; do not also add its result to a roots
+array or an `afterEach` removal. `createTestWorkspace` from
+`tests/support/workspace/workspaceFixture.ts` leaves cleanup with its caller,
+which must await `removeTestWorkspace`. Keep explicit resource teardown before
+directory deletion, using the case's `finally` or `afterEach`; Vitest runs
+`afterEach` before `onTestFinished` and awaits finish hooks in reverse
+registration order.
 `npm run verify:test-temp-hygiene` runs the suite under a fresh `TMPDIR` and
-rejects remaining REA-owned paths. Never glob-clean shared `/tmp/rea-*` content.
+rejects remaining REA-owned paths. It cannot detect duplicate deletion owners or
+prove resource-close ordering. Never glob-clean shared `/tmp/rea-*` content.

 `REA_LOG_LEVEL` selects `trace`, `debug`, `info`, `warn`, `error`, `fatal`, or
 `silent`. Logs go to stderr: MCP defaults to `info`, and one-shot CLI logging
@@ -1,7 +1,7 @@
 <div align="center">

 **English** · [简体中文](docs/readme/README_zh.md) · [繁體中文](docs/readme/README_zh-TW.md) · [日本語](docs/readme/README_ja.md) · [한국어](docs/readme/README_ko.md) · [Türkçe](docs/readme/README_tr.md) · [Русский](docs/readme/README_ru.md) · [Tiếng Việt](docs/readme/README_vi.md) · [ไทย](docs/readme/README_th.md) · [Deutsch](docs/readme/README_de.md) · [Español](docs/readme/README_es.md) · [Français](docs/readme/README_fr.md) · [Українська](docs/readme/README_uk.md) · [Polski](docs/readme/README_pl.md) · [Português (Brasil)](docs/readme/README_pt-BR.md) · [العربية](docs/readme/README_ar.md) · [فارسی](docs/readme/README_fa.md) · [Bahasa Indonesia](docs/readme/README_id.md) · [Italiano](docs/readme/README_it.md)
-· [Ελληνικά](docs/readme/README_el.md) · [മലയാളം](docs/readme/README_ml.md) · [Roman Urdu](docs/readme/README_ur-Latn.md)
+· [Ελληνικά](docs/readme/README_el.md) · [മലയാളം](docs/readme/README_ml.md) · [Roman Urdu](docs/readme/README_ur-Latn.md) · [Română](docs/readme/README_ro.md)

 # REA: Reverse Engineer Anything

@@ -20,7 +20,7 @@

 **[Website](https://rea.tools/) · [Guides](https://rea.tools/guides/) · [Showcases](https://rea.tools/showcase/)**

-[Quick start](#quick-start) · [How REA works](#how-rea-works) · [What you can analyze](#what-you-can-analyze) · [Showcases](#showcases) · [FAQ](#faq) · [Documentation](#documentation)
+[Quick start](#quick-start) · [How REA works](#how-rea-works) · [What you can analyze](#what-you-can-analyze) · [Showcases](#showcases) · [Build RL environments](#build-rl-environments) · [FAQ](#faq) · [Documentation](#documentation)

 <code>npx rea-agents setup</code>

@@ -83,12 +83,15 @@ npx rea-agents setup

 Choose your agents, review the proposed changes, and approve them. Setup adds
 REA's MCP server and matching workflow instructions, with backups of existing
-configuration. Restart your agent afterward.
+configuration. Restart your agent afterward. Setup records the selected runtime and REA
+entry script directly. If acquired through a package runner, keep its cache entry
+available. Run package acquisition from a trusted directory outside the target
+project. Installation and recovery details are in the setup guide below.

 Setup supports Claude Code, Codex, Cursor, Gemini CLI, Grok Build and
 [other agents](docs/installation.md#supported-agents). See
 [installation and setup](docs/installation.md) for provider configuration and
-manual MCP registration.
+manual MCP registration and Claude Code/Codex plugin installation.

 MCP uses compact input schemas by default to reduce context overhead. Set
 `REA_MCP_INPUT_SCHEMA_PROFILE=full` in your MCP registration when you need the
@@ -96,6 +99,12 @@ complete advertised field guidance and nested validation details. Both profiles
 keep the full tool set and canonical server validation. See
 "Compact input schema profile" in the MCP contracts guide.

+Complete output schemas are advertised by default. If your client caps the
+complete `tools/list` frame, set `REA_MCP_OUTPUT_SCHEMA_PROFILE=compact` to
+bound each advertised output schema, or `off` to omit output schemas entirely.
+Both settings keep canonical server-side validation and complete structured
+results. See "Output schemas" in the MCP contracts guide.
+
 ### Ask your agent

 ```text
@@ -195,6 +204,7 @@ Additional tools and host support depend on the target:
 | PE imports              | Import and delay-load DLL names, ordinals, IAT RVAs and pefile import hash                        | Built-in static PE inspection; [PE imports](docs/pe-imports.md)                                                                       |
 | ELF notes               | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                   | Built-in static ELF inspection; [ELF notes](docs/elf-notes.md)                                                                        |
 | Apple IPS crashes       | .ips metadata, threads, images, registers and documented crash classes                            | Built-in static JSON inspection; [Apple IPS](docs/apple-ips.md)                                                                       |
+| Linux kernel modules    | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                       | Built-in static ELF inspection; [kernel modules](docs/kernel-modules.md)                                                              |
 | Erlang BEAM             | IFF chunks, atoms, exports, imports, lambdas and the Code header                                  | Built-in static BEAM inspection; [Erlang BEAM](docs/erlang-beam.md)                                                                   |
 | WASM artifact           | Validation, sections, exact import/export WAT forms and decoded WAT                               | Caller-supplied WABT 1.0.42; `inspect_wasm_artifact`                                                                                  |
 | EVM bytecode            | Dispatch selectors, byte offsets, inferred arguments and mutability                               | Local raw/hex carrier on Linux x64; [offline EVM guide](docs/evm-bytecode.md)                                                         |
@@ -275,11 +285,53 @@ historical compiler output.
 [Read the case study](https://rea.tools/showcase/th04/) ·
 [Reconstruction repository](https://github.com/N0zoM1z0/th04)

+### Build RL environments with REA
+
+Record a web app session, turn its API into tools, and export an environment an AI agent can use. Run it with AgentEnv, then add tasks and reward checks for RL training or evaluation.
+
+[Read the guide](https://rea.tools/guides/rl-environments/) ·
+[Watch the video](https://x.com/reatools/status/2112574822584918075?s=20)
+
 If you've used REA on something interesting, we'd love to see it. Share your
 case in an [issue](https://github.com/morluto/rea/issues) or a
 [pull request](https://github.com/morluto/rea/pulls), including the target,
 your question, how REA helped, and what you found.

+## Build RL environments
+
+Give an AI agent a local environment to practice tasks such as finding an issue or creating a folder, without running the original app. Use it for reinforcement learning (RL) or to test how well an agent completes tasks.
+
+REA turns recorded API requests and responses into tools the agent can call. The environment uses the recorded data and supports changes only when the recording confirms their effects.
+
+With REA set up in your agent, replace the example URL and folder tasks below with your own:
+
+```text
+Use REA to build an RL environment from my test web app at
+http://127.0.0.1:3000.
+Cover listing, creating, renaming, and deleting folders. You may create and
+remove test folders. Leave existing data unchanged.
+Save it in a folder named my-env. Check which operations work and tell me
+how to run it.
+```
+
+<details>
+<summary>Use the command line instead</summary>
+
+Use these commands if you already have a file containing the app’s recorded browser requests and responses. Running the result also requires AgentEnv and Docker.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA exports a runnable environment with a basic test to check that it starts and responds. Use it with your RL framework to define task goals, add reward checks, and run training.
+
+[Build an environment](https://rea.tools/guides/rl-environments/) ·
+[Environment reference](docs/agent-environments.md) ·
+[Watch the demo on X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## FAQ

 <details>
@@ -376,7 +428,7 @@ Report vulnerabilities through [SECURITY.md](SECURITY.md).

 ## Star history

-🎉 **300,000 GitHub stars — thank you!**
+🎉 **400,000 GitHub stars — thank you!**

 Thanks to everyone using REA, reporting bugs, requesting features, testing builds, and contributing fixes.

@@ -10,7 +10,7 @@ Do not disclose vulnerabilities, proof-of-concept exploits, credentials,
 private binaries, Hopper documents, or private Ghidra projects in a public
 issue.

-Use **Report a vulnerability** in the repository's **Security** tab to submit the report privately. Do not open a public issue to request a private contact channel.
+Use **Report a vulnerability** in the repository's **Security** tab as the preferred way to submit the report privately. If GitHub private reporting is unavailable to you, email [[email protected]](mailto:[email protected]). Do not open a public issue to request a private contact channel.

 Include the affected REA version, operating system/distribution, selected
 provider and version, impact, reproduction conditions, and any suggested
@@ -0,0 +1,10 @@
+# Plugin icon
+
+`rea-plugin.png` is a square adaptation of the left panel of REA's GitHub
+social preview, retrieved on 2026-10-28:
+
+https://repository-images.githubusercontent.com/1209966933/1a3fef9a-be4b-41f4-8830-a94c0e8288cc
+
+The image was adapted with imagegen, preserving the cyan REA lettering,
+pixel typography, orange rule, and taglines. Both plugin manifests reference
+this shared asset; only the PNG is included in the npm package.
@@ -1,20 +1,33 @@
 import com.atxx.jhmcp.*;
 import com.google.gson.*;
+import com.android.tools.smali.dexlib2.Opcodes;
+import com.android.tools.smali.dexlib2.dexbacked.DexBackedDexFile;
+import com.android.tools.smali.dexlib2.dexbacked.DexBackedClassDef;
+import com.android.tools.smali.dexlib2.dexbacked.DexBackedMethod;
 import io.modelcontextprotocol.kotlin.sdk.server.*;
 import io.modelcontextprotocol.kotlin.sdk.types.*;
 import jadx.api.*;
+import jadx.api.plugins.input.data.annotations.EncodedValue;
+import jadx.api.plugins.input.data.attributes.JadxAttrType;
 import jadx.api.plugins.input.data.ICodeReader;
 import jadx.api.plugins.input.data.IMethodRef;
 import jadx.api.plugins.input.insns.InsnIndexType;
 import jadx.api.plugins.input.insns.Opcode;
+import jadx.core.codegen.TypeGen;
 import jadx.core.dex.info.MethodInfo;
 import jadx.core.dex.nodes.*;
 import java.io.PrintStream;
 import java.io.StringReader;
+import java.io.InputStream;
+import java.io.IOException;
+import java.nio.file.Path;
 import java.nio.charset.StandardCharsets;
 import java.util.*;
 import java.util.concurrent.CountDownLatch;
 import java.util.stream.Collectors;
+import java.util.zip.CRC32;
+import java.util.zip.ZipEntry;
+import java.util.zip.ZipFile;
 import kotlin.Unit;
 import kotlin.ResultKt;
 import kotlin.coroutines.Continuation;
@@ -40,7 +53,8 @@ class ReaJadxBridge {

  private record MethodSnapshot(String name, String rawName, String shortId, List<String> bodyAbsenceMarkers,
      Map<String, Object> summary) {}
-  private record ClassSnapshot(JavaClass node, List<MethodSnapshot> methods, Map<String, Object> summary) {}
+  private record ClassSnapshot(JavaClass node, List<MethodSnapshot> methods, Map<String, Object> summary,
+      Map<String, Object> summaryWithValues) {}
  private record ManifestSnapshot(String text, Map<String, Object> summary) {}

  private static final class InputFailure extends IllegalArgumentException {
@@ -142,6 +156,14 @@ class ReaJadxBridge {
    return value.getAsString();
  }

+  private static boolean flag(JsonObject args, String name) {
+    JsonElement value = args.get(name);
+    if (value == null) return false;
+    if (!value.isJsonPrimitive() || !value.getAsJsonPrimitive().isBoolean())
+      throw new IllegalArgumentException(name + " must be a boolean");
+    return value.getAsBoolean();
+  }
+
  private static int integer(JsonObject args, String name, int fallback) {
    JsonElement value = args.get(name);
    if (value == null) return fallback;
@@ -167,6 +189,205 @@ class ReaJadxBridge {
    manifestSnapshot = null;
  }

+  // One bounded DEX at a time, beside the already admitted analysis JVM. The
+  // response allowance accounts for worst-case JSON escaping before retention.
+  private static final int NATIVE_DEX_BYTES = 64 * 1024 * 1024;
+  private static final long NATIVE_TOTAL_DEX_BYTES = 256L * 1024 * 1024;
+  // This JSON is escaped again inside an 8 MiB MCP frame.
+  private static final long NATIVE_JSON_BYTES = 4L * 1024 * 1024;
+
+  /** The bundled decoder allocates its declared UTF-16 length before validating bytes. */
+  private static final class NativeDex extends DexBackedDexFile {
+    private OptionalIndexedSection<String> boundedStrings;
+    NativeDex(byte[] bytes) { super(Opcodes.getDefault(), bytes); }
+
+    @Override public OptionalIndexedSection<String> getStringSection() {
+      if (boundedStrings == null) {
+        var source = super.getStringSection();
+        boundedStrings = new OptionalIndexedSection<>() {
+          @Override public int size() { return source.size(); }
+          @Override public int getOffset(int index) { return source.getOffset(index); }
+          @Override public String getOptional(int index) { return index == -1 ? null : get(index); }
+          @Override public String get(int index) {
+            int offset = getBuffer().readSmallUint(source.getOffset(index));
+            int units = getDataBuffer().readerAt(offset).readSmallUleb128();
+            if (units > NATIVE_JSON_BYTES / 6
+                || units > getDataBuffer().getBuf().length - offset)
+              throw new IllegalArgumentException("DEX string exceeds the native decoding allowance");
+            return source.get(index);
+          }
+        };
+      }
+      return boundedStrings;
+    }
+  }
+
+  private static void checkNativeInterrupted() {
+    if (Thread.currentThread().isInterrupted())
+      throw new java.util.concurrent.CancellationException("Native declaration inventory interrupted");
+  }
+
+  private static final class NativeInventory {
+    final List<Map<String, Object>> methods = new ArrayList<>();
+    final List<String> unknowns = new ArrayList<>();
+    long retainedBytes = 1024;
+    int dexEntries;
+    int examinedDexEntries;
+    int examinedClasses;
+    int examinedMethods;
+    boolean partial;
+    boolean diagnosticLimit;
+
+    void unknown(String reason) {
+      partial = true;
+      long bytes = 64L + reason.length() * 6L;
+      if (unknowns.size() < 16 && retainedBytes + bytes <= NATIVE_JSON_BYTES - 4096) {
+        unknowns.add(reason);
+        retainedBytes += bytes;
+      } else if (!diagnosticLimit) {
+        diagnosticLimit = true;
+        unknowns.add("Additional native-inventory limitations exceed the retained diagnostic allowance.");
+      }
+    }
+
+    boolean retain(Map<String, Object> method, long bytes) {
+      if (retainedBytes + bytes > NATIVE_JSON_BYTES - 4096) {
+        unknown("Native declarations exceed the 4 MiB retained JSON allowance; remaining declarations are unknown.");
+        return false;
+      }
+      retainedBytes += bytes;
+      methods.add(method);
+      return true;
+    }
+
+    Map<String, Object> result() {
+      return Map.of("scope", "apk-root-dex-declarations", "methods", List.copyOf(methods),
+          "coverage", Map.of("status", partial ? "partial" : "complete",
+              "dex_entries", dexEntries, "examined_dex_entries", examinedDexEntries,
+              "examined_classes", examinedClasses, "examined_methods", examinedMethods),
+          "unknowns", List.copyOf(unknowns));
+    }
+  }
+
+  /** Match Android's standard root multidex carriers, without a basename guess. */
+  private static boolean nativeDexEntry(String name) {
+    return name.equals("classes.dex") || name.matches("classes[0-9]+\\.dex");
+  }
+
+  private static byte[] readNativeDex(ZipFile archive, ZipEntry entry) throws IOException {
+    long size = entry.getSize();
+    if (size < 0 || size > NATIVE_DEX_BYTES)
+      throw new IllegalArgumentException("DEX exceeds the 64 MiB single-member read allowance");
+    byte[] bytes = new byte[(int) size];
+    CRC32 crc = new CRC32();
+    try (InputStream input = archive.getInputStream(entry)) {
+      int offset = 0;
+      while (offset < bytes.length) {
+        checkNativeInterrupted();
+        int read = input.read(bytes, offset, Math.min(65536, bytes.length - offset));
+        if (read < 0) throw new IOException("DEX is shorter than its ZIP declaration");
+        if (read == 0) continue;
+        crc.update(bytes, offset, read);
+        offset += read;
+      }
+      if (input.read() != -1) throw new IOException("DEX exceeds its ZIP declaration");
+    }
+    if (entry.getCrc() < 0 || entry.getCrc() != crc.getValue())
+      throw new IOException("DEX does not match its ZIP CRC32 declaration");
+    return bytes;
+  }
+
+  /** Raw DEX ownership precedes JADX's duplicate-class selection and aliases. */
+  static Map<String, Object> nativeDeclarations(Path apk) {
+    NativeInventory inventory = new NativeInventory();
+    try (ZipFile archive = new ZipFile(apk.toFile())) {
+      Map<String, Integer> names = new HashMap<>();
+      var directory = archive.entries();
+      while (directory.hasMoreElements()) {
+        checkNativeInterrupted();
+        ZipEntry entry = directory.nextElement();
+        if (!entry.isDirectory() && nativeDexEntry(entry.getName())) {
+          inventory.dexEntries++;
+          names.merge(entry.getName(), 1, Integer::sum);
+        }
+      }
+      long totalBytes = 0;
+      int entryIndex = -1;
+      directory = archive.entries();
+      while (directory.hasMoreElements()) {
+        checkNativeInterrupted();
+        ZipEntry entry = directory.nextElement();
+        entryIndex++;
+        String path = entry.getName();
+        if (entry.isDirectory() || !nativeDexEntry(path)) continue;
+        if (names.get(path) != 1) {
+          inventory.unknown("Duplicate root DEX entry name cannot be selected uniquely by the ZIP reader: " + path);
+          continue;
+        }
+        if (entry.getSize() < 0 || entry.getSize() > NATIVE_DEX_BYTES
+            || entry.getSize() > NATIVE_TOTAL_DEX_BYTES - totalBytes) {
+          inventory.unknown("Root DEX member exceeds the 64 MiB member or 256 MiB total read allowance: " + path);
+          continue;
+        }
+        totalBytes += entry.getSize();
+        try {
+          DexBackedDexFile dex = new NativeDex(readNativeDex(archive, entry));
+          var classes = dex.getClassSection();
+          for (int classIndex = 0; classIndex < classes.size(); classIndex++) {
+            checkNativeInterrupted();
+            DexBackedClassDef cls = classes.get(classIndex);
+            String type = cls.getType();
+            if (!type.startsWith("L") || !type.endsWith(";"))
+              throw new IllegalArgumentException("Class definition has no reference type");
+            String className = type.substring(1, type.length() - 1).replace('/', '.');
+            // Passing false retains duplicate encoded method references too.
+            for (Iterable<? extends DexBackedMethod> group : List.of(
+                cls.getDirectMethods(false), cls.getVirtualMethods(false))) {
+              for (DexBackedMethod method : group) {
+                checkNativeInterrupted();
+                inventory.examinedMethods++;
+                if ((method.getAccessFlags() & 0x100) == 0) continue;
+                String methodName = method.getName();
+                String returnType = method.getReturnType();
+                long characters = 2L + returnType.length();
+                for (CharSequence parameter : method.getParameterTypes()) {
+                  characters += parameter.length();
+                  if (characters * 6L > NATIVE_JSON_BYTES) break;
+                }
+                long bytes = 512L + 6L * (className.length() + methodName.length()
+                    + path.length() + characters);
+                if (inventory.retainedBytes + bytes > NATIVE_JSON_BYTES - 4096) {
+                  inventory.unknown("Native declarations exceed the 4 MiB retained JSON allowance; remaining declarations are unknown.");
+                  return inventory.result();
+                }
+                StringBuilder descriptor = new StringBuilder((int) characters).append('(');
+                for (CharSequence parameter : method.getParameterTypes()) descriptor.append(parameter);
+                descriptor.append(')').append(returnType);
+                Map<String, Object> row = Map.of("source_index", inventory.methods.size(),
+                    "class_name", className, "method_name", methodName, "descriptor", descriptor.toString(),
+                    "dex_entry", path, "dex_entry_index", entryIndex, "class_index", classIndex,
+                    "method_index", method.getMethodIndex());
+                if (!inventory.retain(row, bytes)) return inventory.result();
+              }
+            }
+            inventory.examinedClasses++;
+          }
+          inventory.examinedDexEntries++;
+        } catch (IOException | RuntimeException failure) {
+          if (failure instanceof java.util.concurrent.CancellationException) throw (RuntimeException) failure;
+          inventory.unknown("Root DEX native declarations could not be fully read from " + path + ": "
+              + failure.getClass().getSimpleName()
+              + (failure.getMessage() == null ? "" : " (" + failure.getMessage() + ")"));
+        }
+      }
+    } catch (IOException failure) {
+      // A failed archive close must fail the operation so the provider retires
+      // its owned JVM; do not cache a result with lost file-resource ownership.
+      throw new IllegalArgumentException("APK ZIP native declaration inventory could not finish its reader", failure);
+    }
+    return inventory.result();
+  }
+
  /** Original archive identity, never a deobfuscated basename or name suffix. */
  private ManifestSnapshot manifest(JadxSession current) {
    if (manifestSession != current || manifestSnapshot == null) {
@@ -259,21 +480,46 @@ class ReaJadxBridge {
                .map(Object::toString).collect(Collectors.joining(", "))
                + "): " + method.getReturnType().toString();
            return new MethodSnapshot(name, rawName, shortId, List.copyOf(bodyAbsenceMarkers), Map.of(
-                "name", name, "signature", signature,
+                "name", name, "raw_name", rawName, "signature", signature,
                "dex_descriptor", descriptor,
                "is_constructor", method.isConstructor(), "def_pos", 0));
          }).toList();
-          List<Map<String, Object>> fields = node.getFields().stream()
-              .sorted(Comparator.comparing(FieldNode::getAlias))
-              .map(field -> Map.<String, Object>of("name", field.getAlias(),
-                  "type", field.getType().toString(), "def_pos", 0)).toList();
+          List<FieldNode> orderedFields = new ArrayList<>(node.getFields());
+          orderedFields.sort(Comparator.comparing(FieldNode::getAlias));
+          List<Map<String, Object>> fields = new ArrayList<>();
+          List<Map<String, Object>> valuedFields = new ArrayList<>();
+          boolean anyValue = false;
+          for (FieldNode field : orderedFields) {
+            // Raw DEX identity for mapping lookups; the display type can carry generics.
+            Map<String, Object> entry = Map.of("name", field.getAlias(),
+                "raw_name", field.getFieldInfo().getName(),
+                "type", field.getType().toString(),
+                "dex_type", TypeGen.signature(field.getFieldInfo().getType()), "def_pos", 0);
+            fields.add(entry);
+            Map<String, Object> value = dexStaticValue(field);
+            if (value == null) valuedFields.add(entry);
+            else {
+              anyValue = true;
+              Map<String, Object> valued = new LinkedHashMap<>(entry);
+              valued.put("dex_static_value", value);
+              valuedFields.add(Collections.unmodifiableMap(valued));
+            }
+          }
          List<String> inner = node.getInnerClasses().stream().map(ClassNode::getFullName).toList();
+          List<String> innerRaw = node.getInnerClasses().stream().map(ClassNode::getRawName).toList();
          Map<String, Object> summary = Map.of(
              "full_name", cls.getFullName(), "raw_name", cls.getRawName(), "name", cls.getName(),
              "method_count", methods.size(), "field_count", fields.size(),
-              "inner_class_count", inner.size(), "inner_classes", inner,
-              "methods", methods.stream().map(MethodSnapshot::summary).toList(), "fields", fields);
-          ClassSnapshot snapshot = new ClassSnapshot(cls, methods, summary);
+              "inner_class_count", inner.size(), "inner_classes", inner, "inner_class_raw_names", innerRaw,
+              "methods", methods.stream().map(MethodSnapshot::summary).toList(), "fields", List.copyOf(fields));
+          // DEX static values are opt-in, so method and reference lookups keep the member-only reply.
+          Map<String, Object> summaryWithValues = summary;
+          if (anyValue) {
+            Map<String, Object> copy = new LinkedHashMap<>(summary);
+            copy.put("fields", List.copyOf(valuedFields));
+            summaryWithValues = Collections.unmodifiableMap(copy);
+          }
+          ClassSnapshot snapshot = new ClassSnapshot(cls, methods, summary, summaryWithValues);
          index.computeIfAbsent(cls.getFullName(), ignored -> new ArrayList<>()).add(snapshot);
          // Keep the binary identity supplied by JADX; '$' can also be a literal
          // name character, so replacing separators would invent lookup aliases.
@@ -293,6 +539,28 @@ class ReaJadxBridge {
    return candidates.get(0);
  }

+  /** A static final field's class-definition static value; a static initializer can still assign it. */
+  private static Map<String, Object> dexStaticValue(FieldNode field) {
+    if (!field.getAccessFlags().isStatic() || !field.getAccessFlags().isFinal()) return null;
+    EncodedValue encoded = field.get(JadxAttrType.CONSTANT_VALUE);
+    if (encoded == null) return null;
+    Object value = encoded.getValue();
+    // JADX also attaches the shared null to static finals without a value, so null is never reported.
+    // Wide and floating values keep their Java text instead of a lossy JSON number.
+    return switch (encoded.getType()) {
+      case ENCODED_BOOLEAN -> Map.of("type", "boolean", "value", value);
+      case ENCODED_BYTE -> Map.of("type", "byte", "value", value);
+      case ENCODED_SHORT -> Map.of("type", "short", "value", value);
+      case ENCODED_CHAR -> Map.of("type", "char", "value", (int) (Character) value);
+      case ENCODED_INT -> Map.of("type", "int", "value", value);
+      case ENCODED_LONG -> Map.of("type", "long", "value", value.toString());
+      case ENCODED_FLOAT -> Map.of("type", "float", "value", value.toString());
+      case ENCODED_DOUBLE -> Map.of("type", "double", "value", value.toString());
+      case ENCODED_STRING -> Map.of("type", "string", "value", value);
+      default -> null;
+    };
+  }
+
  private List<MethodSnapshot> methods(ClassSnapshot cls, JsonObject args) {
    String name = string(args, "method_name");
    List<MethodSnapshot> result = cls.methods().stream().filter(method -> method.name().equals(name)).toList();
@@ -416,6 +684,8 @@ class ReaJadxBridge {
        "available_processors", Runtime.getRuntime().availableProcessors(),
        "java_version", System.getProperty("java.version"),
        "metadata_scope", "parsed_members"));
+    if (name.equals("rea_native_declarations"))
+      return json(nativeDeclarations(Path.of(string(args, "path"))));
    JadxSession current = session();
    if (name.equals("get_app_info")) return json(manifest(current).summary());
    if (name.equals("get_android_manifest"))
@@ -443,7 +713,8 @@ class ReaJadxBridge {
          "items", items));
    }
    ClassSnapshot cls = selected(args);
-    if (name.equals("get_class_summary")) return json(cls.summary());
+    if (name.equals("get_class_summary"))
+      return json(flag(args, "dex_static_values") ? cls.summaryWithValues() : cls.summary());
    if (name.equals("get_method_body")) {
      List<MethodSnapshot> overloads = methods(cls, args);
      int index = integer(args, "overload_index", 0);
@@ -526,7 +797,7 @@ class ReaJadxBridge {
    SessionHolder holder = new SessionHolder(defaults);
    ServerCapabilities capabilities = new ServerCapabilities(
        new ServerCapabilities.Tools(null), null, null, null, null, null, null, Map.of());
-    Server server = new Server(new Implementation("rea-jadx-bridge", "6", null, null, null),
+    Server server = new Server(new Implementation("rea-jadx-bridge", "9", null, null, null),
        new ServerOptions(capabilities), "", ignored -> Unit.INSTANCE);
    SessionToolsKt.registerSessionTools(server, holder);
    ClassToolsKt.registerClassTools(server, holder);
@@ -546,6 +817,11 @@ class ReaJadxBridge {
        new ToolSchema(null, new kotlinx.serialization.json.JsonObject(Map.of()), List.of(), null),
        "Observed worker JVM and metadata scope", null, null, null, null, null, null);
    server.addTool(diagnostics, (connection, request, continuation) -> bridge.handle("rea_jvm_status", request.getArguments()));
+    registerBridgeTool(server, bridge, "rea_native_declarations",
+        new ToolSchema(null, new kotlinx.serialization.json.JsonObject(Map.of("path",
+            new kotlinx.serialization.json.JsonObject(Map.of("type",
+                kotlinx.serialization.json.JsonElementKt.JsonPrimitive("string"))))), List.of("path"), null),
+        "Original ACC_NATIVE declarations from the admitted APK's standard root DEX members, without loading or decompiling the APK.");
    for (String name : List.of("get_app_info", "get_android_manifest")) {
      String description = name.equals("get_app_info")
          ? "Namespace-aware summary of the exact root AndroidManifest.xml resource."
@@ -568,9 +844,12 @@ class ReaJadxBridge {
      if (name.equals("list_classes")) properties.put("query",
          new kotlinx.serialization.json.JsonObject(Map.of(
              "type", kotlinx.serialization.json.JsonElementKt.JsonPrimitive("string"))));
+      if (name.equals("get_class_summary")) properties.put("dex_static_values",
+          new kotlinx.serialization.json.JsonObject(Map.of(
+              "type", kotlinx.serialization.json.JsonElementKt.JsonPrimitive("boolean"))));
      String description = switch (name) {
        case "list_classes" -> "Pages of case-sensitive matching top-level class names; offset and next_offset are inventory positions, limit bounds matching rows. Omitted or empty query inventories all names.";
-        case "get_class_summary" -> "Parsed member metadata for one exact class name; no source generation.";
+        case "get_class_summary" -> "Parsed member metadata for one exact class name; no source generation. Set dex_static_values to include encoded static final field values.";
        case "get_method_body" -> "Source for an exact class and stable same-name overload index; static initializers use smali to preserve folded field initialization.";
        default -> "Complete static using-node inventory for an exact class or selected method overload; one node may contain multiple invoke instructions, and source lines are unresolved.";
      };
@@ -404,6 +404,8 @@ public final class ReaGhidraBridge extends HeadlessScript {
                    writeSuccess(writer, request.id, result);
                    return;
                }
+                decompileTimeoutSeconds = request.decompileTimeoutSeconds() == null
+                    ? descriptor.decompileTimeoutSeconds() : request.decompileTimeoutSeconds();
                writeSuccess(writer, request.id, handleRequest(request, descriptor));
            }
            catch (RequestFailure failure) {
@@ -432,6 +434,8 @@ public final class ReaGhidraBridge extends HeadlessScript {
                "Ghidra auto-analysis did not complete for this Program"
            );
        }
+        if (descriptor.existingProject && isMutatingOperation(request.method))
+            throw new RequestFailure("method_unavailable", "Existing Ghidra project sessions are read-only");
        return switch (request.method) {
            case "read_binary_inventory_summary" -> binaryInventorySummary(request.params);
            case "inspect_native_load_image" -> inspectNativeLoadImage(request.params);
@@ -484,6 +488,10 @@ public final class ReaGhidraBridge extends HeadlessScript {
        };
    }

+    private static boolean isMutatingOperation(String method) {
+        return method.equals("annotate_native_function") || method.equals("set_address_name") || method.equals("set_addresses_names");
+    }
+
    private JsonObject sessionInfo(SessionDescriptor descriptor) throws Exception {
        boolean timedOut = analysisTimeoutOccurred();
        JsonObject provider = new JsonObject();
@@ -509,14 +517,16 @@ public final class ReaGhidraBridge extends HeadlessScript {
        result.addProperty("run_id", descriptor.runId);
        result.addProperty("profile_digest", descriptor.profileDigest);
        result.add("provider", provider);
-        boolean readOnly = !descriptor.transport.equals("unix-socket");
+        boolean readOnly = descriptor.existingProject || !descriptor.transport.equals("unix-socket");
        result.addProperty("read_only", readOnly);
-        result.addProperty("analysis_complete", !timedOut);
+        if (descriptor.existingProject) {
+            result.add("analysis_complete", JsonNull.INSTANCE);
+            result.addProperty("existing_project", true);
+        } else result.addProperty("analysis_complete", !timedOut);
        result.addProperty("analysis_timed_out", timedOut);
        result.add("capabilities", GSON.toJsonTree(
            java.util.Arrays.stream(CAPABILITIES)
-                .filter(value -> !readOnly || !(value.equals("annotate_native_function")
-                    || value.equals("set_address_name") || value.equals("set_addresses_names")))
+                .filter(value -> !readOnly || !isMutatingOperation(value))
                .toArray(String[]::new)
        ));
        result.add("target", target);
@@ -643,6 +653,9 @@ public final class ReaGhidraBridge extends HeadlessScript {
                mapping.addProperty("initialized", block.isInitialized());
                mapping.addProperty("loaded", block.isLoaded());
                mapping.addProperty("overlay", block.isOverlay());
+                mapping.addProperty("readable", block.isRead());
+                mapping.addProperty("writable", block.isWrite());
+                mapping.addProperty("executable", block.isExecute());
                mapping.addProperty("length", source.getLength());
                FileBytes backing = source.getFileBytes().orElse(null);
                int sourceIndex = backing == null ? -1 : files.indexOf(backing);
@@ -2086,10 +2099,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
        requireKeys(params, Set.of("document", "address"));
        requireDocument(params);
        Address query = requireAddress(params, "address");
-        Function function = currentProgram.getFunctionManager().getFunctionAt(query);
-        if (function == null && query.isMemoryAddress()) {
-            function = currentProgram.getFunctionManager().getFunctionContaining(query);
-        }
+        Function function = functionAtOrContaining(query);
        JsonObject result = new JsonObject();
        result.addProperty("query_address", canonicalAddress(query));
        if (function != null) {
@@ -2105,10 +2115,9 @@ public final class ReaGhidraBridge extends HeadlessScript {
    }

    private JsonArray search(JsonObject params, boolean procedureSearch) throws Exception {
-        requireKeys(
-            params,
-            Set.of("pattern", "mode", "case_sensitive", "document")
-        );
+        Set<String> keys = new HashSet<>(Set.of("pattern", "mode", "case_sensitive", "document"));
+        if (params.has("literal_ascii_candidate")) keys.add("literal_ascii_candidate");
+        requireKeys(params, keys);
        requireDocument(params);
        String expression = requireString(params, "pattern");
        String mode = requireString(params, "mode");
@@ -2119,9 +2128,18 @@ public final class ReaGhidraBridge extends HeadlessScript {
        List<InventoryItem> inventory = procedureSearch
            ? procedures().stream().map(FunctionEntry::item).toList()
            : strings();
-        ValueMatcher matcher = mode.equals("literal")
-            ? literalMatcher(expression, caseSensitive)
-            : regexMatcher(expression, caseSensitive);
+        ValueMatcher matcher;
+        if (mode.equals("literal") && !caseSensitive) {
+            if (!params.has("literal_ascii_candidate"))
+                throw new RequestFailure("invalid_request", "Insensitive literal search requires an ASCII candidate");
+            matcher = literalCandidateMatcher(optionalString(params, "literal_ascii_candidate"));
+        } else {
+            if (params.has("literal_ascii_candidate"))
+                throw new RequestFailure("invalid_request", "ASCII candidate applies only to insensitive literals");
+            matcher = mode.equals("literal")
+                ? literalMatcher(expression)
+                : regexMatcher(expression, caseSensitive);
+        }
        JsonArray items = new JsonArray();
        for (InventoryItem item : inventory) {
            monitor.checkCancelled();
@@ -2278,6 +2296,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
        return function;
    }

+    /** Exact entries include externals; containment applies only to memory addresses. */
    private Function functionAtOrContaining(Address address) {
        Function function = currentProgram.getFunctionManager().getFunctionAt(address);
        return function == null && address.isMemoryAddress()
@@ -2982,7 +3001,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
        if (!currentProgram.getLanguageID().getIdAsString().startsWith("AARCH64:")) {
            return null;
        }
-        Function function = containingFunction(jumpTable.getSwitchAddress());
+        Function function = functionAtOrContaining(jumpTable.getSwitchAddress());
        if (function == null) return null;

        List<Instruction> instructions = new ArrayList<>();
@@ -3378,7 +3397,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
                "decompile_timed_out",
                "Ghidra decompilation of " + canonicalAddress(function.getEntryPoint()) +
                " exceeded the " + decompileTimeoutSeconds +
-                "-second limit set by REA_GHIDRA_DECOMPILE_TIMEOUT_SECONDS"
+                "-second configured decompilation limit (ghidra.decompile_timeout_seconds; launch seed REA_GHIDRA_DECOMPILE_TIMEOUT_SECONDS)"
            );
        }
        if (!results.decompileCompleted()) {
@@ -3482,7 +3501,7 @@ public final class ReaGhidraBridge extends HeadlessScript {

    private boolean unrepresentedCaller(Reference reference, Set<Function> callers) {
        if (!reference.getReferenceType().isCall()) return false;
-        Function caller = containingFunction(reference.getFromAddress());
+        Function caller = functionAtOrContaining(reference.getFromAddress());
        return caller == null || !callers.contains(caller);
    }

@@ -3629,7 +3648,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
        void observe(Reference reference) {
            if (!reference.getReferenceType().isCall()) return;
            // Reference identity follows the same containing-function owner as referenceEdge.
-            Function target = containingFunction(reference.getToAddress());
+            Function target = functionAtOrContaining(reference.getToAddress());
            if (returnedCallees != null && (target == null || !returnedCallees.contains(target)))
                unrepresented++;
            if (target == null) unresolved(reference.getFromAddress(),
@@ -3799,8 +3818,8 @@ public final class ReaGhidraBridge extends HeadlessScript {
        JsonObject result = new JsonObject();
        result.addProperty("source_address", canonicalAddress(reference.getFromAddress()));
        result.addProperty("target_address", canonicalAddress(reference.getToAddress()));
-        Function source = containingFunction(reference.getFromAddress());
-        Function target = containingFunction(reference.getToAddress());
+        Function source = functionAtOrContaining(reference.getFromAddress());
+        Function target = functionAtOrContaining(reference.getToAddress());
        result.add(
            "source_procedure",
            source == null ? JsonNull.INSTANCE : procedureIdentity(source)
@@ -3835,14 +3854,6 @@ public final class ReaGhidraBridge extends HeadlessScript {
        return result;
    }

-    private Function containingFunction(Address address) {
-        Function result = currentProgram.getFunctionManager().getFunctionAt(address);
-        if (result == null && address.isMemoryAddress()) {
-            result = currentProgram.getFunctionManager().getFunctionContaining(address);
-        }
-        return result;
-    }
-
    private static String procedureName(Function function) {
        Symbol symbol = function.getSymbol();
        return symbol == null ? function.getName() : symbol.getName(true);
@@ -4694,11 +4705,18 @@ public final class ReaGhidraBridge extends HeadlessScript {
        return source.name().toLowerCase(Locale.ROOT);
    }

-    private static ValueMatcher literalMatcher(String pattern, boolean caseSensitive) {
-        String needle = caseSensitive ? pattern : pattern.toLowerCase(Locale.ROOT);
+    private static ValueMatcher literalMatcher(String pattern) {
+        return value -> value.contains(pattern);
+    }
+
+    // REA's host owns Unicode simple folding. Keep all non-ASCII source values
+    // for its final predicate, and filter ASCII-only values without Java regexes.
+    private static ValueMatcher literalCandidateMatcher(String asciiPattern) {
+        if (asciiPattern != null && asciiPattern.chars().anyMatch(character -> character > 127))
+            throw new RequestFailure("invalid_request", "ASCII candidate contains a non-ASCII character");
        return value -> {
-            String candidate = caseSensitive ? value : value.toLowerCase(Locale.ROOT);
-            return candidate.contains(needle);
+            if (value.chars().anyMatch(character -> character > 127)) return true;
+            return asciiPattern != null && value.toLowerCase(Locale.ROOT).contains(asciiPattern);
        };
    }

@@ -4747,6 +4765,8 @@ public final class ReaGhidraBridge extends HeadlessScript {
            keys.add("analysis_extensions");
        if (parsed.isJsonObject() && parsed.getAsJsonObject().has("decompile_timeout_seconds"))
            keys.add("decompile_timeout_seconds");
+        if (parsed.isJsonObject() && parsed.getAsJsonObject().has("existing_project"))
+            keys.add("existing_project");
        JsonObject object = requireObject(parsed, keys);
        int decompileTimeout = 0;
        if (object.has("decompile_timeout_seconds")) {
@@ -4763,12 +4783,24 @@ public final class ReaGhidraBridge extends HeadlessScript {
            requireString(object, "provider_version"),
            requireString(object, "profile_digest"),
            object.has("analysis_extensions") ? object.getAsJsonArray("analysis_extensions") : new JsonArray(),
-            decompileTimeout
+            decompileTimeout,
+            object.has("existing_project") && requireBoolean(object, "existing_project")
        );
    }

    private static Request parseRequest(String line, String expectedToken) {
-        JsonObject object = requireObject(JsonParser.parseString(line), REQUEST_KEYS);
+        JsonElement parsed = JsonParser.parseString(line);
+        Set<String> keys = new HashSet<>(REQUEST_KEYS);
+        if (parsed.isJsonObject() && parsed.getAsJsonObject().has("decompile_timeout_seconds"))
+            keys.add("decompile_timeout_seconds");
+        JsonObject object = requireObject(parsed, keys);
+        Integer timeout = null;
+        if (object.has("decompile_timeout_seconds")) {
+            JsonElement value = object.get("decompile_timeout_seconds");
+            timeout = value.isJsonNull() ? 0 : requireInteger(object, "decompile_timeout_seconds");
+            if (!value.isJsonNull() && (timeout < 1 || timeout > MAX_DECOMPILE_TIMEOUT_SECONDS))
+                throw new IllegalArgumentException("Invalid per-request decompile deadline");
+        }
        int id = requireInteger(object, "id");
        if (id <= 0 || !constantTimeEquals(requireString(object, "token"), expectedToken)) {
            throw new IllegalArgumentException("Bridge request authentication failed");
@@ -4777,7 +4809,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
        if (params == null || !params.isJsonObject()) {
            throw new IllegalArgumentException("Bridge request parameters are invalid");
        }
-        return new Request(id, requireString(object, "method"), params.getAsJsonObject());
+        return new Request(id, requireString(object, "method"), params.getAsJsonObject(), timeout);
    }

    private static JsonObject requireObject(JsonElement element, Set<String> keys) {
@@ -4969,9 +5001,10 @@ public final class ReaGhidraBridge extends HeadlessScript {
        String providerVersion,
        String profileDigest,
        JsonArray analysisExtensions,
-        int decompileTimeoutSeconds
+        int decompileTimeoutSeconds,
+        boolean existingProject
    ) {}
-    private record Request(int id, String method, JsonObject params) {}
+    private record Request(int id, String method, JsonObject params, Integer decompileTimeoutSeconds) {}

    private static final class RequestFailure extends RuntimeException {
        private final String code;
@@ -0,0 +1,193 @@
+import ghidra.app.script.GhidraScript;
+import ghidra.program.database.mem.FileBytes;
+import ghidra.program.model.address.Address;
+import ghidra.program.model.address.AddressSpace;
+import ghidra.program.model.listing.Program;
+import ghidra.program.model.mem.Memory;
+import ghidra.program.model.mem.MemoryBlock;
+import ghidra.program.model.mem.MemoryBlockSourceInfo;
+import java.nio.file.Files;
+import java.nio.file.LinkOption;
+import java.nio.file.Path;
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * Rebuild a GameCube/Wii DOL memory map from the validated load ranges REA's TypeScript
+ * admission wrote. BinaryLoader maps the whole file once at address 0; this
+ * script replaces that block with text, data, and BSS blocks at their load addresses.
+ */
+public final class ReaGhidraPrepareDol extends GhidraScript {
+    // Canonical v2 header, 18 section rows, 12 gap rows and entry, using uint32 hex.
+    private static final int MAX_PLAN_BYTES = 13 + 18 * 49 + 12 * 30 + 17;
+    private static final class Section {
+        final String kind;
+        final int index;
+        final long fileOffset;
+        final long address;
+        final long size;
+
+        Section(String kind, int index, long fileOffset, long address, long size) {
+            this.kind = kind;
+            this.index = index;
+            this.fileOffset = fileOffset;
+            this.address = address;
+            this.size = size;
+        }
+    }
+
+    private record BssGap(long address, long size) {}
+
+    @Override
+    public void run() throws Exception {
+        String[] arguments = getScriptArgs();
+        if (arguments.length != 1) {
+            throw new IllegalArgumentException(
+                "GameCube DOL preparation requires exactly one section table path"
+            );
+        }
+        if (!currentProgram.getExecutableFormat().equals("Raw Binary") ||
+            !currentProgram.getLanguageID().getIdAsString().startsWith("PowerPC:BE:32:")) {
+            throw new IllegalArgumentException(
+                "GameCube DOL preparation requires a BinaryLoader import in big-endian 32-bit PowerPC"
+            );
+        }
+        Path tablePath = Path.of(arguments[0]);
+        if (!Files.isRegularFile(tablePath, LinkOption.NOFOLLOW_LINKS)) {
+            throw new IllegalArgumentException("GameCube DOL section table is not a regular file");
+        }
+        if (Files.size(tablePath) > MAX_PLAN_BYTES) {
+            throw new IllegalArgumentException("GameCube DOL plan exceeds the canonical format's byte bound");
+        }
+
+        List<Section> sections = new ArrayList<>();
+        List<BssGap> bssGaps = new ArrayList<>();
+        int expectedSections = -1;
+        int expectedGaps = -1;
+        long entry = -1;
+        for (String line : Files.readAllLines(tablePath)) {
+            String[] fields = line.trim().split("\\s+");
+            switch (fields[0]) {
+                case "plan" -> {
+                    requireFields(fields, 4, line);
+                    if (expectedSections >= 0 || !fields[1].equals("2")) {
+                        throw new IllegalArgumentException("Duplicate or unsupported GameCube DOL plan header");
+                    }
+                    expectedSections = Integer.parseInt(fields[2]);
+                    expectedGaps = Integer.parseInt(fields[3]);
+                    // A DOL has 18 slots, including at most 11 data slots and 12 BSS gaps.
+                    if (expectedSections < 1 || expectedSections > 18 || expectedGaps < 0 || expectedGaps > 12) {
+                        throw new IllegalArgumentException("GameCube DOL plan counts exceed the format's slot bounds");
+                    }
+                }
+                case "section" -> {
+                    requireFields(fields, 6, line);
+                    if (expectedSections < 0 || sections.size() >= expectedSections) {
+                        throw new IllegalArgumentException("GameCube DOL section exceeds its declared count");
+                    }
+                    sections.add(new Section(
+                        fields[1],
+                        Integer.parseInt(fields[2]),
+                        Long.decode(fields[3]),
+                        Long.decode(fields[4]),
+                        Long.decode(fields[5])
+                    ));
+                }
+                case "bss-gap" -> {
+                    requireFields(fields, 3, line);
+                    if (expectedGaps < 0 || bssGaps.size() >= expectedGaps) {
+                        throw new IllegalArgumentException("GameCube DOL BSS gap exceeds its declared count");
+                    }
+                    long address = Long.decode(fields[1]);
+                    long size = Long.decode(fields[2]);
+                    if (address < 0 || size <= 0) {
+                        throw new IllegalArgumentException("GameCube DOL BSS gap is not a positive range");
+                    }
+                    bssGaps.add(new BssGap(address, size));
+                }
+                case "entry" -> {
+                    requireFields(fields, 2, line);
+                    entry = Long.decode(fields[1]);
+                }
+                default -> throw new IllegalArgumentException("Unknown GameCube DOL table line: " + line);
+            }
+        }
+        if (expectedSections != sections.size() || expectedGaps != bssGaps.size() || entry < 0) {
+            throw new IllegalArgumentException("GameCube DOL section table is incomplete");
+        }
+
+        Memory memory = currentProgram.getMemory();
+        List<FileBytes> files = memory.getAllFileBytes();
+        if (files.size() != 1) {
+            throw new IllegalStateException("GameCube DOL preparation requires exactly one imported file image");
+        }
+        FileBytes fileBytes = files.get(0);
+        AddressSpace space = currentProgram.getAddressFactory().getDefaultAddressSpace();
+
+        // Remove the whole-file block before creating section blocks, so no two blocks claim one address.
+        for (MemoryBlock block : memory.getBlocks()) {
+            for (MemoryBlockSourceInfo source : block.getSourceInfos()) {
+                if (source.getFileBytes().isPresent() && source.getFileBytes().get().equals(fileBytes)) {
+                    memory.removeBlock(block, monitor);
+                    break;
+                }
+            }
+        }
+
+        for (Section section : sections) {
+            if (section.fileOffset + section.size > fileBytes.getSize()) {
+                throw new IllegalArgumentException(
+                    "GameCube DOL " + section.kind + " " + section.index + " exceeds the imported file"
+                );
+            }
+            boolean text = section.kind.equals("text");
+            if (!text && !section.kind.equals("data")) {
+                throw new IllegalArgumentException("Unknown GameCube DOL section kind: " + section.kind);
+            }
+            MemoryBlock block = memory.createInitializedBlock(
+                "." + section.kind + section.index,
+                space.getAddress(section.address),
+                fileBytes,
+                section.fileOffset,
+                section.size,
+                false
+            );
+            block.setRead(true);
+            block.setWrite(!text);
+            block.setExecute(text);
+        }
+
+        // Apply the domain owner's exact uninitialized ranges; do not reinterpret BSS here.
+        int gapIndex = 0;
+        for (BssGap gap : bssGaps) {
+            MemoryBlock block = memory.createUninitializedBlock(
+                ".bss" + gapIndex++,
+                space.getAddress(gap.address()),
+                gap.size(),
+                false
+            );
+            block.setRead(true);
+            block.setWrite(true);
+            block.setExecute(false);
+        }
+
+        Address entryAddress = space.getAddress(entry);
+        MemoryBlock entryBlock = memory.getBlock(entryAddress);
+        if (entryBlock == null || !entryBlock.isExecute()) {
+            throw new IllegalArgumentException("GameCube DOL entry must lie in an executable section");
+        }
+        addEntryPoint(entryAddress);
+        if (!disassemble(entryAddress) || createFunction(entryAddress, "__start") == null) {
+            throw new IllegalStateException("GameCube DOL entry cannot be decoded as a function");
+        }
+        currentProgram.getOptions(Program.PROGRAM_INFO).setBoolean("REA raw binary prepared", true);
+        currentProgram.getOptions(Program.PROGRAM_INFO).setBoolean("REA GameCube DOL prepared", true);
+    }
+
+    private static void requireFields(String[] fields, int count, String line) {
+        if (fields.length != count) {
+            throw new IllegalArgumentException("Malformed GameCube DOL table line: " + line);
+        }
+    }
+
+}
@@ -15,6 +15,11 @@ import sys
 PROFILE = "[email protected];[email protected];[email protected]"
 PACKAGES = {"pwntools": "4.15.0", "pyelftools": "0.33", "unicorn": "2.1.2"}
 OUTPUT_BYTES = 64 * 1024 * 1024
+# (e_machine, ELF class bits, byte order) -> architecture pwntools must also report.
+PROFILES = {(62, 64, "little"): "amd64", (3, 32, "little"): "i386", (40, 32, "little"): "arm",
+            (8, 32, "little"): "mips", (8, 32, "big"): "mips"}
+PROFILE_SCOPE = ("Layout profile requires ELF64 x86-64, ELF32 i386, ELF32 ARM little-endian "
+                 "or ELF32 MIPS little- or big-endian objects.")


 class LayoutFailure(Exception):
@@ -116,13 +121,16 @@ def inspect_elf(path, cache):
        raise LayoutFailure("format", "Selected object does not contain an ELF header.")
    if len(content) < 16:
        raise LayoutFailure("format", "Selected ELF identification is truncated.")
-    if content[4] != 2 or content[5] != 1:
-        raise LayoutFailure("unsupported-target", "Initial layout profile requires ELF64 little-endian objects.")
-    if len(content) < 64:
-        raise LayoutFailure("format", "Selected ELF64 header is truncated.")
-    if int.from_bytes(content[18:20], "little") != 62:
-        raise LayoutFailure("unsupported-target", "Initial layout profile requires x86-64 ELF objects.")
-    if int.from_bytes(content[16:18], "little") not in (1, 2, 3):
+    if content[4] not in (1, 2) or content[5] not in (1, 2):
+        raise LayoutFailure("unsupported-target", "Selected ELF declares an unknown class or byte order.")
+    bits, header_size = (32, 52) if content[4] == 1 else (64, 64)
+    order = "little" if content[5] == 1 else "big"
+    if len(content) < header_size:
+        raise LayoutFailure("format", f"Selected ELF{bits} header is truncated.")
+    profile = (int.from_bytes(content[18:20], order), bits, order)
+    if profile not in PROFILES:
+        raise LayoutFailure("unsupported-target", PROFILE_SCOPE)
+    if int.from_bytes(content[16:18], order) not in (1, 2, 3):
        raise LayoutFailure("unsupported-target", "Selected ELF type is outside the EXEC/DYN/REL layout profile; recorded core analysis is separate.")
    from pwnlib.context import context
    with context.local(cache_dir=str(cache), log_level="warning"):
@@ -185,8 +193,8 @@ def inspect_elf(path, cache):
                        if type is None or section.header.sh_type == type)
        try:
            image = LayoutELF(str(path), checksec=False)
-            if image.arch != "amd64" or image.bits != 64 or image.endian != "little":
-                raise LayoutFailure("unsupported-target", "Initial layout profile requires x86-64 ELF64 little-endian objects.")
+            if (image.arch, image.bits, image.endian) != (PROFILES[profile], bits, order):
+                raise LayoutFailure("unsupported-target", PROFILE_SCOPE)
            if image.header.e_type not in ("ET_EXEC", "ET_DYN", "ET_REL"):
                raise LayoutFailure("unsupported-target", "Selected ELF type is outside the EXEC/DYN/REL layout profile; recorded core analysis is separate.")
            length = len(content)
@@ -208,7 +216,7 @@ def inspect_elf(path, cache):
                })
                if h.sh_type in ("SHT_SYMTAB", "SHT_DYNSYM"):
                    if h.sh_entsize < image.structs.Elf_Sym.sizeof():
-                        raise LayoutFailure("format", "ELF symbol entry is smaller than the decoded Elf64_Sym structure.")
+                        raise LayoutFailure("format", f"ELF symbol entry is smaller than the decoded Elf{bits}_Sym structure.")
                    if h.sh_link >= len(all_sections) or all_sections[h.sh_link].header.sh_type != "SHT_STRTAB":
                        raise LayoutFailure("format", f"ELF symbol table {index} links to invalid string table {h.sh_link}.")
                    strings = all_sections[h.sh_link]
@@ -34,8 +34,10 @@ export default defineConfig({
          { text: "Rust dependencies", link: "/rust-binaries" },
          { text: "PE certificates", link: "/pe-certificates" },
          { text: "PE imports", link: "/pe-imports" },
+          { text: "PE TLS/load config", link: "/pe-load-config" },
          { text: "ELF notes", link: "/elf-notes" },
          { text: "Apple IPS crash reports", link: "/apple-ips" },
+          { text: "Linux kernel modules", link: "/kernel-modules" },
          { text: "CPython pyc files", link: "/python-pyc" },
          { text: "Erlang BEAM", link: "/erlang-beam" },
          {
@@ -51,7 +53,11 @@ export default defineConfig({
            text: "Web network captures",
            link: "/web-network-captures",
          },
-          { text: "Agent environments", link: "/agent-environments" },
+          {
+            text: "Build RL environments",
+            link: "/agent-environments-quickstart",
+          },
+          { text: "Environment reference", link: "/agent-environments" },
          { text: "Electron observation", link: "/electron-observation" },
          { text: "Electron fuses", link: "/electron-fuses" },
          { text: "Process capture", link: "/process-capture" },
@@ -80,6 +86,7 @@ export default defineConfig({
          { text: "Ghidra raw binary", link: "/raw-binary" },
          { text: "Ghidra NativeAOT", link: "/ghidra-nativeaot" },
          { text: "Ghidra PowerPC", link: "/ghidra-ppc" },
+          { text: "Ghidra GameCube DOL", link: "/ghidra-dol" },
          { text: "Ghidra semantics", link: "/ghidra-provider" },
        ],
      },
@@ -0,0 +1,204 @@
+# Build RL environments with REA
+
+REA turns a recorded web app session into a runnable environment for training
+and testing AI agents. An agent can practice tasks such as finding an issue,
+creating a folder, or editing a record without running the original app.
+
+REA builds the tools the agent calls, the local data those tools use, and a
+test that checks the environment starts and responds. It supports changes
+when the recording confirms their effects. You can then use the environment
+with your RL framework to set task goals, check rewards, and run training.
+
+## Before you start
+
+Install [REA and its agent integration](installation.md). To record an app,
+you also need a running test instance and a Chrome-family browser. Choose an
+instance where the agent is allowed to create, edit, and delete data. REA
+records the app you provide; you start it and prepare its test data.
+
+To run the exported environment, install the
+[AgentEnv framework](https://github.com/scaleapi/agentenv-framework#install)
+and start Docker. REA's [compatibility check](testing.md#exported-environment-bundles)
+uses AgentEnv version `0.9.1334` with Python 3.12.
+
+There are two ways to build an environment: ask your agent to record the app,
+or start from a recording you already have.
+
+## 1. Record and build with your agent
+
+Give your agent the app URL, the operations you need, your browser's executable
+path, and an output directory. For an app with folders, adapt this prompt:
+
+```text
+Use REA to build an AgentEnv environment from my test web app at
+http://127.0.0.1:3000. Cover listing, creating, renaming, and deleting folders.
+You may create and remove test folders. Leave the existing data unchanged.
+
+Sign in as admin using the password in APP_PASSWORD. Use the browser at
+/absolute/path/to/chromium. Save the environment to
+/absolute/path/to/my-env, which does not exist yet.
+
+Record the session, check which operations the environment supports, and
+export it. Report any unsupported operations and what is missing.
+```
+
+Replace the URL, account, paths, and folder operations with your own. Set
+`APP_PASSWORD` in the environment that starts REA's MCP server so REA can use
+it without putting the password in the prompt.
+
+Your agent inspects the app, records a session, checks the result, and exports
+a folder containing the runnable environment. It reports which operations
+work and which need more evidence. The app is used during recording; the
+exported environment runs from the saved data.
+
+After your agent exports the folder, skip to
+[run the environment](#3-run-the-environment). The next section is an
+alternative for an existing recording.
+
+## 2. Or build from a saved recording
+
+A HAR file records a browser's network requests and responses. Export one
+with API response bodies from your browser's network panel, or use a
+recording you already have. To include create, edit, and delete operations,
+record those actions and the reads that show their results.
+
+Build the environment into a new or empty directory:
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+```
+
+You can also pass capture Evidence JSON saved by REA's
+`capture-browser-scenario` or `inspect-web-network-capture` commands. Here,
+Evidence means REA's saved recording with its source information. The build
+accepts HAR files and those JSON recordings. It reads local data and writes
+the environment folder without contacting the app.
+
+Add `--dry-run` to review the build report without writing the folder. For an
+unreleased REA checkout, use `--package-tarball` with its packed package so
+the exported environment runs the same implementation.
+
+The build report tells you what the environment supports:
+
+| Report field      | What to check                                                                                                            |
+| ----------------- | ------------------------------------------------------------------------------------------------------------------------ |
+| `state`           | Whether the environment can answer from local state or uses recorded-response replay.                                    |
+| `coverage.reads`  | Which read operations use state and which replay recorded answers.                                                       |
+| `coverage.writes` | Which create, edit, and delete operations are supported. Each withheld operation includes a reason and a recording hint. |
+| `warnings`        | Recorded content or local paths to review before sharing the folder.                                                     |
+
+A successful build means the folder was created. Check the report to confirm
+it supports the operations your tasks need. `coverage: null` means the build
+could not prepare state for this environment and it will use replay.
+
+## 3. Run the environment
+
+Whether your agent exported the folder or you built it from a HAR, run it
+with AgentEnv:
+
+```sh
+agent-env run ./my-env
+```
+
+Use the folder path your agent reported if it differs. The first run builds
+the container image, so it needs access to the image and package sources.
+
+REA includes a basic test, called the smoke task. It checks the expected tool
+count and, when a suitable read tool exists, calls it and checks its response
+status. Passing this test shows the environment starts and responds in the
+tested setup. It does not yet score an agent on an application task.
+
+The folder contains the recording, a tool manifest describing the available
+operations, a Dockerfile, environment configuration, and the test. The
+[export reference](agent-environments.md#export-a-bundle) describes each file.
+
+## 4. Add tasks and reward checks
+
+Start with one task the exported tools support. Give it a clear goal and a
+checkable result. For example, if folder creation is supported, ask your
+agent:
+
+```text
+Use this exported environment to add an AgentEnv task that asks an agent
+to create a folder named Practice. Check the saved environment state to
+confirm the folder exists with that name, and use that check to score the
+result. Reset the environment before each run so attempts start with the
+same data. Use the AgentEnv task and verifier formats.
+```
+
+This asks your agent to help build the task and its grading check around the
+environment REA generated. A retrieval task might check an answer against a
+recorded value. A task that changes data should check the resulting state.
+When state is available, the environment supports reset, load, and read-back
+operations for repeatable runs.
+
+Use the [AgentEnv documentation](https://www.agentenvframework.com/docs) for
+task configuration, agent connections, scoring, and execution. Connect the
+resulting tasks to your chosen RL training workflow.
+
+## Improve an operation that is missing
+
+For REA to support a change, the recording needs to show what happened before
+and after it. When recording against your test app:
+
+1. Read the list and an existing item before making changes. Repeat the
+   initial reads to show which values change independently.
+2. Create a test item, read it back, and read the list before the next change.
+   Repeat with a second item and different text.
+3. Edit each test item, then read the item and list again. Leave more than a
+   second between creation and the first edit to show time-dependent changes.
+4. Delete the test items, then read them back and read the list to confirm
+   their removal.
+
+Also record filters, searches, sorting, and paging if your tasks need them.
+The agent should check that every recording step completed before using it.
+The [recording workflow](https://github.com/morluto/rea/blob/main/.agents/skills/reverse-engineer-anything/references/environments.md)
+has the detailed browser instructions, including timeouts and handling IDs
+assigned by the app.
+
+Use the report's hints to decide what to record next:
+
+| Reason                          | Next step                                                                                |
+| ------------------------------- | ---------------------------------------------------------------------------------------- |
+| `unconfirmed`                   | Read the item and its list after the change.                                             |
+| `no-state-target`               | Record reads of the collection or item the operation changes.                            |
+| `no-observation`                | Read back a created item. For an edit or delete, also read it before changing it.        |
+| `contradicted` or `side-effect` | Inspect the reported disagreement. The operation may need behavior REA cannot model yet. |
+
+See the [full reason table](agent-environments.md#build-a-bundle-in-one-step)
+for the other cases. Rebuild from the new recording and check the report
+again. A new recording replaces the build input; combining separate recording
+sessions is not supported.
+
+## Compare with the original app
+
+For a stronger check, record a separate sequence of calls against the real
+app, starting from the same test data as the original recording. This is a
+probe. Restore that starting data before each probe sequence, then compare
+the saved probe recordings with the environment:
+
+```sh
+rea environment-compare ./my-env/envs/my-env/manifest.json \
+  --evidence ./my-env/envs/my-env/evidence.json \
+  --probe ./probe-create-edit-delete.json --probe ./probe-reads.json --json
+```
+
+Each probe file must be capture Evidence JSON from REA. The comparison runs
+offline and reports differences in responses, unsupported calls, and missing
+observations. It accounts for supported differences in IDs, times, and
+modeled generated values. Agreement applies to the calls those probes check.
+See the [comparison reference](agent-environments.md#measure-fidelity-against-the-application)
+for the exact rules.
+
+## Before sharing the environment
+
+The exported folder includes retained response bodies and local source paths.
+Standard authentication headers are excluded, but custom headers, query
+values, and body tokens can remain. Review the content you plan to share.
+Credential-name warnings point to values worth reviewing; they do not remove
+those values or establish that the recording contains no credentials.
+
+For direct MCP serving, replay behavior, state controls, and resource limits,
+see the [environment reference](agent-environments.md). The
+[implementation index](specs/agent-environments/README.md) links the contributing
+PRs and their verification records.
@@ -1,16 +1,27 @@
 # Agent environments from recorded captures

-Use `rea environment-serve` to serve an environment manifest as an agent
-environment: an MCP server whose tools answer from what one retained web
-network capture observed, plus the environment card the agentenv framework
-reads to discover it. By default the server derives the
-[state the capture observed](#the-state-a-capture-observed) at startup and
-answers read tools from it, and the write tools whose effect the capture
-confirmed by changing it; `--replay-only` replays the capture's records
+For a first environment, start with the
+[quickstart](agent-environments-quickstart.md): record an app or use a saved
+session, build and run the environment, and add tasks and reward checks.
+The [implementation index](specs/agent-environments/README.md) links
+the contributing PRs and their verification records. This page is the detailed
+command and behavior reference.
+
+Use `rea environment-build` to turn one recorded capture into an agent
+environment bundle in one offline step: a folder `agent-env run` builds and
+runs, whose MCP server answers from what the capture observed. See
+[Build a bundle in one step](#build-a-bundle-in-one-step).
+
+The steps it composes are separate commands too. `rea environment-serve` serves
+an environment manifest as an agent environment: an MCP server whose tools
+answer from what one retained web network capture observed, plus the
+environment card the agentenv framework reads to discover it. By default the
+server derives the [state the capture observed](#the-state-a-capture-observed)
+at startup and answers read tools from it, and the write tools whose effect the
+capture confirmed by changing it; `--replay-only` replays the capture's records
 instead. Nothing is fetched from the recorded application; every answer comes
 from retained Evidence. `rea environment-export` writes the same pair as a
-bundle folder `agent-env run` builds and runs; see
-[Export a bundle](#export-a-bundle).
+bundle folder; see [Export a bundle](#export-a-bundle).

 ```sh
 rea inspect-web-network-capture /absolute/session.har har --format json > capture.json
@@ -36,6 +47,190 @@ The third command serves that manifest from the state it derives from the
 capture; see [Serve from the state](#serve-from-the-state). Both served files
 are complete REA Evidence JSON as the commands write it with `--format json`;
 the `evidence` member of `view.json` is the whole of `capture.json`.
+A `view.json` can also name the capture file as
+`{"kind": "evidence-file", "path": "capture.json"}`, which projects it as
+retained Evidence instead of charging the whole capture as inline input.
+
+## Build a bundle in one step
+
+```sh
+rea environment-build grafana.har ./grafana --json
+agent-env run ./grafana
+```
+
+`rea environment-build <capture> [directory]` takes a `.har` file, or capture
+Evidence JSON from `inspect-web-network-capture` (HAR) or
+`capture-browser-scenario`, and writes the bundle
+[Export a bundle](#export-a-bundle) describes. It inspects a HAR as
+`inspect-web-network-capture` does (Evidence input skips this), projects the
+environment manifest from that Evidence as retained Evidence, authenticates
+the pair, prepares the state the bundle's server derives at startup, and
+writes the bundle with the export. For the same capture path, every file it
+writes is byte-identical to what `inspect-web-network-capture`,
+`inspect-analysis-view` and `environment-export` write, Evidence ids included,
+when `view.json` lists the same rules in the views' order and the export is
+given the build's name. It reads one file and writes one folder: it fetches
+nothing and launches no browser (HAR inspection runs REA's own decoder
+process), so record a browser scenario with `capture-browser-scenario` first
+and pass its Evidence. Other capture formats are refused, as the manifest view
+refuses them, and a HAR document saved as `.json` is refused with a hint to
+name it `.har`.
+
+- `--template-rule <rule>`, repeated, replaces the default opt-in rules
+  `after-uid-literal`, `opaque-token`, `sibling-variance` and
+  `prefix-variance`, the rules the published capture-built environments use;
+  `--format-rules-only` applies none, the views' own default. Rules apply in
+  the views' fixed order, the report lists them, and a repeated rule is
+  refused as the views refuse it.
+- `--name` names the env folder and env id. Without it the name is the
+  manifest's, unless the capture's origin is a loopback name or an IP literal:
+  the capture file then names it (`grafana.har` and `grafana.capture.json`
+  become `grafana`) and a `name-from-file` warning says so. A file name that
+  yields no portable label (kebab-case, at most 63 characters for a DNS service
+  label, not a Windows device name or a label interpreted as an IP address) is
+  refused; pass `--name`.
+- `--package-tarball` works as for the export, and `--capture-timeout-ms`
+  as for `inspect-web-network-capture`.
+- `--dry-run` runs every stage and prints the report with `status: "planned"`
+  and the files a build would write, but writes nothing and does not check the
+  directory, which may then be omitted. It reads and hashes a
+  `--package-tarball` as a build does before copying it, so it refuses the
+  tarballs a build refuses, including one whose contents cannot be read.
+
+The directory must be absent or empty, as for the export; the build never
+replaces a folder. A refusal before the write leaves nothing behind. A capture
+Evidence file, an inspected HAR's Evidence and the projected manifest must each
+fit the live heap headroom for parsing and sealing, checked before the file is
+read or the Evidence serialized; one that does not is refused as
+`resource_constraint`. Each
+refusal names its stage: `environment-build` for the build's own checks,
+`inspect_web_network_capture` and `inspect_analysis_view` for inspection and
+projection, `environment-export` for the bundle. SIGINT cancels the build
+(`cancelled`); before the bundle stage nothing is written, and a cancellation
+during the write names the bundle it wrote. Stage progress is logged to stderr
+at info level; the report is the only output on stdout:
+
+```json
+{
+  "status": "built",
+  "directory": "/work/grafana",
+  "name": "grafana",
+  "capture": {
+    "evidence_id": "ev_…",
+    "operation": "inspect_web_network_capture",
+    "records": 105,
+    "input": "har"
+  },
+  "manifest": {
+    "evidence_id": "ev_…",
+    "tools": 48,
+    "excluded_groups": 0,
+    "template_rules": [
+      "after-uid-literal",
+      "opaque-token",
+      "sibling-variance",
+      "prefix-variance"
+    ]
+  },
+  "state": { "served": true, "evidence_id": "ev_…" },
+  "coverage": {
+    "reads": {
+      "state": 36,
+      "recorded": 6,
+      "recorded_reasons": { "query-varies": 3, "…": 1 }
+    },
+    "writes": {
+      "served": [{ "tool": "delete_folders_by_uid", "effect": "delete" }],
+      "withheld": [
+        {
+          "tool": "post_folders",
+          "effect": "create",
+          "reason": "unconfirmed",
+          "hint": "No later read showed the effect. Read the entity and its list after the write.",
+          "exemplar_ordinal": 94,
+          "contradicted_by": null
+        }
+      ]
+    }
+  },
+  "tool_count": 37,
+  "package_source": { "kind": "registry", "specifier": "rea-agents@…" },
+  "files": [{ "path": "README.md", "bytes": 4210 }],
+  "warnings": [{ "code": "name-from-file", "message": "…" }],
+  "next": ["agent-env run /work/grafana"]
+}
+```
+
+`coverage` is the state's read views and write plans summarized, and `null`
+when the state is unavailable and the bundle serves replay. The
+[environment coverage](web-network-captures.md#environment-coverage) view
+reports the same summary for any capture without building, so an agent can
+check it after each recording. The view summarizes the state as derived; it
+does not apply the serve-time admission checks, so for an environment whose
+served catalog exceeds the discovery budget, or whose state exceeds what
+`data/add` loads, it still reports the state while the build reports `coverage:
+null` and the bundle serves replay. Each withheld write carries a hint about
+what to record next; hints never change what is served:
+
+| Reason                | Hint                                                                                                                                                                                                                                             |
+| --------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| `no-state-target`     | The write's path names no collection or item the capture reads. Read the collection or item it changes.                                                                                                                                          |
+| `no-call`             | No recorded call of this tool was modelled, for example because every call failed. Record a successful call.                                                                                                                                     |
+| `body-unusable`       | The retained request or response cannot be modelled. Record a successful call with a complete supported request and reproducible response.                                                                                                       |
+| `no-observation`      | Nothing showed the entity or document this write changed. Read a created entity back by id right after the write; for an update or delete the state must already hold the entity, so read it before the write or record the create that made it. |
+| `unexplained-change`  | The write changed fields it did not send, in a way no rule explains. A second, different call of the same tool can show the pattern.                                                                                                             |
+| `contradicted`        | A later read disagreed with the modelled effect. Check the read at contradicted_by.                                                                                                                                                              |
+| `side-effect`         | The write changed something besides its own entity, which the environment does not model.                                                                                                                                                        |
+| `unconfirmed`         | No later read showed the effect. Read the entity and its list after the write.                                                                                                                                                                   |
+| `incomplete-entities` | The write is confirmed, but the views that show its entity cannot render it in full. Read the written entity through every view that lists it.                                                                                                   |
+| `unknown-clock`       | The learned rules generate timestamps, but the capture establishes no global served clock start. Record usable start times and completed durations for every request.                                                                            |
+
+The bundle ships `evidence.json`, the whole capture Evidence, response bodies
+included. Inspection excludes the values of the standard authentication headers
+(`Authorization`, `Cookie` and `Set-Cookie` among them) and URL userinfo; a
+custom key header such as `X-Api-Key`, a token in the query string and tokens
+an application returns in bodies remain. The environment views refuse captures
+inspected with `--sensitive-value`, so scrub a capture before building it. The
+report's `credential-named-members` warning counts recorded header names, query
+parameter names and JSON or form body members whose names look like
+credentials (whole name segments such as `token`, `secret`, `password`,
+`api_key`, `authorization` or `session`) and hold a value, and lists the first
+20 by record and pointer, never by value. A body is read as a form or as JSON by
+its recorded media type, or by its shape when it has none or one naming
+neither. A browser scenario is
+scanned by event (`event 4 response /token` names
+`normalized_result.events.items[4]`): every retained request and response
+content event, including a response whose request began before the browser was
+attached and a transaction no record represents, and each transaction URL's
+query once. Bodies larger than 4 MiB of UTF-8 text are not
+scanned; `credential-scan-incomplete` counts them and lists up to 20 record or
+event pointers, including base64 bodies whose decoded scan was cut. An empty name
+warning does not establish that these bodies were checked. A browser scenario's
+saved values (`save` and `save_response`) named like credentials but not marked
+`secret: true` are recorded unredacted; `credential-named-saved-values` lists up
+to 20 of them by parameter pointer. Names do not establish sensitivity,
+so the build never refuses on them. Capture
+
+Evidence also records the capture file's absolute path (`subject.local_path`,
+`parameters.capture_path`, `locations`, `artifact.path`), and the bundle
+carries it: build from a neutral folder when that path should not ship.
+
+Over MCP, `export_environment_bundle` builds the same bundle and returns the
+same report. Its `source` is capture Evidence the session retained
+(`{"kind": "retained-evidence", "evidence_id"}`), such as a
+`capture_browser_scenario` or `inspect_web_network_capture` result, or a
+capture Evidence file (`{"kind": "evidence-file", "path"}`); inspect a HAR with
+`inspect_web_network_capture` first. Retained Evidence is written into the
+bundle as `--format json` writes it, so the bundle is the one
+`environment-build` writes from that file. `output_directory` must be an
+absolute path that does not exist yet, whose parent does; the tool creates it
+and refuses an existing directory, empty or not. `name`, `template_rules`,
+`package_tarball` and `dry_run` work as `--name`, `--template-rule`,
+`--package-tarball` and `--dry-run` do, and retained Evidence has no file to
+name the environment after, so a loopback or IP origin needs `name`. Unlike
+`--dry-run`, `dry_run` still checks `output_directory`. Destination refusals
+name `export_environment_bundle`; the others name their stage as
+`environment-build`'s do.

 ## From a browser scenario

@@ -125,6 +320,51 @@ the replayed body is the bytes the browser exposes for each response, with any
 declared secret replaced by its redaction marker (a body that redaction had to
 empty replays no body).

+To record writes, sign in through the UI and then send the application's API
+calls with [request steps](browser-scenario-contract.md#request-steps): each
+sends one request to the start origin through the page's own `fetch`, with the
+session's cookies, and a header can carry the CSRF cookie or stored token the
+application's own requests send. A write is served only when the capture shows
+its effect, so read each collection before writing, read every written entity
+back by id and in its list right after the write, and leave more than a second
+between a create and its first edit. A request step's path is fixed when the
+scenario is written and cannot use a value an earlier response returned, so an
+id must be known before the run: one the caller chooses, such as a `uid` in the
+create body, or one an earlier scenario created. When the server assigns ids,
+read the list after each create (the create's response or the list shows the
+new entity), and record updates and deletes in a second scenario that reads
+the first one's objects by id before editing them, or make them through the
+UI. The environment coverage view names each
+write it withholds and what to record next. A scenario with write requests
+changes the application's data: record against an instance whose data may
+change.
+
+```json
+{
+  "step_id": "create-folder-1",
+  "action": "request",
+  "method": "POST",
+  "path": "/api/folders",
+  "headers": [
+    {
+      "name": "X-CSRFToken",
+      "value": { "source": "cookie", "name": "csrftoken" }
+    }
+  ],
+  "json": { "title": "Scratch folder 1" },
+  "expected_status": [200, 201]
+}
+```
+
+Each record takes its start and duration from the browser's timing (the time
+the scenario observed the request where the browser reported no start), so the
+state orders and overlaps
+records as it does a HAR's and learns a write clock: an update the application
+stamps with a modification time can be served. A scenario captured before
+these times were recorded has none; its records keep request order and the
+state learns no clock, so such updates stay `unexplained-change` until it is
+recorded again.
+
 ## What a manifest is

 An environment manifest is a projection of one application's recorded request
@@ -166,7 +406,8 @@ returns that record's recorded response. Selection compares the supplied path
 parameters against the record's path segments at the parameter indexes, then
 the supplied query values against the record's query string, and keeps the
 record with the most matches; ties keep manifest order. A query argument accepts
-one string or an array of strings for repeated values; the array is matched
+one string, a number or boolean sent as its JSON text, or an array of strings for
+repeated values; the array is matched
 against every occurrence in captured order. The raw recorded query remains the
 replay evidence. The result reports
 where the answer came from:
@@ -373,8 +614,9 @@ shape and carries no annotations.
 Path parameters are required strings whose
 description names the segment index, the templating rule and the observed
 values (sampled within the list budget above; the manifest keeps them all);
-query parameter names accept an optional string or array of strings (for
-repeated values in captured order); write methods accept an
+query parameter names accept an optional string, number or boolean (a number or
+boolean is sent as its JSON text) or array of strings (for repeated values in
+captured order); write methods accept an
 optional `body` object described by the recorded top-level key types. Each
 input keeps its own argument: a query name equal to a path parameter's name is
 advertised as `query_<name>`, a query name longer than 64 characters as
@@ -433,7 +675,7 @@ Each read tool answers according to its view in the state:

 | View       | Answer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
 | ---------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
-| `item`     | The entity the path arguments name, rendered into the recorded envelope of `envelope_ordinal`. Arguments match as replay matches them: each collection segment equals the held collection's segment as written or after percent-decoding, and the identity is the last argument percent-decoded, then as written; values are never re-split on `/`. Any entity the state holds answers, including one `data/add` loaded; query arguments only decide `replay.exact_match`, except that a call matching one of the view's `projected_query_keys`, or on a view with `projected_record_ordinals` asking for some fields only with a value other than `*` no checked line gave or one a replayed read gave, replays its recording. An entity the state does not hold answers the tool's latest recorded 400, 404 or 410 response with `state.view` `missing`, or is a tool error when none was recorded; one lacking a field every recording carried is a tool error, unless a read showed the application leaves that field out; a body is never invented.                                                                                                                                                                                                                                                                                                                             |
+| `item`     | The entity the path arguments name, rendered into the recorded envelope of `envelope_ordinal`, whose `per_response_members` (such as a request id), like a list's or a document's, keep their recorded values. Arguments match as replay matches them: each collection segment equals the held collection's segment as written or after percent-decoding, and the identity is the last argument percent-decoded, then as written; values are never re-split on `/`. Any entity the state holds answers, including one `data/add` loaded; query arguments only decide `replay.exact_match`, except that a call matching one of the view's `projected_query_keys`, or on a view with `projected_record_ordinals` asking for some fields only with a value other than `*` no checked line gave or one a replayed read gave, replays its recording. An entity the state does not hold answers the tool's latest recorded 400, 404 or 410 response with `state.view` `missing`, or is a tool error when none was recorded; one lacking a field every recording carried is a tool error, unless a read showed the application leaves that field out; a body is never invented.                                                                                                                                                                                                             |
 | `list`     | When the arguments name one of the lines the view checked exactly (its latest recordings before the first related write; every path and query value equal to the recording's, and every recorded query parameter supplied), that recorded envelope with its array rendered from the state: every entity of the collection in state order for `membership: "all"` or a line `all_record_ordinals` names, or the recorded members still held. A call with no query argument answers from such a line of the collection its path arguments name that only pages its list, with `replay.exact_match` false. On a line the view's `query` answers, and for a call whose every query argument has a role there (an argument-less call aside), the answer is the query evaluated over the state: filtered, searched, sorted and paged, with counters at the number listed and `query.totals` at the number matched, and `state.membership: "query"`; such a call answers on a query or whole line of its collection with `replay.exact_match` false. A value an `inert` parameter never recorded, a parameter without a role, a call matching one of the view's `projected_query_keys`, or a field selection the checked lines do not show (as for `item`), replays its recording. A member lacking a field every recording carried makes the call a tool error rather than a partial list. |
 | `document` | When the arguments name the document's checked line exactly, the state's value for it; a tool error when the state holds none.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
 | `recorded` | The recording, as replay answers it.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
@@ -451,6 +693,21 @@ An item or list view that always spells a clock field otherwise than the
 entity's stored value names that spelling in `clock_formats`, and a value it
 never recorded, such as a created entity's clock, is rendered in it: a list that
 writes `+00:00` where item reads write `Z` lists a new entity the same way.
+A view that names a field in `sorted_arrays` lists that string array sorted, as
+a read-back showed the application does, while the state keeps it in the order
+it was written, so a write's own answer echoes it. If a later counted read
+contradicts that ordering, the view stays recorded and its earlier reads no
+longer confirm served writes. A view that names a field in `nested_fields`
+always showed that field's objects with the same keys, in any order, and fewer
+than an entity stores, such
+as a list showing a parent without the parent's own nested type; a stored
+object it never recorded, such as a created entity's parent, is rendered with
+those keys. Members a view names in
+`per_response_members`, such as a request id each response mints, keep the
+value its recording carried. A list's `counters` and `query.totals` are
+top-level members or members one level down in a paging object
+(`/pageInfo/totalRows`); either is set to the number listed or matched, and
+members beside it such as `isLastPage` stay as recorded.

 A list or document call that names no checked line, including a line recorded
 after a write or with other query values, answers from the recording. Every
@@ -480,29 +737,56 @@ tools are not served, so no call claims a change it does not make; each one's
 plan states why in its `reason`. A served write changes the live state, which
 every MCP session and `data/get` then see:

-| Effect     | Call                                                                                                                                                                                                                                 |
-| ---------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
-| `create`   | Adds an entity to the collection the path names, built from the observed entity with each ruled field taken from the call or generated, at the plan's `insert` position. A plan tied to its exemplar's collection writes only there. |
-| `update`   | Sets the sent members on the entity the path names, constants for members accepted only with their recorded value, and the clock, increment, slug, unique and renewed changes the plan models.                                       |
-| `delete`   | Removes the entity the path names.                                                                                                                                                                                                   |
-| `document` | Merges the body into the plan's document object, or replaces it for `PUT`.                                                                                                                                                           |
+| Effect                    | Call                                                                                                                                                                                                                                                                                                                 |
+| ------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| `create`                  | Adds an entity to the collection the path names, built from the observed entity with each ruled field taken from the call or generated, at the plan's `insert` position. A plan tied to its exemplar's collection writes only there.                                                                                 |
+| `update`                  | Sets the sent members on the entity the path names, constants for members accepted only with their recorded value, and the clock, nested clock, increment, slug, stamp, derived, composed, reference, unique and renewed changes the plan models.                                                                    |
+| `update` (action)         | A `POST`, `PUT` or `PATCH` to an item path plus an action segment (`/{type}/{id}/archive`) sets, on the entity before the segment, each scalar the recorded calls showed the action set (`set`), with any sent members; it is served only when a recorded call found those fields already set, so a toggle never is. |
+| `delete`                  | Removes the entity the path names.                                                                                                                                                                                                                                                                                   |
+| bulk `update` or `delete` | A `DELETE`, `PUT` or `PATCH` at a collection, or a `POST` to it plus `delete`, `remove` or `destroy`, applies its effect to every entity the body names, as recorded: an array of ids or of objects carrying the id field, at the root or as the body's one array member (`{"IDs": […], "Read": true}`).             |
+| `document`                | Merges the body into the plan's document object, or replaces it for `PUT`.                                                                                                                                                                                                                                           |
+
+An update's unsent changes follow the plan's rules. A `held-clock` is a clock
+the client sends back as it read it and the application stamps anew (Ghost's
+`updated_at`): the call must send the entity's value and the field takes the
+write's clock. A `nested-clock` sets the clocks inside an object the entity
+holds, in that object's recorded format. A `stamp` writes the acting user
+the entity already names under its `created…by` counterpart into a
+`modified…by` or `updated…by` field. A `derived` field takes a value showing
+the one sent member's text that the entity stores nowhere (a field Ghost
+derives from `html`), only with that member's recorded value. An action's
+`set` rule sets a scalar to the value the recorded calls left it at.

 Its answer has the status and content type of the plan's recorded response,
 with the written entity or its identity rendered in, no body, or the recorded
 body. A call whose body is not an object, sends a member the capture did not
 show stored, sends a fixed member with another value or a member of another
 JSON type, or lacks a required member is a tool error naming the accepted
-members; so is a rendered answer missing a field the recorded response
-carried, and an update or delete of an entity the state does not hold answers
+members; so is a call sending query parameters other than the exemplar's (they
+may change what the body does), a body not wrapped in the exemplar's envelope
+(Ghost's `{"posts": [{…}]}`), a bulk call naming an id the state does not hold,
+a `held-clock` member sent with another value than the entity holds, a call
+sending a `derived` rule's member to an entity that does not hold the value the
+recorded call found, a nested clock on an entity holding no such object, and a
+rendered answer missing a field the recorded response carried, and an update or delete of an entity the state does not hold answers
 the recorded 400, 404 or 410 of the tool or of an item view of the type, if
-any. A refused call leaves the state unchanged. Values a write generates are
+any. A served delete of a type whose item view has a `deleted_flag` (the
+member, `deleted`, `isDeleted` or `is_deleted`, its reads set `true` on a
+record the application soft-deleted, as EspoCRM does) keeps the entity until
+`data/reset` or `data/add`, within the size `data/add` loads, so a read of it by
+id answers its last fields with that flag `true`. A refused call leaves the
+state unchanged. Values a write generates are
 deterministic: the clock starts at `write_clock` and advances one second per
 served write, sequences take one past both the largest held value and the
 largest they generated, and UUIDs and tokens derive from the state Evidence
-id, tool, field and write count, skipping held values. `data/reset` and
+id, tool, field and write count, skipping held values. If `write_clock` is null,
+plans needing `clock`, `held-clock`, or `nested-clock` retain their learned rules
+but are withheld with `unknown-clock`; other confirmed plans can still be served.
+`data/reset` and
 `data/add` restart the clock, counter and sequences, so the same calls after a
 reset give the same state. Answers carry `state: {"source": "state", "view":
-"create" | "update" | "delete", …}` or `"document-write"`.
+"create" | "update" | "delete", …}` or `"document-write"`; a bulk answer adds
+`ids`, every entity it wrote in body order, with `id` naming the first.

 The data plane serves three JSON-RPC methods:

@@ -602,8 +886,9 @@ names a `document` view once, at its initial document's `path`. The `version`,
 and the `state_evidence_id` and `types` that `data/get` reports, must match
 the served state, so a `data/get` result loads back unchanged. A number without
 an exact native value, or whose serialized spelling would not be read as exact
-(an integer from 2^53 below 1e21, such as `1e20`, in any spelling), or a
-`__proto__` member is refused rather than altered.
+(an integer from 2^53 below 1e21, such as `1e20`, in any spelling), is refused
+rather than altered. Caller data preserves all own JSON members, including
+`__proto__`; unknown members of the state document's structure are refused.
 An invalid document is `-32602` naming the first problem by JSON pointer, as in
 `/rea_state/entities/3/collection` (also in `error.data.path`); a problem
 inside caller data (`fields`, `value`, `types`) is located at that member, so
@@ -657,6 +942,25 @@ after an update and referential rules on delete are not modelled. An exported
 bundle carries no state file: its server derives the state at startup, as the
 export does to predict what it serves.

+Known limits of served writes:
+
+- A recorded view answers from its recordings after a served write: Mailpit's
+  `get_messages`, recorded as `list-differs`, still lists a message a served
+  delete removed.
+- Served n8n workflow updates accept any `versionId`, while served Ghost post
+  updates require `updated_at` to match the entity (a `held-clock`).
+- A slug derived from a title can repeat across served creates with the same
+  title, where the application would make it unique.
+- A `composed` string copies sent text as sent: an application that escapes or
+  renders it (HTML entities, Markdown) differs for text that needs it, as
+  BookStack's `description_html` would for a description holding `&`.
+- A served create's sequence id is the state's next value, not the gaps an
+  application's own sequence would leave.
+- Nested clocks are served in the spelling of the write's own response, which
+  can differ from what a later read of the application shows.
+- A served write to an entity that a replayed (unserved) create made answers
+  as for a missing entity, since the state never held it.
+
 ## Export a bundle

 `rea environment-export` writes the same pair as a bundle folder the agentenv
@@ -693,7 +997,8 @@ serves replay. The complete tool catalog the bundle serves must also fit the
 server's advertised catalog budget before any files are written. Privately parsed JSON is sealed once so authentication
 and replay share immutable response trees rather than copying the capture repeatedly.
 `--name` replaces the manifest's portable kebab-case name as the env folder and env id
-(Windows device names such as `con` and `lpt1` are refused);
+(at most 63 characters for its DNS service label; Windows device names and
+labels interpreted as IP addresses are refused);
 `--package-tarball <path>` copies a packed `rea-agents` tarball into the env
 folder and makes the Dockerfile install it instead of the registry package and
 remove it in the same layer, which is how a checkout rather than a release is
@@ -711,7 +1016,12 @@ Windows inherits ACLs and REA does not establish owner-only access there. Choose
 an already private Windows destination when captured content needs it.

 The Dockerfile sets `MCP_HOST=0.0.0.0` and `MCP_PORT=18765`, the port the
-framework maps for an MCP server env; the framework's own deploy supplies
+framework maps for an MCP server env, and `MCP_ALLOWED_HOSTS` naming the loopback
+addresses and the environment name, because the container binds outside loopback
+and the server refuses to serve on such a bind without an operator-declared
+allowlist: the framework's published port is reached over loopback and its
+gateway proxies to the env container by the compose service name (the
+environment name). The framework's own deploy supplies
 `MCP_HOST`, `MCP_PORT` and `ENVIRONMENT_NAME`, so the served card carries the
 env's name. It installs Debian's `python3` because the framework's local
 sandbox probes a container's readiness with `python3` inside it, which the slim
@@ -784,9 +1094,11 @@ Numeric arrays retain that containing field's clock context through nested
 arrays; an object's own fields establish their own context. Numeric values at
 the body root, in root arrays, or under measurement fields remain literal.

-Generated strings normalize only where this confirmed, served write's entity
-response rules identify generation. A `unique` rule or UUID identity rule must
-still compare two UUIDs; a `renewed` rule applies only at its recorded pointers,
+Generated values normalize only where this confirmed, served write's entity
+response rules identify generation. A UUID identity rule must still compare two
+UUIDs, and a `unique` rule two UUIDs or two generated integers (10 to 20
+digits) of one JSON kind and length; a `renewed` rule applies only at its
+recorded pointers,
 with `*` matching actual array items. Token/sequence strings retain the existing
 format check: equal length of at least eight, the same character classes, and
 a digit. Numeric sequences continue to compare literally unless an ID mapping
@@ -798,6 +1110,12 @@ Admitted generated values must also preserve aliases and distinct identities
 within that response. UUID identity uses the generator's case-insensitive
 matching; token and sequence strings retain their literal identity. This
 correspondence ends with the answer and is not inferred across calls.
+A `composed` response field must spell the value its parts build from that
+response's own fields. Its parts then compare by their rendered text or their
+source fields' clock and ID rules. A coherent archive URL can therefore differ
+only in normalized clock digits without reporting a value difference; an
+incoherent URL still differs even when both sides repeat the same stale text.
+Normalized compositions count under `generated`; source fields are counted once.
 The report counts each kind of normalised
 value; the generation rules remain model-derived facts, rather than new
 observations of the application.
@@ -30,10 +30,113 @@ code units; follow `coverage.next_offset`. The page preserves `source_status` an
 `reported_total_bytes`: exhausting retained text does not make a partial decoded
 manifest complete. Complete source Evidence remains exportable under the existing
 session lifetime. Servers without retention reject summary before starting JADX.
-One-shot CLI output remains complete. Older servers require the existing complete
-request after schema discovery. APK authenticity and runtime behavior remain
+One-shot CLI output remains complete by default. Select `--detail summary` with
+`--evidence_output /local/capture.json` to retain complete Evidence before returning
+a linked view. Older servers require the existing complete request after schema discovery. APK authenticity and runtime behavior remain
 unverified.

+## Manifest component projection
+
+`inspect_android_package` also returns a static inventory of declared
+activities, aliases, services, receivers and providers from the decoded
+manifest. `declared_name` preserves the source attribute; `name` resolves a
+relative name only when the manifest package is known and the resolved copy
+fits the UTF-8 byte budget. An unresolved package or exhausted name budget
+retains the declared name and marks the inventory partial. Empty component
+names and names with forbidden DEX characters retain their raw spelling and
+are not treated as identities. Valid DEX spaces, including boundary spaces,
+are preserved when resolving component names and matching alias targets.
+Whitespace in the manifest package is rejected by its separate package grammar.
+Component permissions inherit the application
+permission when no component permission is declared, except an activity alias
+with no permission: Android documents that case as requiring no permission
+through the alias. `permission_source` distinguishes a local declaration,
+inherited value, no requirement (including an explicit empty override), and a
+value omitted because its resource/manifest-placeholder token is unresolved
+or the total permission-byte budget was reached. Resource and placeholder
+references are not expanded at this parser boundary. Repeated inherited
+values share one inventory-wide byte budget.
+Provider `android:readPermission` and `android:writePermission` overrides are
+not projected as separate fields; their presence marks the inventory partial
+and is called out in `limitations`. Relative component names are not resolved
+against a manifest package with surrounding whitespace.
+Class-name segments follow DEX `SimpleName` characters, including a leading
+digit or hyphen, rather than Java source identifier rules. Relative-name
+expansion does not prove class existence, DEX-version compatibility or runtime
+loadability. SDK defaults accept JADX's decimal and hexadecimal integer
+spellings; the original SDK declaration strings remain unchanged.
+
+`exported` is the declared literal `true` or `false`, otherwise null.
+`exported_default` is the documented default only where it can be established;
+it remains null for unknown provider target SDKs, nonliteral declarations, or
+components with filters targeting API 31 or later that omit the now-required
+explicit declaration. A limitation records the latter validation error.
+Provider authorities and all inventory dimensions are bounded. `status:
+"partial"` and `limitations` identify omitted declarations or values; a
+capacity limitation appears only when an actual collection limit was reached.
+The projection does not merge manifests, expand resource references, or
+observe runtime enabled/export state.
+
+`enabled` and `grant_uri_permissions` report only literal component-level
+`android:enabled` and provider-level `android:grantUriPermissions` declarations.
+They are `null` when absent or not a literal boolean; missing attributes are not
+filled from application defaults. A nonliteral declaration gets a limitation.
+`process` preserves the exact component-level `android:process` spelling (including
+empty or symbolic values), or `null` when absent or omitted under the inventory-wide
+1 MiB copy budget. Neither field resolves resources, merges manifest values or
+establishes the effective runtime process or enabled state. The exact boolean
+attributes are retained in `enabled_declaration` and
+`grant_uri_permissions_declaration`, including resource references.
+
+`intent_filters` preserves each filter's source ordinal, exact priority spelling,
+actions, categories and individual data declarations (scheme, host, port, path,
+path prefix/pattern/advanced pattern/suffix and MIME type). These are declarations,
+not computed Android matching rules. `meta_data` lists names; values remain in the
+complete decoded manifest. Component, filter, data and metadata `location` values
+use one-based lines/columns and UTF-16 offsets into that manifest. A component's
+`declaration_index` preserves its original declaration ordinal, including gaps.
+
+`declaration_coverage` distinguishes complete, partial and unknown observations.
+Historical Evidence omits newly introduced fields and defaults coverage to
+`unknown`; omission never establishes absence. Current records contain the fields,
+with null for absent or unresolved scalar declarations. The inventory retains at
+most 32 filters and 64 nested action/category/data/metadata records per component,
+and shares a 1 MiB structured-value copy budget across components. Omitted values
+or unsupported filter constructs mark coverage partial and include a limitation;
+complete retained manifest text remains accessible.
+
+For a small answer, select `detail: "summary"` with an explicit view:
+
+```json
+{
+  "kind": "android",
+  "facet": "components",
+  "actions": ["android.provider.Telephony.SMS_RECEIVED"],
+  "fields": ["name", "permission", "enabled", "process", "intent_filters"],
+  "offset": 0,
+  "limit": 16
+}
+```
+
+The same JSON works with CLI `--view` or retained `inspect_analysis_view`.
+`kinds`, `names` and `actions` use exact matching; names accept either the recorded
+declared or resolved name, actions match any requested action, and different
+filters combine with AND. `exported` matches only explicit declarations, keeping
+`exported_default` separate. Empty selectors match nothing. Every selected row
+retains its parent-array `source_index` and `declaration_coverage`; source coverage,
+parent identity and limitations remain alongside the page. Follow
+`coverage.next_offset`. The 1 MiB projection budget can shorten a page; a single
+oversized row requires fewer selected fields. Exhausting a partial source does
+not establish complete manifest coverage. `facet: "component-summary"` applies
+the same filters and counts kinds, declaration coverage and explicit/default
+exported values separately. Both adapters use the same retained projection;
+repeated pages do not reload JADX.
+
+The service `foreground_service_type` field preserves the declared attribute,
+including an empty value or surrounding spaces; `null` means the attribute is
+absent or the component is not a service. This field does not validate service
+type tokens or establish runtime eligibility.
+
 ## Supply tools

 Use a **full JDK 17 or newer** (including its compiler module) and
@@ -147,6 +250,21 @@ queries accept the same `overload_index`; the bridge resolves the selected
 method node and the result reports its index and displayed signature. These
 indices are tied to the current artifact and engine, not stable across builds.

+`inspect_android_class` also reports `dex_static_value` for each `static final`
+field whose class definition encodes a value in its DEX static values, so
+compile-time constants are readable even when the class has no `<clinit>`.
+Each value is typed: `boolean`, `byte`, `short`, `char` (UTF-16 code unit) and
+`int` values are JSON booleans or numbers, while `long`, `float` and `double`
+values are strings holding Java's text for the value, so 64-bit values stay
+exact. The field reports `null` when no value is encoded, the encoded value is
+null or of another kind, or the field is not `static final`. The value is read from parsed
+metadata without generating source, and a static initializer can still assign
+the field; use `inspect_android_method` on `<clinit>` for that evidence.
+Only `inspect_android_class` asks the bridge for these values.
+`inspect_android_method` and `trace_android_references` read the member-only
+class summary, so large encoded strings cannot push their member lookup past
+the 8 MiB protocol frame limit.
+
 Smali fallbacks select one complete block using the original method name and DEX
 descriptor, before applying the source byte limit. This preserves the selected
 overload even when Java code generation renames a method. If the selected Java
@@ -168,6 +286,162 @@ instructions into field declarations, leaving an empty or incomplete method
 body. The selected method's disassembly preserves those instructions and retains
 the same source byte limit and explicit truncation reporting.

+## Apply an R8/ProGuard mapping
+
+Release builds shrunk by R8 or ProGuard rename classes and members. Select the
+build's `mapping.txt` with `mapping_path` on `inspect_android_class` or
+`inspect_android_method`, or `--mapping-path` on the matching CLI command:
+
+```sh
+rea inspect-android-class /path/Example.apk a.b --mapping-path /path/mapping.txt \
+  --detail summary --evidence_output /tmp/class-evidence.json
+```
+
+For agent workflows, select `detail: "summary"` on class and method inspection.
+It preserves the complete normalized member inventory or selected method body,
+including mapping annotations, while retaining duplicate raw provider calls in
+the complete parent Evidence. The reply links that parent's identity and digest;
+export it with `export_evidence_bundle` or read its summary again through
+`inspect_analysis_view`. CLI summaries require `--evidence_output` and return
+the portable bundle path. Omitted or `complete` detail preserves complete inline
+Evidence. Search and reference operations retain their existing contracts.
+Symbol summary views admit at most **1 MiB**, including view context. An admitted
+method's source can already consume that amount; a larger combined summary
+fails explicitly instead of silently truncating facts. MCP refusal includes
+the retained parent ID. Select complete detail, or inspect one method rather
+than a whole class, when the requested summary does not fit.
+
+The mapping path must be absolute. Selectors still take the observed names, such as
+`a.b`, and observed rows are unchanged. The result adds one `mapping` block with
+the file's path, SHA-256 and size, the header values the file reports
+(`compiler`, `compiler_version`, `min_api`, `map_version`, `pg_map_id`,
+`pg_map_hash`), valid record counts and up to 16 malformed line samples. Its
+`symbols` list has one entry per observed class, inner class, method and field;
+`inspect_android_method` lists the class and the selected method. `coverage`
+counts each resolution status. With summary delivery, these unchanged facts are
+under the view's `summary` field; the view separately reports source coverage.
+
+Lookups use the bridge's raw DEX names, not JADX display aliases such as a
+renamed reserved word. Each symbol resolves as:
+
+- `mapped`: exactly one record matches. A class needs one record for its raw
+  name (`verified_by: "class"`). A method must also match its DEX prototype
+  (`"descriptor"`) and a field its DEX type (`"type"`). R8 residual signature
+  metadata is used when present; otherwise original types are translated
+  through the file's class records.
+- `ambiguous`: `multiple-records`, `descriptor-mismatch`, `type-mismatch`,
+  `ambiguous-class` or `residual-signature-conflict`, with `candidate_count` and
+  up to 8 candidates. Conflicting residual metadata never selects a winner. A name match
+  whose prototype or type does not verify is never reported as mapped.
+- `unmapped`: no valid record matched the raw identity.
+- `unknown` with reason `projection-budget`: this claim did not fit the combined
+  reply budget. The observed raw symbol remains present; `coverage.unknown`
+  counts these omissions. Inspect that specific class or method separately,
+  or consult the selected local mapping file for complete source records.
+
+A line continues an inline frame stack when it repeats the previous line's
+minified range and obfuscated name and gives a single call-site line, such as
+`:7`. Only the outermost original of a stack becomes a candidate. Original
+line numbers and source files are not projected. Malformed records are counted
+and skipped, so an `unmapped` symbol might be described by one of them. A file
+that is missing, not a regular file, not UTF-8, larger than the byte limit or
+without any class record, such as `usage.txt` or `seeds.txt`, is refused before
+JADX is used. Requests read their mappings one at a time, in the same queue as
+the JADX work and under the same operation deadline. A mapping failure therefore never starts or retires the JADX
+session, and a different mapping reuses the loaded APK.
+
+## Link native declarations to JNI candidates
+
+When advertised, `inspect_android_jni_bindings` links original `ACC_NATIVE`
+declarations from standard root `classes*.dex` members to bundled ELF libraries.
+The supplied JAR's DEX reader preserves duplicate declarations before decompiler
+deduplication. This operation does not load the APK into the decompiler.
+MCP defaults to retained summary delivery when `detail` is omitted; select
+`complete` explicitly to receive the full report inline.
+
+```json
+{
+  "path": "/absolute/Example.apk",
+  "class_name": "org.conscrypt.NativeCrypto",
+  "method_names": ["EVP_PKEY_new_RSA"],
+  "abis": ["arm64-v8a"],
+  "detail": "summary"
+}
+```
+
+Class/method names and optional `descriptors` select raw DEX identities.
+`library_paths` selects exact logical APK paths such as
+`lib/arm64-v8a/libconscrypt_jni.so`; each library's `source_path` preserves its
+original ZIP spelling. Omitted filters include all scoped facts; `[]` matches
+none. Class selection never narrows the global inventory used for table-class
+attribution.
+
+Independent `declarations`, `libraries`, `candidates` and `bindings` collections
+have stable IDs and source ordinals. Candidates retain APK/library digests,
+ABI, function addresses and file offsets. Table candidates also retain section,
+table and entry identity plus all three name/signature/function pointer slots
+and their relocation sources. JNI exports follow the
+[UTF-16 escaping and short-before-long rules](https://docs.oracle.com/en/java/javase/21/docs/specs/jni/design.html#resolving-native-method-names);
+failed escaping does not acquire an invented export match. Tables require
+NUL-terminated [Modified UTF-8 strings](https://docs.oracle.com/en/java/javase/21/docs/specs/jni/types.html#modified-utf-8-strings),
+valid descriptors and executable load mappings. REL, RELA and RELR retain
+separate provenance; unsupported packed relocations and unresolved pointer
+spans stay explicit unknowns.
+
+A static `JNINativeMethod` entry names no class. Attribute it uniquely only
+when exactly one declaration in the complete recorded native inventory has
+that `(name, descriptor)` pair. Multiple classes remain ambiguous after a
+class filter; a partial inventory cannot establish unique attribution.
+
+Each selected declaration has a row per selected/observed ABI. `matched` means
+candidate presence was observed; `ambiguous` means multiple observed targets
+or class associations remain. Binding `coverage` is separate: a matched
+partial row does not establish complete uniqueness, and an empty partial scan
+is `unknown`, never `unmatched`. ELF/ABI label mismatches preserve facts without
+asserting a binding. No result establishes library loading, runtime registration
+or method invocation.
+
+Summary returns the first 64 selected binding rows, their declaration/candidate
+closure and every selected library's identity, coverage and failure reason;
+counts and page coverage describe the full selected binding set. Selected
+declaration IDs have separate preview coverage, so native declarations remain
+visible even when the APK has no bundled ABI libraries. Complete
+Evidence stays retained. Read exact fields or further pages without reopening
+files or rerunning analysis:
+
+```json
+{
+  "source": { "kind": "retained-evidence", "evidence_id": "ev_<digest>" },
+  "view": {
+    "kind": "android-jni",
+    "collection": "bindings",
+    "offset": 64,
+    "limit": 64,
+    "fields": ["declaration_id", "abi", "status", "coverage", "candidate_ids"]
+  }
+}
+```
+
+Collections also include `declarations`, `candidates` and `libraries`, with
+exact filters and batch lookup by declaration/candidate/library IDs. `row_index`
+is the original parent collection index; DEX and
+ZIP source ordinals stay separate. Complete detail returns the full report.
+CLI uses the same selection and delivery contracts. Its common one-shot
+default remains complete; summary delivery requires an explicit Evidence path:
+
+```sh
+rea inspect-android-jni-bindings /absolute/Example.apk \
+  --query '{"class_name":"org.conscrypt.NativeCrypto","method_names":["EVP_PKEY_new_RSA"],"abis":["arm64-v8a"]}' \
+  --detail summary --evidence_output /absolute/fresh-jni-evidence.json
+```
+
+Optional `--view` accepts the same JSON page and requires summary delivery.
+Evidence bundles never overwrite files. Complete declarations and one library
+selection are cached within the immutable APK session. Changing ABI/library
+selection replaces the scan; class/method selection reuses it. Fresh analysis
+still validates current caller APK bytes. Idle/close releases the caches;
+retained Evidence remains historical and independently readable.
+
 ## Interpret the result

 - Package inspection retains decoded manifest XML, summary declarations,
@@ -204,6 +478,11 @@ the same source byte limit and explicit truncation reporting.
  `dex_descriptor`, for example `(I)V`. Display names can be JADX aliases;
  the descriptor alone is not a complete raw DEX method ID. Overload indices
  are tied to this artifact and engine, not stable identities across builds.
+- A `mapping` block appears only when the caller selected `mapping_path`. Its
+  names are claims from that file, not observations of the APK. REA does not
+  check that the mapping belongs to this build; `pg_map_id` is reported, not
+  compared. Evidence keeps the selected path in its parameters and the file's
+  SHA-256 in the result.
 - Method inspection reports Java or smali, fallback markers and complete/partial
  returned text. Decompiled source is a derived representation. A complete text
  result does not establish complete semantics or a byte-identical reconstruction.
@@ -293,6 +572,19 @@ target/configuration changes, failure, timeout, cancellation, MCP disconnect or
 server shutdown. One-shot CLI commands always join cleanup before returning.
 REA never writes to the original APK or launches target code.

+JNI scans reuse the analyzer process without loading the APK into the
+decompiler. They admit at most 64 MiB per DEX member and 256 MiB of DEX bytes,
+with a 4 MiB native-declaration JSON allowance before MCP string escaping.
+Native libraries are processed sequentially: one 64 MiB buffer, 256 MiB total
+selected read work, and a 16 MiB parsed-library-facts allowance. ZIP inventory
+and library counts also have explicit resource bounds. Unexamined occurrences
+remain unknown. A complete relationship report has a separate 16 MiB serialized
+allowance; summaries/pages allow 1 MiB including their provenance envelope.
+These are resource admissions, not claims about maximum valid Android formats.
+Select fewer ABI/library occurrences or smaller retained pages when needed.
+Completed parsed library facts survive failed reader finalization in typed
+partial observations; the exact reader owner remains available for cleanup retry.
+
 On Windows, stdin writes preserve stream backpressure and run outside the Node
 event loop. Cancellation terminates the retained job, including descendants,
 before workspace cleanup. On Windows, a detached REA helper owns the private
@@ -353,11 +645,17 @@ export REA_JADX_OPERATION_TIMEOUT_MS=600000

 The value must be a decimal millisecond count from 1 to 2147483647; anything
 else is refused before Java starts. REA reads it from the environment captured
-at process start. A change applies on the next process start; an already
-running server keeps the deadline it started with. The same deadline bounds
-each upstream call. A timeout names `REA_JADX_OPERATION_TIMEOUT_MS`, the
-effective milliseconds, and that range. A passing JADX configuration check in
-`rea doctor` reports the effective `operation_timeout_ms`. Explicit
+at process start. Changing that environment requires a new REA process. On a
+running MCP server, set `jadx.operation_timeout_ms` through
+`update_analysis_settings` to change the default for newly accepted operations;
+queued or running operations retain their accepted budget. The same deadline
+bounds each upstream call. Timeout recovery reports the effective milliseconds
+and range, with `details.limit` identifying the runtime setting. An invalid
+provider-local launch value can also be repaired by a runtime override; reset
+exposes that invalid launch value again. See the
+[settings design](design/limits-and-recovery.md#invalid-launch-configuration).
+A passing JADX configuration check in `rea doctor` reports its launch-derived
+`operation_timeout_ms`; it does not inspect another running server's overrides. Explicit
 cancellation still ends the operation immediately, and partial observations
 and owned-process cleanup are unchanged. Raising the deadline does not extend
 the bridge's 30-second startup handshake or the upstream **90-second**
@@ -372,6 +670,27 @@ complete, case-sensitive search contract. A protocol frame above **8 MiB**, or c
 **32 MiB per operation**, fails with a diagnostic instead of returning an incomplete inventory
 as complete. These are memory-safety boundaries, not undocumented result caps.

+A selected R8/ProGuard mapping is re-read and SHA-256 checked on every call, up
+to **64 MiB**. The serialized provider keeps one successful parsed index, keyed
+by byte length and digest with fixed parser options. Identical bytes reuse that
+index; changed bytes are reparsed, missing files still fail, and each response
+preserves the currently selected path. The index is released on provider idle
+retirement or close. Omitting `mapping_path` never applies the cached mapping.
+During replacement, the old index can coexist with the new parse until it
+succeeds; these transient allocations count toward process memory.
+
+Before retaining records, the parser admits an estimated **128 MiB** index
+representation and **8 MiB** of expanded mapped claims per residual class,
+including shared header facts. The index allowance accounts for strings and
+containers; it is not a measured V8 heap cap. Parameter and metadata expansion
+is admitted before splitting or JSON decoding. These fixed resource bounds
+have no runtime override; refusal reports `resource_constraint`, the source
+line and mapping SHA-256. Ambiguous lookups count all candidates while keeping
+only the first eight in stable file order. A separate **8 MiB** combined claim
+budget applies to the actual query set, including outer and inner classes,
+before cloning the report. Claims that do not fit become explicit `unknown`
+entries; other admitted claims and all observed identities remain available.
+
 ## Real verification

 Download the explicit public fixtures once; this installs no tools:
@@ -239,13 +239,26 @@ serialized size of the report together with its limitations (which repeat
 archive names) is then checked against an 8 MiB output budget (the exact check
 is authoritative); an over-budget report is refused, not truncated.

-The whole-file reader retains read chunks and a concatenated buffer; total
-process memory exceeds the selected file's size. It also computes the complete
+Signing blocks admit at most 4096 ID/value pairs; at most 4096 signing-relevant
+META-INF entries are retained. These fixed counts, signer/lineage counts and the
+report byte budget return nonretryable `resource_constraint` errors naming the
+effective allowance. This release has no runtime override for them. Waiting for
+an active scan cannot raise a fixed count, and complete CLI JSON cannot raise the
+report budget. Occupied scan-queue capacity remains retryable after a scan finishes.
+
+The whole-file reader allocates the selected snapshot and bounded read scratch;
+total process memory exceeds the selected file's size. It also computes the complete
 file SHA-256, so inspection is not header-only. Content digests are recomputed
 at most once per SHA-256/SHA-512 algorithm during one inspection. Input,
 inflation, decoded-record and serialized-output bounds keep work finite;
 resource refusals are distinct from malformed format errors.

+If the stable read completes but closing its descriptor fails or is cancelled,
+the error retains `details.partial_observation` with the selected path, complete
+file SHA-256 and byte count. These facts describe the acquired file; they do not
+establish any decoded signing facts. Failed cleanup remains visible until the
+provider releases the descriptor on a cleanup retry.
+
 A file that is not a ZIP is refused as an unsupported target. A damaged ZIP
 (local headers but no end-of-central-directory), a central directory that
 cannot be walked or whose declared record count does not account for all of
@@ -100,12 +100,13 @@ still suppresses all string projection, including in this mode.
 - **Metadata comes from apktool.yml as apktool printed it.** Version codes
  keep their own spelling (`'7'` versus `7`); `package_name` is read from
  the decoded manifest, not inferred.
-  Apktool 3's emitted `version: 3.x.y` header selects its single-line string
-  dialect: literal hashes, single quotes, empty strings, and the text `null`
-  stay part of the value; producer backslashes and Unicode escapes decode
-  once. Older/tagged documents retain YAML scalar semantics; double-quoted
-  values also retain YAML string semantics.
+  The `version: 2.9.0`-or-later header that Apktool 2.9+ and 3 emit selects
+  their single-line string dialect: literal hashes, single quotes, empty
+  strings, and the text `null` stay part of the value; producer backslashes
+  and Unicode escapes decode once. Older/tagged documents retain YAML scalar
+  semantics; double-quoted values also retain YAML string semantics.
  This distinction follows the released
+  [2.9.0 metadata writer](https://github.com/iBotPeaches/Apktool/blob/b64e257c9b689eb9630ad0241f2fe4f4a749955b/brut.apktool/apktool-lib/src/main/java/brut/androlib/apk/VersionInfo.java#L38-L42),
  [3.0.3 metadata writer](https://github.com/iBotPeaches/Apktool/blob/18b5e99cb56ff9451e8aa55b065dcf5bbd616975/brut.apktool/apktool-lib/src/main/java/brut/androlib/meta/VersionInfo.java#L49-L55)
  and [string escape owner](https://github.com/iBotPeaches/Apktool/blob/18b5e99cb56ff9451e8aa55b065dcf5bbd616975/brut.j.yaml/src/main/java/brut/yaml/YamlStringEscapeUtils.java#L55-L116).
 - **The manifest is the decoded text**, bounded at 512 KiB and reported as
@@ -29,7 +29,12 @@ body is parsed only when that string is `"309"`. Other types, including `"288"`
 stackshots, return no crash result.

 `process`, `exception`, `termination`, `faulting_thread`, `threads`, and
-`images` reproduce documented body fields when present. Integers keep their
+`images` reproduce documented body fields when present, including each image's
+`name` and each frame's `symbolLocation` (as `symbol_location`, the byte offset
+from the start of `recorded_symbol`). `termination` keeps the terminating
+process as `by_proc` and `by_pid` and its `flags`; `process.parent_pid` keeps
+`parentPid` next to `parent`; and `metadata` keeps `build_version` and
+`platform`. Integers keep their
 decimal literals and a hexadecimal form, including arm64e registers above
 2^53. Frame roles follow the recorded frame index: row zero of the resolved
 faulting thread is `faulting_instruction`, row zero of other threads is
@@ -38,9 +43,22 @@ address uses that row's own image base and offset. The recorded `inline` flag
 does not supply a missing offset or authorize borrowing another row's address.
 When `faultingThread` is missing or does not resolve to a recorded thread
 object, row-zero roles are `unknown`; the recorded lookup remains available.
+A translated process records Rosetta's registers in a nested
+`threadState.rosetta` object; each one is reported as `rosetta.<name>` and
+counts toward the register budget. A [public ReportCrash `.ips` log](https://github.com/Mortennn/Dozer/issues/189)
+shows `rosetta.tmp2`, `tmp1`, and `tmp0` beside ordinary x86 registers. The
+test fixture quotes that register excerpt inside an authored report body; it
+does not generate a new Rosetta crash during the test.
+Observed JSON strings retain `""`; `null` means the field was missing or JSON
+`null`. This includes image paths, frame symbols, process text, and the older
+string `osVersion` form. Unlisted JSON keys and generic register names also
+retain empty spellings. An empty image architecture remains recorded as `""`
+while `uuid_unknown` stays true, since that spelling does not establish an
+architecture. An empty UUID is malformed, so its exact spelling appears in
+`coverage.type_mismatches` and its canonical UUID remains unknown.
 `process.os_version` keeps the producer's dictionary (`train`, `build`,
 `release_type`, `is_embedded`) or the older string form. Image UUIDs are uppercase 8-4-4-4-12; an all-zero UUID
-or a missing `arch` is `uuid_unknown`. Image `source` letters keep their
+or a missing or empty `arch` is `uuid_unknown`. Image `source` letters keep their
 documented meaning (`P` process, `S` shared cache, `C` shared cache library,
 `K` kernel, `U` kernel cache, `T` kernel text exec, `A` absolute). Keys the
 documentation does not list remain in `unlisted_keys` or `unlisted_body_keys`.
@@ -21,14 +21,14 @@ graph TD
    subgraph "Application Layer"
        APP["src/application/<br/>Shared CLI/MCP workflows<br/>enhanced analysis and investigations"]
        SESSION["SessionProviderRouter + BinarySession<br/>one immutable deep binding per target<br/>disjoint auxiliary routing"]
-        REGISTRY["AnalysisProviderRegistry<br/>sorted deep candidates<br/>deterministic selection, no fallback"]
+        REGISTRY["AnalysisProviderRegistry<br/>sorted deep candidates<br/>deterministic selection, no fallback<br/>ProviderInspectionScope: prerequisite observation lifetime"]
        RECORDS["src/application/investigation/<br/>composed InvestigationRecords + narrow ports<br/>EvidenceLedger and Unknown ownership"]
-        SNAPSHOT["BinarySessionRecords + AnalysisSnapshotCache<br/>binary target/profile snapshots<br/>compatibility facade and post-commit notifications"]
+        SNAPSHOT["BinarySessionRecords + AnalysisSnapshotCache<br/>binary target/profile snapshots and session file ownership<br/>record coordination and post-commit notifications"]
        JS_RECON["src/application/javascript/ + src/artifacts/javascript/<br/>JavaScript artifact reconstruction<br/>directory/ASAR reads<br/>AST-only bundle projection"]
    end

    subgraph "Provider Layers (selected adapters)"
-        PROVIDER_OWNERS["src/providers/<br/>shared deferred client and inspection owners<br/>exact cleanup retry and attributed failures"]
+        PROVIDER_OWNERS["src/providers/<br/>shared deferred client owners<br/>exact cleanup retry and attributed failures"]
        PWNTOOLS["src/native/pwntools/ + src/native/pwndbg/<br/>BYO offline ELF/core adapters<br/>owned snapshots/Python and optional core-only GDB<br/>unchanged upstream parsers, ABI structures and mapping API"]
        WASM["src/wasm/<br/>caller-supplied WABT; immutable artifact inspection<br/>owned process supervision and retryable workspace cleanup"]
        APKSIG["src/apkSignature/<br/>in-process APK Signing Block + v1 reader<br/>bounded single read, no device or execution"]
@@ -75,7 +75,7 @@ graph TD
    end

    subgraph "Domain Layer"
-        DOMAIN["src/domain/<br/>Pure side-effect-free modules<br/>evidence, comparisons, application graphs"]
+        DOMAIN["src/domain/<br/>Pure side-effect-free modules<br/>format declarations, provider selection, Evidence, comparisons, application graphs"]
    end

    subgraph "Configuration"
@@ -8,9 +8,12 @@ ordinary binary inspection use the same modular capability.

 ## Bring your own engine

-Initial real verification covers **Linux x64, ELF64 x86-64 little-endian
-EXEC/DYN/REL**. Provide an absolute Python executable whose environment already
-contains unchanged pwntools 4.15.0, pyelftools 0.33 and Unicorn 2.1.2:
+Real verification covers **Linux x64** hosts and **EXEC/DYN/REL** objects in
+these profiles: ELF64 x86-64, ELF32 i386, ELF32 little-endian ARM and ELF32
+little- or big-endian MIPS. Other machines, classes and byte orders, including
+AArch64 and big-endian ARM, return `unsupported_target`. Provide an absolute
+Python executable whose environment already contains unchanged pwntools 4.15.0,
+pyelftools 0.33 and Unicorn 2.1.2:

 ```sh
 REA_PWNTOOLS_PYTHON=/absolute/isolated-env/bin/python \
@@ -100,6 +103,8 @@ one section or symbol, or a stable page without re-running the decoder. CLI
 one-shot invocations pass portable inline Evidence JSON; an MCP session uses
 the retained `evidence_id`. Page `limit` is required and bounded by the
 measured MCP stdio budget documented on the tool contract.
+An empty retained section or symbol collection has no valid item index. Its page
+view can still return an empty page.
 Malformed authenticated layout input remains rejected with the owning schema's
 safe field diagnostics under `source.normalized_result`, including the field
 path and type or value reason. Evidence authentication and decoder validation
@@ -94,6 +94,14 @@ content. Actual JSON properties with those names remain content. Reference-only
 objects, unsupported values, and opaque cookie partition identities remain
 incomplete. Previously exported fingerprints are not recomputed; recapture both
 sides when comparing captures produced across this decoder change.
+IndexedDB schema fingerprints with `projection_version: 2` include the observed
+database version and object-store definitions. A missing, malformed, or imprecise
+version leaves the schema fingerprint incomplete while retaining observed store
+facts. Historical fingerprints without this marker covered object stores only:
+matching historical hashes cannot establish unchanged database versions, and a
+historical hash is not compared with a version-bearing hash. Recapture both
+sides for a complete IndexedDB version comparison; other proven storage changes
+remain reportable.

 Script comparison groups observations by reported URL and compares unordered
 content samples. Producer inventory keys include optional metadata, so a changed
@@ -407,7 +415,8 @@ allowance; exhaustion fails the observation explicitly instead of guessing scope
 Response metadata parses repeated CDP header field lines independently. The
 Link projection retains their declarations in order. `csp.directives` lists the
 directives of every CSP policy in order, across field lines and comma-separated
-policies, without recording policy boundaries, so a directive name can repeat.
+policies, without recording policy boundaries, so a directive name can repeat
+across policies. As in CSP3, a repeated name within one policy is ignored.
 Single-valued policy fields combine their lines as one comma-separated value,
 as RFC 9110 specifies. Each link keeps its target in `href` and
 its relationship context in `context_url` with a separate `context_scope`;
@@ -426,6 +435,17 @@ complete Structured Field Item, including parameters such as `report-to`.
 These are declarations, not an assessment of the document's effective policy;
 absent, malformed or non-token items project as `null`.

+Console entries, WebSocket frame summaries, and selected request/response JSON
+shape outputs share one 8 MiB retained-observation allowance per capture. Shape
+inference admits expanded path bytes before allocating those paths, including
+escaped and Unicode property names. Replacing or removing a request's shapes
+refunds their retained charges. A refused body shape preserves network metadata
+and any captured peer shape with `resource_budget_exhausted` coverage; a refused
+WebSocket frame is counted as dropped rather than reclassified as non-JSON text.
+The allowance has no runtime override. Protocol messages and JSON input parsing
+remain subject to their separate transport admission; this output allowance does
+not bound the whole process heap.
+
 REA retains local observation data and removes only URL userinfo credentials, explicitly declared scenario secrets, and values from structured credential/storage fields:

 - URL observations preserve the complete local URL, including query values, fragments, duplicate parameters, and their order. Only username/password userinfo is removed; malformed original URL strings remain available with `origin: null`.
@@ -590,6 +610,22 @@ Network and console coverage starts only after REA attaches and enables the rele

 Source maps are not fetched by inspection. Bundle analysis fetches them only when `fetch_source_maps` is selected, with exact-origin redirect checks and no credentials, cookies, or referrer. Each fetch operation uses `source_map_fetch_timeout_ms` (default 30000) and a 64 MiB aggregate streamed-response budget across redirects. The byte budget has no runtime override. A fetch overrun is an item limitation, not a thrown analysis timeout. A deadline or byte-limit failure remains explicitly unavailable and makes bundle completeness partial. Source-map decoding also bounds raw resolved identities to 64 MiB and aggregate inline evidence to 32 MiB. Failed maps preserve their failure context when it fits; if another context cannot fit, collection stops with the full requested count, the returned processed count, and an explicit unknown-results limitation. Retained mappings and original sources are returned inline. See [source-location limits](web-source-location.md) for the structural decoder bounds. Original source artifacts with `.ts`, `.tsx`, `.mts`, or `.cts` suffixes carry `text/typescript`; other source names retain `text/javascript`.

+A fully read response that fails UTF-8, JSON, mapping, or structural validation
+retains `artifact: null`, empty original-source, module-edge, and mapping
+arrays, and an explicit failure limitation. Invalid content is `invalid`;
+decoder or structural capacity refusal is `fetch_failed`. Its optional
+`response_identity` records the complete body's SHA-256 digest, byte count,
+and `fetch-response-body-bytes` representation without retaining malformed
+text or charging that text to the 32 MiB output budget. These are bytes
+delivered by Fetch after HTTP content decoding and before UTF-8 decoding, not
+HTTP wire bytes. The identity is absent when the body was not fully read, and
+older observations may omit it. A response whose text cannot fit the existing
+output budget is likewise `fetch_failed` with text omitted and completed-body
+identity; JSON parsing and source-map decoding are not attempted. Successful and partial maps keep their
+full text artifacts. Their original text, including an initial BOM or XSSI
+line, remains distinct from the parsing view that removes that framing.
+Collection reads the body once and does not raise its response or output limits.
+
 When fetching is selected, source-map `excluded` facts preserve the capture
 ledger's reasons and counts for declarations rejected before download. No
 disallowed URL details are retained or fetched. `requested` and `processed`
@@ -597,6 +633,17 @@ count the admitted fetch requests; exclusions are counted separately. Excluded
 declarations make the collection unavailable, or partial when maps were retained.
 An empty collection with no declarations remains `not_requested`.

+If the caller cancels while later source maps are being fetched, the failure's
+partial Evidence retains the captured page and every completed map item. Its
+`normalized_result.kind` is `web-bundle-acquisition` and
+`analysis_status` is `not_performed`: no script-analysis result is claimed.
+`source_maps.requested` remains the admitted request count,
+`source_maps.processed` counts completed items, and any unprocessed requests
+have an explicit unknown-results limitation. Capture exclusions remain in the
+same collection. The cancellation error keeps the caller's exact reason;
+an already observed response resource or cleanup failure keeps its own error
+category and cleanup owner.
+
 Source-map items retain the script's `declared_url` separately from the observed
 `effective_url`. Successful maps use the latter as their source-resolution base.
 Failed fetches retain the last response URL observed within the approved origins;
@@ -10,8 +10,10 @@ liveness deadlines. `INPUT_JSON` may be inline JSON or a JSON file path.
 The minimal request contains only browser launch/connect selection, `start_url`,
 and at least one `actions` entry. Launch `headless` defaults to `true` and can
 be set to `false` where the host supports a visible browser. Navigations follow
-the destinations named by the scenario and the page's ordinary browser requests;
-there is no separate origin allowlist or request-interception layer. Environment
+the destinations named by the scenario and the page's ordinary browser requests,
+and [request steps](#request-steps) send only to the start URL's origin;
+there is no separate origin allowlist. Request steps use a temporary dispatch
+gate for cancellation; ordinary page requests retain their browser behavior. Environment
 settings (including service workers blocked by default), empty storage, and a
 final sanitized URL capture are supplied by default. Set
 `environment.service_workers` to `allow` when the application requires them.
@@ -49,6 +51,30 @@ covers endpoint discovery only. The following WebSocket handshake and
 `Target.attachToTarget` each use `command_timeout_ms`. `capture.limits` controls retained event and network-content
 budgets; it does not change those liveness deadlines.

+## Validate a scenario before running it
+
+`validate-browser-scenario INPUT_JSON` checks one scenario against the same
+`browserScenarioSchema` refinement that `capture_browser_scenario` admits, and
+stops there. `INPUT_JSON` may be inline JSON, a JSON file path, or `-` for
+standard input.
+
+```bash
+rea validate-browser-scenario ./browser-scenario.json --json
+```
+
+A valid scenario reports `{"valid":true,"actions":<count>,"secrets":<count>}`
+and exits 0. An invalid one exits 1 and reports the same field paths capture
+would report, so a correction made here is the correction capture needs:
+duplicate or reserved step IDs, duplicate secret identities and
+environment-variable names, undeclared secret references, request-step
+violations, and unknown fields.
+
+Validation performs no browser discovery, launch, attachment, or navigation and
+constructs no provider. It does not read secret environment variables, so a
+scenario whose declared variables are unset still validates; the missing-value
+failure belongs to capture. A schema-valid scenario does not prove that the
+executable or target is available on the host.
+
 ## Minimal launch example

 Save this as `browser-scenario.json`, replacing the executable path with an
@@ -171,6 +197,12 @@ distinction: it closes and deletes provider-owned profiles, but only disconnects
 from an external CDP browser. Real-browser verification checks both outcomes and
 confirms that an attached external browser remains alive.

+CDP connections leave Playwright's default-context overrides disabled. The
+selected page receives the declared scenario environment and temporary focus
+emulation, so actions can complete while that page is in the background.
+Its environment owner clears these overrides before disconnecting; other pages
+keep their media settings. Connecting does not create a bootstrap page.
+
 That cleanup requires REA to remain running. Abrupt termination, including
 Windows process-tree termination or POSIX `SIGKILL`, can leave the launch
 profile and Playwright artifacts behind. A profile can retain cookies, history,
@@ -204,7 +236,9 @@ language environments.
 HTTP(S) URLs may include ordinary query values and fragments directly. Use
 ordered structured query entries when a value needs to reference a declared
 environment-backed secret. Form, storage, and cookie values are either literal
-strings or declared secret references. Raw URL userinfo credentials are rejected.
+strings or declared secret references; request step headers can also read a
+cookie or local storage value from the page, and request steps and `goto`
+destinations can send [saved values](#saved-values). Raw URL userinfo credentials are rejected.
 Captured credential-header
 values are not retained, and declared secret values are redacted automatically.
 A secret may be declared solely to
@@ -315,6 +349,261 @@ external browser without closing it. The request itself defines the operation;
 there is no additional REA grant step. The browser and host still enforce their
 own access and process rules.

+## Request steps
+
+A `request` step sends one HTTP request from the page with the page's own
+`fetch`, so the browser attaches the session's cookies and the request is
+recorded in the step's network events like any request the application makes.
+Use it to record an application's API, including writes, when driving the UI
+for each call would be slower or less exact than calling the endpoint the UI
+calls. It is the only action that changes application state without a user
+gesture, so run scenarios with write requests only against an instance whose
+data you may change. This scenario creates one item:
+
+```json
+{
+  "browser": {
+    "mode": "launch",
+    "executable_path": "/absolute/path/to/chromium"
+  },
+  "start_url": { "url": "http://127.0.0.1:3000" },
+  "actions": [
+    {
+      "step_id": "create-item",
+      "action": "request",
+      "method": "POST",
+      "path": "/api/items",
+      "query": [
+        { "name": "notify", "value": { "source": "literal", "value": "false" } }
+      ],
+      "headers": [
+        {
+          "name": "X-CSRFToken",
+          "value": { "source": "cookie", "name": "csrftoken" }
+        },
+        {
+          "name": "Authorization",
+          "value": {
+            "source": "local_storage",
+            "key": "auth",
+            "json_pointer": "/token"
+          },
+          "prefix": "Bearer "
+        }
+      ],
+      "json": { "title": "Scratch item 1" },
+      "expected_status": [201],
+      "timeout_ms": 10000
+    }
+  ]
+}
+```
+
+- `method` is `GET`, `HEAD`, `POST`, `PUT`, `PATCH` or `DELETE`. `json` is the
+  body, sent with `Content-Type: application/json` unless a header sets one; a
+  `GET` or `HEAD` step cannot carry it.
+- `path` starts with one `/` and must resolve to the start URL's origin, which
+  validation checks before the browser starts. When the step runs, the page must
+  be on that origin, checked again in the page as the request is sent; add a
+  `goto` step first if an earlier action left it. A query in `path` is sent as
+  written (a fragment is not sent), and `query` entries are appended after it
+  in order and may reference declared secrets.
+- Request steps follow no redirects: a redirect answer fails the step, and
+  nothing is sent to the location it names, though a write the redirect
+  answered may already have been applied. `expected_status` cannot name a 3xx
+  status. Give the path the redirect names; with header values selected, the
+  capture records its `Location`.
+- Header values are literals, declared secrets, a cookie the browser holds for
+  the request URL (`{"source": "cookie", "name"}`, HttpOnly cookies included,
+  whose value the page's scripts can then see while the request runs), or a
+  local storage entry on the start origin (`{"source": "local_storage",
+  "key"}`, with an optional `json_pointer` to a string or number in a stored
+  JSON value). `prefix` is sent before the value. A value read from the page is
+  redacted like a declared secret, as `[REDACTED:page:<step_id>.<header>]`,
+  from records made after the step reads it; a response recorded earlier, such
+  as the login response that returned a token, keeps the value. A value read
+  again keeps its first marker, and a value shorter than 8 characters is not
+  redacted, since redacting it would rewrite ids, ports and hosts throughout
+  the capture. A value is redacted as stored and as `fetch` sends it, without
+  surrounding spaces and tabs. A missing cookie, key or pointer fails the step.
+  Reading a page value raises the estimated cost of redacting every later
+  body, so the bodies kept within `max_network_body_allocation_bytes` (1 MiB
+  by default) get smaller: after a 32-character `X-CSRFToken` value, a body over
+  about 47 KiB is kept as `unavailable`. Raise `capture.limits` when the
+  application's responses are larger.
+- A header can send Basic credentials, `{"source": "basic_credentials", "parts":
+  [username, password]}`: the base64 of `username:password`, after a `prefix`
+  such as `"Basic "` or with none, as some APIs take encoded credentials in
+  their own header. Each part is a literal, a declared secret, a saved value, a
+  cookie or a local storage entry, so a header a frontend builds from a login
+  token can be sent too; the password is never a literal other than empty, since
+  Evidence records literals as written, and a username with a colon fails the
+  step, since Basic authentication ends the username at its first colon. The
+  encoded value is redacted however short, as
+  `[REDACTED:page:<step_id>.<header>]`, and parts read from the page are
+  redacted as page values are.
+- Validation refuses a header name given twice in a step, header names a
+  page's `fetch` cannot set, such as `Cookie`, `Origin`, `Host` or `Sec-*`, and
+  `User-Agent`, which Chrome drops; it refuses line breaks and other ASCII
+  control characters in literal values and prefixes, and the step fails before sending
+  when a secret or page value holds them.
+- The step completes when the whole response has been read. With
+  `expected_status`, any other status fails the step and the later actions are
+  recorded as `cancelled`; without it, any response completes the step. A
+  network error fails the step. `timeout_ms` covers reading the header values
+  and the request: a step whose time runs out, or that is cancelled, before
+  its request is sent sends nothing, but a request already sent can still reach
+  the application after the step fails.
+  An absolute deadline also covers browser evaluation queued behind page work.
+  A temporary route checks cancellation again at network dispatch and is removed
+  when the request evaluation settles. A page controlled by a service worker
+  is refused because its fetch can bypass that dispatch gate; use the default
+  blocked service-worker policy for request steps.
+
+The request runs in the page's main world, so an application that wraps
+`fetch` sees it, and it goes through the same network observation as other
+page requests: select network content (bodies or header values) to record it.
+Captures with request steps state in `limitations` that the steps sent their
+declared requests through the page's fetch. A scenario without request steps
+is unchanged.
+
+## Saved values
+
+A step can keep a string or number from a JSON response, by name, and a later
+step can send it, so a scenario can read back, edit and delete an object whose
+id the application assigns:
+
+```json
+{
+  "browser": {
+    "mode": "launch",
+    "executable_path": "/absolute/path/to/chromium"
+  },
+  "start_url": { "url": "http://127.0.0.1:3000/items" },
+  "actions": [
+    {
+      "step_id": "save-item-1",
+      "action": "click",
+      "timeout_ms": 10000,
+      "locator": { "kind": "role", "role": "button", "name": "Save" },
+      "save_response": {
+        "method": "POST",
+        "path": "/api/items",
+        "save": [{ "name": "item_1", "json_pointer": "/id" }]
+      }
+    },
+    {
+      "step_id": "open-item-1",
+      "action": "goto",
+      "timeout_ms": 10000,
+      "destination": { "url": "http://127.0.0.1:3000/items/{saved:item_1}" },
+      "wait_until": "load"
+    },
+    {
+      "step_id": "copy-item-1",
+      "action": "request",
+      "timeout_ms": 10000,
+      "method": "POST",
+      "path": "/api/items/{saved:item_1}/copies",
+      "json": {
+        "source_id": "{saved:item_1}",
+        "title": "Copy of {saved:item_1}"
+      },
+      "expected_status": [201]
+    }
+  ]
+}
+```
+
+- A `request` step saves with `save: [{name, json_pointer, secret}]`, from its
+  own response. A `click` or `press` step saves with `save_response: {method,
+  path, save}`, from a newly observed matching response while the step waits.
+  The recorder watches before the action and excludes requests already running,
+  such as an earlier autosave. Method/path matching does not prove that the UI
+  caused the request: use a path that distinguishes the intended operation from
+  background polling. Multiple observed matches before binding fail as ambiguous;
+  requests starting after this observation window cannot be ruled out. It matches the method and a path on the
+  start origin as the browser spells it, so a path may name `My List` or
+  `My%20List` (`{*}` matches one segment, and the query is ignored), and fails
+  the step unless a 2xx JSON response arrives before its `timeout_ms`; one still
+  being read when the step times out or is cancelled saves nothing. A pointer
+  that names no string or number fails the step, so later steps never send a
+  missing value, as does a response over 4,000,000 characters: a request step
+  stops reading and aborts its fetch there. A UI step reads a body only when
+  its decoded size is bounded at 12,000,000 bytes or less: its received size,
+  or the declared Content-Length of one served from cache, times 1032 for each
+  gzip or deflate coding, the most DEFLATE expands. Other codings and unknown
+  or zero sizes are refused before materializing the body; decoded text over
+  the character limit also fails. The UI action may already have applied.
+- `{saved:name}` sends a saved value in a request step's `path`, including its
+  query, and in a `goto` destination's `url`, percent-encoded; a destination's
+  structured `query` values are sent as declared. A saved value that makes a
+  path segment `.` or `..`, alone or with the text beside it (including `%2e`),
+  fails the step, since the URL would drop it. In a request step's `json` body,
+  a string that is only `{saved:name}` becomes the saved value with the JSON
+  type it was saved with, so a saved number id is sent as a number, and
+  `{saved:name}` inside a longer string is filled as text. A header value or
+  Basic credentials part sends one as `{"source": "saved", "name"}`. Other
+  braces, such as `{id}`, are sent as written, and so is a percent-encoded
+  `%7Bsaved:name%7D` anywhere but a `goto` URL, whose parsed form spells the
+  braces that way.
+- Validation refuses a saved value that no earlier step saves. A later save of
+  the same name replaces the value. An integer past 2^53, which JSON parsing
+  would round to another number, and a number that is not finite, such as
+  `1e400`, negative zero, or a value that underflows to zero, such as `1e-400`, fail the step
+  that saves it.
+- A scenario keeps at most 4,000,000 characters of saved values at once,
+  counting distinct retained redaction spellings, including trimmed variants,
+  of values saved as secret. Replacing a binding releases its live value
+  charge, while secret spellings remain protected for the scenario lifetime.
+  A save past the budget fails before changing the binding.
+- A value saved with `secret: true` is redacted however short, as a declared
+  secret is, as `[REDACTED:page:<step_id>.<name>]`. The selected source
+  response is protected before retaining its body or header values, including
+  when only headers were requested. If that body cannot be read safely, its
+  body and header values remain unavailable. Before publishing the capture,
+  the selected source transaction's earlier URL, request headers and request
+  body are also protected using the admitted values. Unresolved source values
+  withhold that transaction's affected metadata/content with an explicit
+  limitation. Before publication, retained events are rechecked
+  with the final marked-response values, including immediate follow-up requests
+  and their response bodies, console/page errors, WebSocket text and event URL/name fields. Learned redaction facts are independent of source-identity readiness. Unknown source values withhold only the selected
+  source transaction. Other saved values, such as ids, stay visible, since
+  environments model them. The environment build warns about saved values
+  named like credentials that are not marked secret
+  (`credential-named-saved-values`).
+- Page-derived cookie/local-storage values and constructed Basic credentials
+  remain redacted only from observations made after they were read/built.
+  They do not retroactively rewrite earlier facts. The final event projection
+  borrows only declared and response-marked patterns; promotion of an already
+  held page value to an explicit response secret preserves its first marker.
+  Projection state is session-local, references admitted pattern/byte owners,
+  and is invalidated on admission or response classification changes.
+- Screenshots are withheld as `missing` from the start when the scenario plans
+  any response save marked `secret: true`, page-derived or Basic authentication
+  header values, or whenever nonempty sensitive values
+  are already known. Raw pixels cannot be safely text-redacted, so the provider
+  does not request pixels in those cases. This also protects earlier steps and
+  partial failures without retaining an image to scrub later. Other requested
+  artifacts remain available; affected screenshot/aggregate completeness is
+  partial and is not eligible for equality.
+- Saved URLs and expanded request JSON are admitted before building their expanded strings or
+  serializing. Its allowance is the smaller of Node's string limit and
+  one sixteenth of current V8 available heap bytes, allowing for the expanded
+  tree, serialization, Playwright transport and browser-side copies. Size
+  accounting includes JSON escaping and repeated references; each distinct
+  saved value's size is measured once per request. An oversized request fails
+  before browser dispatch; the complete request envelope, including repeated
+  header values, is checked as well. URL encoding uses a conservative
+  nine-characters-per-UTF-16-unit allowance before encoding a saved value.
+  Reduce the payload/repetitions, or raise the parent
+  Node heap and restart; this is a conservative allocation estimate, not a
+  measurement or guarantee of browser/process-family memory.
+- Evidence records a request step's empty `save` list as absent, so a scenario
+  that saves nothing records the same parameters and `scenario_sha256` as
+  before saved values existed, and REA versions without saved values read its
+  captures.
+
 ## Network evidence

 `capture.events: ["network"]` retains request, response, completion, failure,
@@ -355,6 +644,18 @@ and unfinished-request metadata. Select content independently:
 All three options default to `false`. Any selected network content also enables
 network metadata observation; listing `network` in `events` is then optional.
 Each observed request object receives a capture-scoped `transaction_id`.
+Each `request` event carries `observed_at`, the wall-clock time REA observed the
+request start. Playwright reports the browser's own start only once a request
+ends, so each `request-finished` or `request-failed` event carries `started_at`,
+the browser's wall-clock start, and `elapsed_ms`, its time from that start to
+the end of the response, when the browser reports them. The environment views
+time scenario records from these, as HAR entries are timed: the browser's start
+where it reported one, else `observed_at`, which trails it by up to tens of
+milliseconds while REA reads other responses. A duration is retained only from a
+unique terminal event that reports it; missing or ambiguous durations stay
+omitted, while an explicitly reported zero remains zero. Captures made before these fields existed lack them and
+are read in record order. REA versions before them refuse captures that carry
+them. Scenario comparisons ignore all three (`ignore_network_request_timing`).
 Requests sharing a URL remain distinct. Redirects link to the preceding
 transaction only when it was observed; a null predecessor does not establish
 that no earlier hop existed. Request events require both transaction fields;
@@ -452,8 +753,8 @@ and compared as an unordered collection after caller rules apply, because
 concurrent responses arrive in any order and can land in a later step; a
 redirect retains the complete predecessor ancestry, including each hop's own
 request, response outcome, and selected network content. Each transaction's
-capture-local IDs, sequence/index fields, and content source-sequence anchor
-are removed. Caller rules normalize retained strings before hashing. The
+capture-local IDs, sequence/index fields, content source-sequence anchor and
+request times (`observed_at`, `started_at`, `elapsed_ms`) are removed. Caller rules normalize retained strings before hashing. The
 `preserve_redirect_transaction_ancestry` built-in rule fingerprints each hop
 as canonical SHA-256 of `{ events, redirected_from }`: `events` is the sorted
 list of its normalized event SHA-256 digests, and `redirected_from` is its
@@ -474,7 +775,10 @@ scope/flags, value fingerprints, and duplicate entries even when redaction or
 literal rules make names collide. Captured storage arrays retain their original
 order. The `compare_storage_entries_as_unordered_collection` built-in rule
 participates in the normalization commitment; new storage comparison digests
-therefore differ from earlier order-sensitive comparisons.
+therefore differ from earlier order-sensitive comparisons. The
+`ignore_network_request_timing` built-in rule likewise joins the commitment, so
+normalization digests differ from comparisons made before it, though captures
+with and without request times compare alike.

 Each aligned step reports changed, unchanged, or unknown. Changed and unknown
 action, screenshot, DOM, accessibility, URL, history, storage, and event
@@ -497,3 +801,58 @@ rules and preserve the same missing fact.
 Network normalization also commits the removal of capture-local transaction IDs,
 attribution to the requesting step, and unordered transaction comparison. These
 built-in rule identities participate in the normalization digest.
+
+## Summary delivery and retained views
+
+`capture_browser_scenario` accepts `detail: "summary"` to retain the complete
+capture in the MCP session and return its summary. The default remains
+`complete`. Delivery detail does not change scenario parameters or identity.
+
+The summary reports each step's status, error, URL and captured/missing/truncated
+section names. It omits `not_requested` sections and repeated `before_url` values.
+The accessibility tree comes from the first unsuccessful step, or the final
+step on success; when that step captured no tree, its nearest earlier captured
+tree is identified explicitly. Event and network counts cover retained records,
+with capture omissions reported separately.
+
+For the one-shot CLI, save the complete Evidence before selecting a summary:
+
+```bash
+rea capture-browser-scenario scenario.json --detail summary --evidence_output /absolute/path/scenario-evidence.json --json
+```
+
+Use the returned `normalized_result.parent_evidence_id` with
+`inspect_analysis_view` source `{kind: "retained-evidence", evidence_id: "..."}`.
+For a CLI bundle, use an `evidence-file` source with its absolute path and the
+parent Evidence ID. Views read the recorded capture; they never replay actions.
+
+- `{kind: "summary"}` returns the same overview.
+- `{kind: "browser-scenario", collection: "steps", step_indices: [2], artifacts: ["accessibility"], offset: 0, limit: 1}` returns selected recorded steps and artifacts.
+- `{kind: "browser-scenario", collection: "events", event_kinds: ["response"], transaction_ids: ["request-2"], offset: 0, limit: 20}` pages selected events with original item indices.
+
+Omitted filters select all; empty arrays select none. Pagination counts matching
+retained rows. Exhausting a page does not establish capture completeness or
+current application state.
+
+Transaction pages use `{kind: "browser-scenario", collection: "transactions", limit: 20}`.
+Their stable identity is the parent Evidence ID plus `transaction_id`; each row
+keeps original event indices. Metadata events are returned by default. Select
+`event_kinds: ["network-content"]` for recorded bodies and header values, or
+`event_kinds: []` for identity and indices alone. A `step_indices` filter selects
+a whole transaction when any retained event belongs to a selected step; this
+is receipt attribution, not proof that the action caused the request.
+
+For a large retained tree, request `{kind: "browser-scenario", collection: "text",
+step_index: 10, artifact: "accessibility", offset: 0, limit: 2048}`. `dom` is also
+supported. Offsets and limits count UTF-16 code units. The full artifact digest
+and byte size remain attached to each page. Missing, truncated and unrequested
+text stay explicit; source truncation counts are preserved without treating an
+exhausted page as a complete capture.
+
+Network summary counts include every retained transaction identity, including
+those whose request event was dropped. Missing request events, conflicting
+metadata and observed request failures have separate counts. `transactions` is
+`null` when network observation was unrequested or its legacy selection is
+unknown and there are no retained transactions; an observed empty inventory is
+`0`. Full capture omissions remain available and each page carries source
+completeness, dropped-event counts and omitted-transaction accounting.
@@ -51,6 +51,15 @@ module page. See
 [JavaScript application workflows](javascript-application-workflows.md) for
 views, feature traces and comparisons that take the same saved Evidence.

+Add `--timings` to a command to write one JSON timing record to stderr. For
+example, `rea inspect-elf-notes program --json --timings > result.json` keeps
+stdout as a parseable result and writes
+`{"rea_timings":{"version":1,"command_ms":42}}` to stderr. `command_ms`
+measures CLI command dispatch and result delivery; it is not provider-only or
+analysis-only time. The flag is off by default, and the record omits stages
+that REA did not measure. Root version reporting does not dispatch a command
+and has no command timing record.
+
 ## JSON Lines record output

 Use `--format jsonl` to consume row-oriented results one record per line:
@@ -73,9 +82,14 @@ arbitrary nested graph array.
 A top-level array emits its elements in source order. An object must have one
 clear `rows`, `items`, `records`, or `occurrences` array, directly or under
 `page`. Evidence uses the same boundaries inside `normalized_result`.
-An arbitrary report or a scalar selection is refused with an actionable error;
-use `--format json` for a complete document. If several collections exist,
-select one with `--filter-output`, for example `normalized_result.rows`.
+Any other selection is refused before a record is written, including an
+arbitrary report, a scalar, a nested array elsewhere, and a columnar object such
+as the `inspect-sqlite-database --table` `normalized_result.rows`
+(`{columns, values}`). The refusal is the caller error `invalid_request`
+(`invalid_input`) and names the selection and its observed shape; the analysis
+itself succeeded, so use `--format json` for the complete document. If several
+collections exist, select one with `--filter-output`, for example
+`normalized_result.rows` for an analysis view.

 Object collections finish with a control record:

@@ -236,6 +250,47 @@ Formats 2, 3 and 4 retain header, directory and integrity facts. Compact deliver
 keeps complete Evidence in the requested bundle. See [Godot PCK](godot-pck.md)
 for embedded packs, batch queries and unknown encrypted coverage.

+Inspect a UnityFS AssetBundle without running Unity:
+
+```sh
+rea inspect-artifact content.bundle --detail summary --evidence_output evidence.json --json
+rea extract-artifact content.bundle --json
+```
+
+Format versions 6 through 8 retain header, block and directory facts with
+none/LZ4/LZ4HC block decompression. See [UnityFS](unityfs.md) for encryption
+and LZMA coverage boundaries.
+
+Inspect a Node.js SEA carrier without running it:
+
+```sh
+rea inspect-artifact ./application --json
+rea extract-artifact ./application --json
+```
+
+See [Node.js SEA](node-sea.md) for supported layouts, script and asset paths,
+fuse observations, and the real-fixture verification lane.
+
+Inventory and extract Intel HEX or S-record regions:
+
+```sh
+rea inspect-artifact ./firmware.hex --json
+rea extract-artifact ./firmware.hex --json
+```
+
+See [Intel HEX and S-record images](hex-records.md) for recognition, region
+names, metadata and limits.
+
+Inspect and extract stored U-Boot legacy uImage payloads and components:
+
+```sh
+rea inspect-artifact ./firmware.bin --detail summary --evidence_output firmware.json --json
+rea extract-artifact ./firmware.bin --json
+```
+
+See [U-Boot uImage](uimage.md) for verified CRCs, physical component ranges,
+unknown names, resource limits and retained views. Compressed bytes stay stored.
+
 Inspect local model declarations without loading weights:

 ```bash
@@ -321,6 +376,22 @@ The workflow reports first-line metadata, process/exception/termination facts,
 threads, usedImages, lossless integer registers, and documented crash classes
 when `bug_type` is `"309"`. Other DiagnosticReports types return no crash
 result. See [Apple IPS crash reports](apple-ips.md).
+Inspect Linux kernel module metadata without executing the module or requiring
+`modinfo`:
+
+```bash
+rea inspect-kernel-module /absolute/path/to/module.ko --json
+```
+
+The workflow reports ordered `.modinfo` keys (duplicate `alias` and `parm`
+entries preserved), `__versions` symbol CRCs, presence of
+`.gnu.linkonce.this_module` and `__ksymtab` sections, observed `.init.text`
+and `.exit.text` sizes, and an appended signature trailer. `struct module` is
+not decoded and the signature is not validated. Other ELF types are not
+applicable. gzip, xz, and zstd containers are unsupported and name
+`external_decompression` as the next probe: decompress with an external
+utility, then inspect the decompressed file. See
+[Linux kernel modules](kernel-modules.md).

 Inspect a CPython 3.7–3.13 `.pyc` header and nested marshal code objects
 without executing bytecode or installing Python:
@@ -375,7 +446,7 @@ Run `rea --help` or a command's `--help` for arguments and output options.
 The [generated catalog](mcp-contracts.md#generated-catalog) lists all CLI commands and MCP
 tools. Provider-specific target support is described in the
 [native guide](native-investigation.md), [DOS guide](ghidra-dos.md),
-[raw binary guide](raw-binary.md), and
+[raw binary guide](raw-binary.md), [GameCube DOL guide](ghidra-dol.md), and
 [Windows Ghidra guide](windows-ghidra-p0.md).

 ## Choose a provider
@@ -412,7 +483,13 @@ The selected provider remains bound to the session until an explicit switch
 or close. Provider failures are returned with their original reason. For an
 `ambiguous` selection error, choose from `details.candidate_ids`; for
 `provider_unavailable`, follow `message`, `remediation.action`, and the original
-reasons in `details.rejections`. For Hopper, Ghidra, IDA, JADX, and Kuna, run
+reasons in `details.rejections`. Each rejection names its `origin`: `availability`
+entries describe local readiness failures, including missing configuration or an
+invalid existing registration; they do not establish target support. `target`
+entries record a refused kind, format, architecture, or role. An availability-only
+message describes the recorded rejections without claiming that every provider
+is unconfigured or that target support is known.
+For Hopper, Ghidra, IDA, JADX, and Kuna, run
 `rea doctor --provider ID --json` to diagnose the selected engine. Other adapters,
 such as `pwntools-elf`, report their configuration requirements directly and are
 not accepted by `doctor --provider`. See
@@ -439,7 +516,14 @@ an exact result when the target bytes, operation, parameters, provider and
 settings match. Mutations and cursor-dependent calls are excluded from the
 cache. Snapshot files are local and use owner-only permissions.

-Importing an Evidence bundle refreshes retained subject display names and paths.
+One-shot binary CLI Evidence reports the exact path argument in `caller_input_path`,
+including relative spelling and symlink aliases. Its subject identifies the
+inspected artifact; `caller_input_path` does not change the Evidence ID or
+snapshot query. A replay reports the current invocation's path while leaving
+the saved Evidence unchanged. Provider inspections continue to include the
+established `parameters.input_path` field.
+
+Importing an Evidence bundle refreshes retained request and subject display metadata.
 It preserves cached analysis results, including observations for other targets.
 Snapshot bindings that use a replaced record retain its updated display path.

@@ -447,6 +531,11 @@ Dispatching a provider metadata write invalidates the active session's snapshot
 even if its reply fails: the provider may already have applied the write.
 Close and reopen the target before importing or saving another snapshot.

+Saved snapshots include only cache entries whose subject identifies the selected
+target. Unbound observations and observations of child artifacts remain available
+in the open session and its Evidence bundle; they are excluded from the target's
+saved replay entries without changing their subjects.
+
 Snapshots retain eligible target-scoped question histories in full, including
 mutation Evidence recorded while another target was active. Observations and
 related questions must still belong to the saved target. If those dependencies
@@ -502,6 +591,9 @@ rea compare /absolute/path/to/evidence/left.json /absolute/path/to/evidence/righ
 rea compare left.json right.json --record_pairs '[{"left_evidence_id":"ev_<left-sha256>","right_evidence_id":"ev_<right-sha256>"}]' --json
 ```

+Migration: replace `rea compare-bundles` with `rea compare`; the former command
+has been removed. The MCP tool remains `compare_bundles`.
+
 `--record_pairs` supplies an explicit JSON array of observation pairs, matching
 MCP `compare_bundles.record_pairs`. Pair IDs must exist on their named sides and
 be one-to-one. Without pairs, one-sided membership remains unknown; REA does
@@ -700,8 +792,18 @@ rea mcp --http --port 8765
 ```

 `--host` and `--port` default to `MCP_HOST` and `MCP_PORT` from the environment,
-then to `127.0.0.1` and an ephemeral port. The bound URL is written to stderr as
-one JSON log line (`"msg":"MCP transport listening"`) whatever `REA_LOG_LEVEL`
+then to `127.0.0.1` and an ephemeral port. A bind outside loopback requires
+`MCP_ALLOWED_HOSTS` or `--allowed-hosts`, a comma-separated list of client host
+names or IP addresses without URLs or ports. For example:
+
+```sh
+rea mcp --http --host 0.0.0.0 --allowed-hosts 127.0.0.1,rea.lan
+```
+
+Requests with a different `Host` or browser `Origin` receive `403`; a missing
+`Origin` is accepted. The announced client URL uses the bound hostname when
+admitted, otherwise the first declared hostname, with the actual bound port.
+It is written to stderr as one JSON log line (`"msg":"MCP transport listening"`) whatever `REA_LOG_LEVEL`
 is set to; nothing is written to stdout. `rea mcp --http --help` lists the accepted options. The listener serves
 one client at a time: a session ends with the client's `DELETE`, and a client
 that connects while another session is open takes it over, so a client that
@@ -739,13 +841,47 @@ rea environment-serve manifest.json --evidence capture.json --port 8765
 ```

 `--host` and `--port` resolve like `rea mcp --http`: flags, then `MCP_HOST` and
-`MCP_PORT`, then `127.0.0.1` and an ephemeral port. `ENVIRONMENT_NAME` renames
+`MCP_PORT`, then `127.0.0.1` and an ephemeral port. A non-loopback bind requires
+`MCP_ALLOWED_HOSTS` with the same hostname rules and Host/Origin gates as above.
+`environment-serve` uses this environment setting; `--allowed-hosts` belongs to
+`rea mcp --http`. For example:
+
+```sh
+MCP_ALLOWED_HOSTS=127.0.0.1,rea.lan rea environment-serve manifest.json --evidence capture.json --host 0.0.0.0
+```
+
+`ENVIRONMENT_NAME` renames
 the served environment; set but blank, it is refused as `configuration_invalid`
-like a blank `MCP_HOST`. The bound URL is written to stderr as one JSON log line
+like a blank `MCP_HOST`. The admitted client URL is written to stderr as one JSON log line
 (`"msg":"MCP transport listening"`). See
 [agent environments](agent-environments.md) for what the state and replay
 return and do not establish.

+## Build an environment bundle
+
+`rea environment-build <capture> [dir] [--name <name>] [--template-rule <rule> ...]
+[--format-rules-only] [--package-tarball <path>] [--capture-timeout-ms <ms>] [--dry-run]` builds the bundle
+`environment-export` writes from one recorded capture: a `.har` file, which it
+inspects as `inspect-web-network-capture` does, or capture Evidence JSON from
+`inspect-web-network-capture` (HAR) or `capture-browser-scenario`. It projects
+the environment manifest from the in-memory Evidence with the opt-in rules
+`after-uid-literal`, `opaque-token`, `sibling-variance` and `prefix-variance`
+unless `--template-rule` or `--format-rules-only` selects others, prepares the
+state, and writes the bundle; every file is byte-identical to the three-step
+path's when that path lists the same rules in the views' order and exports
+under the build's name. A loopback or IP-literal capture is named after its file unless `--name`
+is given. It prints one JSON report: the capture and manifest identities, the
+state, a `coverage` summary of which tools answer from the state, which replay
+and why each write is withheld with a hint, the files, warnings and the next
+command. `--dry-run` writes nothing and may omit the directory.
+
+```sh
+rea environment-build grafana.har ./grafana --json
+```
+
+See [agent environments](agent-environments.md#build-a-bundle-in-one-step)
+for the report, the hints and what the bundle ships.
+
 ## Export an environment bundle

 `rea environment-export <manifest.json> --evidence <capture.json> <dir>
@@ -866,14 +1002,45 @@ redirected, which keeps large results smaller for agents and scripts; pipe
 through `jq .` for indented files. Output selection and formatting do not change
 operation status.

-`--format md` escapes backslashes and pipes in table headers and cells, and
-renders cell line breaks as `<br>`. These are presentation changes; retained
+`--format md` escapes backslashes, pipes, and inline Markdown syntax in table
+headers and cells so source text is displayed literally, and renders cell line
+breaks as `<br>`. Underscores between letters or digits, as in `source_index`,
+cannot form emphasis and stay unescaped. These are presentation changes; retained
 Evidence and JSON output keep the original values. Nested objects and arrays
 use JSON inside their owning Markdown cells, retaining the field names and
 values instead of replacing them with an object label. Table widths are measured
 iteratively, so an admitted row page is not limited by the JavaScript function
 argument count.

+`--format csv` and `--format tsv` export one selected row collection. Select an
+exact array path with `--filter-output` and provide comma-separated direct
+scalar columns with `--columns`; column order is the output column order:
+
+```bash
+rea inspect-analysis-view request.json --format csv \
+  --filter-output normalized_result.rows --columns name,address
+```
+
+The first line is a REA metadata record,
+`# rea-delimited-v1 <JSON>`. It carries the selected path, view request, limitations and unknowns,
+coverage, source coverage and completeness, command, and duration. A metadata
+value of `null` means that the selected row collection did not provide that
+fact; it does not mean complete coverage. The following line is the header.
+CSV records use CRLF line endings; TSV records use LF. Cells containing the
+delimiter, quotes, or line breaks are quoted and embedded quotes are doubled.
+Values are emitted as UTF-8 without Unicode normalization. Missing and `null`
+cells are empty; booleans and finite numbers use their ordinary text forms.
+String cells and headers that begin with spreadsheet formula syntax are refused
+with a structured error; JSON retains those values unchanged.
+
+Delimited output does not flatten nested Evidence or nested field values.
+It returns a structured error and a nonzero status if the filter does not
+select exactly one row array, a row is not an object, or a selected cell is
+nested or formula-leading. JSON remains the complete canonical output; use it
+to retain fields outside the selected columns or preserve exact formula-leading
+text. Token counting and token windows are not
+available for CSV/TSV because slicing would corrupt records or metadata.
+
 `--filter-output` selects fields from successful command data. Classified failures
 retain their complete typed diagnostic projection even when the selector matches
 a field such as `code` or `message`, or names a missing field. `--full-output`
@@ -892,10 +1059,10 @@ Cutter when available. This is separate from `--format json`, which selects the
 CLI result representation; the global `--json` flag selects that same CLI
 representation.

-Cutter still accepts deprecated `--json=true` and `--json=false` compatibility
-values. When both forms are present, `--json-output` takes precedence in either
-argument order. Bare `--json` retains its global meaning of selecting JSON CLI
-output formatting.
+Cutter no longer accepts command-local `--json=true` or `--json=false`.
+Replace these with `--json-output=true` or `--json-output=false`, respectively.
+Combine `--json-output` with bare `--json` when both Cutter command output and
+the CLI result should use JSON; either argument order is accepted.

 | Status    | Meaning                                                                                                                                                                                                                                                                                                                                                                                |
 | --------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
@@ -921,6 +1088,10 @@ server resources. It preserves a primary listener diagnostic, or a
 tool count and Evidence identifiers. The successful `stopped` document is
 returned only after cleanup is confirmed. The same in-process server owner
 retains failed stages for retry; the CLI exposes no separate retry command.
+`rea environment-build` is one-shot too: it prints its report and exits `0`,
+or prints the refusing stage's structured error and exits `1`, writing nothing
+when the refusal comes before the bundle is written. SIGINT cancels it with a
+`cancelled` error; a cancellation before the bundle stage writes nothing.
 `rea environment-export` is one-shot: it prints the written files and exits
 `0`, or prints a structured `invalid_request` error and exits `1` for the same
 pair refusals, a non-empty or file-occupied directory, a missing package
@@ -997,3 +1168,25 @@ Counting retains the existing bounded formatted-string allocation after capacity
 admission; omit the flag to stream large JSON documents without materializing
 the complete formatted text. Exhausted token windows display an empty range at
 the total token count and have no next offset.
+
+### `inspect-devicetree`
+
+Inspect an explicit local FDT v16/v17 blob without execution or an external tool.
+Returns header, reservations, node/property tree, derived standard values and
+selected phandle references. See [devicetree inspection](devicetree.md) for
+limits and retained-view pagination.
+
+```bash
+rea inspect-devicetree /artifacts/board.dtb --json
+rea inspect-devicetree /artifacts/board.dtb --detail summary --evidence_output /artifacts/board-evidence.json --json
+```
+
+### PE TLS and load configuration
+
+```sh
+rea inspect-pe-load-config /absolute/path/to/application.exe --json
+```
+
+Reports TLS callbacks and size-covered load-config fields without execution.
+Use `--max-callbacks` and `--max-file-bytes` to set read budgets. See
+[PE TLS and load configuration](pe-load-config.md).
@@ -6,6 +6,56 @@ for the reviewed setup transaction and [client IDs](installation.md#supported-ag
 The versioned verification notes below describe their stated runs; live service
 acceptance is verified only where explicitly recorded.

+## Launchers and PATH
+
+A client launched from a desktop app, IDE or service can inherit a different
+`PATH` from your terminal. An absolute path to `rea-agents` does not resolve its
+interpreter: the npm launcher's `#!/usr/bin/env node` still searches `PATH` for
+Node. Running that command successfully in a terminal does not establish that
+the client can launch it.
+
+For JavaScript installations, setup registers the selected runtime
+executable and REA script by absolute path. On POSIX, it prefers executable
+`node` or `bun` and REA aliases on setup's `PATH` only when they resolve to the
+same selected files. This preserves manager-owned aliases across version updates;
+otherwise setup uses the selected paths directly. This also applies when setup
+runs through a package runner: retain the selected cache entry and runtime while
+the registration uses them. Clearing either makes startup fail without resolving
+another package from the client's project. Restore the same installation before
+repairing it; an unidentified registration remains untouched. See
+[installation and recovery](installation.md#package-runners-and-global-installation).
+Setup does not copy your ambient environment into client
+settings. To refresh an older registration, preview
+`rea setup --client <client-id> --skill=false --dry-run`, then run the same command
+without `--dry-run` and approve the displayed changes. Setup preserves unrelated
+settings, backs up changed configuration and leaves an aligned registration
+unchanged. Restart the client after applying the update.
+
+If a runtime manager removes the registered executable and no surviving alias
+was available, doctor reports its identity as unknown and setup retains the
+registration. REA does not infer that an arbitrary missing executable was Node
+from its script argument. Back up the client's configuration, verify the absolute
+path and supported version of the runtime you intend to use, then update only
+the runtime command, preserving the REA script arguments and other settings.
+Rerun setup to review the registration and restart the client.
+
+`rea mcp doctor --json` tests the production MCP adapter using the runtime
+executable and environment of the terminal running doctor. It does not launch
+the client's configured command or reproduce the client's environment. If doctor
+passes but the client disconnects, inspect the client's startup error and registered
+launcher; see [verification scope](client-verification.md#launch-environment-verification).
+
+## Runtime settings and client deadlines
+
+`update_analysis_settings` changes curated defaults inside the running REA
+server. It does not edit the client registration, extend the client's tool-call
+deadline, or recompute timeout values previously derived by `rea setup`. When
+raising a REA startup or operation deadline, separately ensure the client allows
+enough time for the full request. Use `inspect_analysis_settings` for the running
+server's defaults; `rea doctor` checks launch configuration and cannot observe
+another process's runtime overrides. See the
+[settings design](design/limits-and-recovery.md) for ownership and lifetime.
+
 ## Client tool names and discovery

 REA advertises canonical names such as `binary_session`. The MCP host decides
@@ -29,6 +79,17 @@ Connect Fiddler Everywhere's MCP server separately for HTTP traffic debugging,
 preserving your REA client entry. See the
 [setup instructions and public skills](web-network-captures.md#fiddler-everywhere-mcp-and-public-skills).

+## VS Code
+
+`rea setup --client vscode` configures the default VS Code user profile's
+`mcp.json`. Setup honors `VSCODE_PORTABLE` and `VSCODE_APPDATA` when they are
+present in its environment. It cannot infer a running window's named profile
+or `--user-data-dir`; configure that profile separately when needed.
+
+`rea setup --client copilot_cli` instead configures Copilot's user
+`mcp-config.json`. VS Code can forward eligible profile servers to Copilot
+sessions; see the [VS Code MCP configuration reference](https://code.visualstudio.com/docs/agents/reference/mcp-configuration).
+
 ## GitHub Copilot CLI

 Setup preserves an existing `tools` selection in the REA registration, including
@@ -159,14 +220,25 @@ and Claude Code reports that autocompact is thrashing. To avoid this:
  `mcpServers.rea` entry in `~/.claude.json` (`$CLAUDE_CONFIG_DIR/.claude.json`
  when that variable is set), then restart Claude Code. Setup keeps this
  override.
+- To remove entire tool families from the upfront catalog, run
+  `rea setup --client claude_code --tool-families <ids>` with the families the
+  workflow needs (see [the advertising scope contract](mcp-contracts.md#tool-family-advertising-scope)).
+  Out-of-scope tools are not advertised and their calls fail with the SDK's
+  disabled-tool error, so widen the selection when a task needs another
+  family. Setup writes the scope into the entry's `env` as
+  `REA_MCP_TOOL_FAMILIES`; rerun setup with a different selection to refresh
+  it, then restart Claude Code.

 The sizes above come from REA's own `tools/list`. A live Claude Code session
 against DeepSeek's API is unverified.

-For a client whose stdio reader rejects the complete catalog frame, add
-`"REA_MCP_OUTPUT_SCHEMA_PROFILE": "off"` to REA's `env` object and restart the
-client. This omits only advertised output schemas; REA still validates complete
-structured results against its canonical contracts. See [MCP output schema
+For a client whose stdio reader rejects the complete catalog frame, set
+`"REA_MCP_OUTPUT_SCHEMA_PROFILE": "compact"` to bound every advertised output
+schema, or `"off"` to omit them, in REA's `env` object, then restart the client.
+Both keep canonical result validation and complete structured results; `compact`
+keeps a widened root shape and `off` advertises nothing. On catalogs large
+enough that full input schemas alone approach the frame limit, also keep the
+input profile at its `compact` default. See [MCP output schema
 profiles](mcp-contracts.md#output-schemas).

 ## Kimi Code
@@ -199,6 +271,20 @@ registration but does not contribute to the derived tool timeout; raise
 `toolTimeoutMs` to cover a longer selected JADX deadline.
 This headroom is a practical default, not a guarantee for every analysis
 duration. Setup preserves positive timeout values already in the `rea` entry.
+
+Setup also forwards explicitly selected input/output schema profiles,
+`REA_MCP_MAX_RESPONSE_BYTES`, provider paths and supported Ghidra, JADX and Kuna
+settings. It also forwards explicit executable and resource selections for ADB,
+apktool, packet capture, GDB/Rizin/objdump, Cutter, WABT, Wakaru, firmware and
+signal tools, browser inspection, and pwntools/pwndbg. This includes their
+supported prlimit overrides, Darwin Swift compiler/SDK/module-cache selections,
+and compile timeout, logging level and explicitly configured reference-secret
+patterns. A provider being unavailable does not discard its selected paths;
+doctor reports its readiness separately. Explicit selections override discovered
+defaults, including when setup runs again with a changed selection. Unrelated
+environment variables, process ownership tokens and one-shot target paths are not
+copied. Existing client environment overrides remain intact unless setup supplies
+the same key.
 You can edit `startupTimeoutMs` and `toolTimeoutMs` there; doctor keeps positive
 caller-selected values aligned and reports a non-blocking advisory when a tool
 timeout is shorter than the known provider allowance.
@@ -256,6 +342,15 @@ Setup and doctor follow Qwen Code's tilde and working-directory-relative home
 overrides. Qwen Code also discovers personal skills in `~/.agents/skills`,
 where setup installs the bundled workflow.

+If an existing direct-script registration fails with `env: node: No such file or
+directory`, refresh it through setup as described under [Launchers and PATH](#launchers-and-path).
+For an immediate Qwen-specific workaround, when Node is installed in
+`/opt/homebrew/bin`, add `"PATH": "/opt/homebrew/bin:${PATH}"` to that server's
+existing `env` object and restart Qwen. Qwen expands `${PATH}` from its parent
+environment; other clients can use different substitution syntax. Qwen's stdio
+launcher inherits the parent `PATH` and applies server overrides; a reduced
+parent environment does not establish that Qwen removed Homebrew from it.
+
 ## Antigravity

 Antigravity 2.0 discovers personal skills in `~/.gemini/config/skills`.
@@ -407,17 +502,51 @@ comments and unrelated settings. It resolves that file from `HERMES_HOME`, else
 from the platform default Hermes itself uses — `%LOCALAPPDATA%\hermes` on
 Windows, `~/.hermes` elsewhere — including any `HERMES_DATA_DIR_SUFFIX`. Hermes
 connects an entry unless `enabled` is false, so setup states `enabled: true`.
+Aliases whose anchor is defined in the `rea` entry retain their original resolved
+values when setup refreshes or uninstall removes that entry. Setup does not
+redirect another server's alias to REA's new launcher or policy.
+This also covers an anchor on the removed registration key. References to
+definitions outside the entry keep sharing the original value, including when
+another definition later reuses the same anchor name.

 Hermes personal skills install under the active Hermes home's `skills` directory.
-Setup, doctor and uninstall follow the root's `active_profile` selection, as
-plain Hermes CLI commands do. An explicit `HERMES_HOME` pointing to
-`profiles/<name>` selects that named profile directly. An invalid, missing or
-deleted sticky profile is reported instead of writing into the default home;
-it also remains an unresolved skill selection, so setup cannot report a
-successful empty installation. Overrides nested beneath the native Hermes home
-use that native home's sticky selection and profile root together, matching
-[Hermes's root rules](https://github.com/NousResearch/hermes-agent/blob/748c79a1c6873124d84071cdabb4062a75913e1f/hermes_constants.py#L83).
-Repair the profile or run `hermes profile use default` before retrying.
+Setup, doctor and uninstall share REA's sticky-profile resolver.
+A custom `HERMES_HOME` outside the platform default home
+reads its own `active_profile`. An override physically inside the default home
+uses that default home's sticky selection and profile root together, including
+when the final override directory does not yet exist.
+
+For example, with `HERMES_HOME=~/.hermes/sub` and `~/.hermes/active_profile` set
+to `coder`, setup selects `~/.hermes/profiles/coder/config.yaml` and that
+profile's skills directory. It does not read `~/.hermes/sub/active_profile`.
+Without an outer named selection, this override uses `~/.hermes/sub/config.yaml`.
+Use a home outside the platform default tree for an independent sticky selection.
+
+This describes REA's current routing, not full Hermes CLI equivalence.
+At Hermes commit `748c79a1`, the
+[sticky lookup](https://github.com/NousResearch/hermes-agent/blob/748c79a1c6873124d84071cdabb4062a75913e1f/hermes_cli/main.py#L612-L632)
+also reads the outer selection, but
+[`resolve_profile_env`](https://github.com/NousResearch/hermes-agent/blob/748c79a1c6873124d84071cdabb4062a75913e1f/hermes_cli/profiles.py#L2431-L2461)
+resolves it beneath the configured `HERMES_HOME`. For nested overrides, confirm
+the profile Hermes actually uses and point `HERMES_HOME` directly at that
+`profiles/<name>` directory before setup. Compatibility is tracked in
+[#3939](https://github.com/morluto/rea/issues/3939).
+
+REA resolves existing ancestor directories before checking physical containment,
+including symlinks and junctions, even when the override directory does not exist.
+An override beneath a symlinked default home therefore uses the default home's
+sticky selection. If `~/.hermes/link` points outside the default home,
+`HERMES_HOME=~/.hermes/link/new` instead uses that override root, whether or not
+`new` exists. Previewed destinations retain the configured path spelling.
+An unreadable path or dangling alias leaves the home unresolved; repair that path
+before configuring Hermes. Inspect setup's previewed destinations before applying
+changes.
+
+An explicit `HERMES_HOME` pointing to `profiles/<name>` selects that named
+profile directly, bypassing sticky selection. An invalid, missing or deleted
+sticky profile is reported instead of writing into the default home; repair the
+profile or run `hermes profile use default` before retrying. It also remains an
+unresolved skill selection, so setup cannot report a successful empty installation.
 REA follows `HERMES_HOME` whitespace trimming, environment-variable expansion,
 and home expansion before resolving that profile. Setup previews the resolved
 configuration and skill destinations; doctor and uninstall use those same paths.
@@ -434,10 +563,12 @@ installs its skill copy there.
 ## Factory Droid

 For [Factory Droid](https://docs.factory.com/harness/mcp), setup writes
-`mcpServers.rea` into the user-level `~/.factory/mcp.json`. Entries carry
-`command`, `args`, and `env`. Droid discovers personal skills from
-`~/.factory/skills` ([skills](https://docs.factory.com/harness/skills)), so
-setup installs its skill copy there.
+`mcpServers.rea` into the user-level `~/.factory/mcp.json` (the
+`FACTORY_HOME_OVERRIDE` override replaces the home that contains `.factory`).
+Entries carry `command`, `args`, and `env`. Droid discovers personal skills
+from `~/.factory/skills` ([skills](https://docs.factory.com/harness/skills),
+following `FACTORY_HOME_OVERRIDE` when set), so setup installs its skill copy
+there.

 ## Trae

@@ -493,6 +624,34 @@ as stale, and rerunning setup removes the flag to repair it. Native configuratio
 uses strict JSON; setup refuses comments, trailing commas and a BOM rather than
 writing a registration ZCode cannot load.

+## FreeBuff
+
+For FreeBuff, the proposed integration writes `mcpServers.rea` into the user-scope
+`~/.agents/mcp.json` shared-agent file. Entries carry `command`, `args`, and
+`env`; stdio is the default transport. The proposed personal skill location is
+`~/.agents/skills`, so setup installs its skill copy there. Because the same
+file doubles as ZCode's user-scope fallback (see above), a `freebuff`
+registration is also in the file ZCode uses until ZCode defines its own native server.
+Setup and doctor detect FreeBuff from its own profile directory
+(`~/.config/freebuff-desktop`), not from the shared `.agents` folder that
+REA's skill installs create for every client.
+
+The configuration write and personal skill locations are proposed integration
+boundaries. FreeBuff MCP loading and skill discovery have not been verified
+with an installed native FreeBuff client/version; filesystem tests cover REA's
+editing, discovery, and ownership behavior only. Automatic applicability
+requires the FreeBuff profile directory even when the shared MCP file exists.
+When uninstall cannot establish FreeBuff or another shared-storage reader from
+product discovery, a malformed or unreadable shared MCP file is retained
+unchanged and does not stop other REA removals, including `--purge-data`. When
+FreeBuff or ZCode product applicability is established or unresolved, the same
+malformed shared file stops uninstall before removals. See
+[Diagnose, update, and remove](installation.md#diagnose-update-and-remove).
+
+FreeBuff setup support requires `[email protected]` or later. Older versions
+reject `rea setup --client freebuff` as an unsupported client. See the
+[installation guide](installation.md#supported-agents) for client availability.
+
 ## DeepSeek Harness

 DeepSeek Harness registers MCP clients through a Cordis YAML patch sequence
@@ -558,8 +717,10 @@ become active again. Malformed applicable files block setup before changes.
 Grok Build loads `[mcp_servers.rea]` from `$GROK_HOME/config.toml`, or from
 `~/.grok/config.toml` when `GROK_HOME` is unset or empty. Setup edits that server
 table, `[mcp_servers.rea.env]`, and a root `disabled_mcp_servers` entry that
-names `rea`. It sets `startup_timeout_sec = 30` and leaves every other name
-in that list. The shared skill installed under `~/.agents/skills` is already
+names `rea`. It defaults `startup_timeout_sec` to 30 seconds, preserves an
+existing positive timeout, and leaves every other name in that list.
+[Grok supports longer startup timeouts](https://docs.x.ai/build/features/mcp-servers)
+for cold package-runner launches. The shared skill installed under `~/.agents/skills` is already
 on Grok Build's skill path.

 Grok Bot (`grok_bot`) is detected from `~/.grokbot`, or from `SAND_DATA_ROOT`
@@ -589,10 +750,6 @@ can override an inherited disable. Lower files and other server entries remain
 unchanged; a legacy server named `servers` that conflicts with the native table
 requires manual repair before setup can write.

-When Hermes aliases refer to an anchored REA entry, refreshing or removing REA
-retains the aliases' original resolved values. Setup does not redirect another
-server's alias to REA's new launcher or policy.
-
 With no client selected, the interactive skill choice targets the shared
 `~/.agents/skills` copy. Selecting a client targets its personal destination
 when supported. Use `rea setup --skill-client shared --skill` for the shared
@@ -1,11 +1,26 @@
 # Client and agent verification

+FreeBuff MCP loading and personal skill discovery are currently unverified with
+an installed native client/version. Its temporary-filesystem coverage verifies
+REA's configuration and applicability boundaries only; it does not establish
+that FreeBuff consumes the written registration or skill.
+
 Use these optional lanes to verify an installed client or evaluate an agent's
 REA workflow. [Testing REA](testing.md) provides the normal development commands
 and provider lanes. Each record below states its host, client version, model
 fixture, and remaining coverage; a native-client run with a loopback model does
 not establish live model-service acceptance.

+## Launch environment verification
+
+`rea mcp doctor --json` starts the production MCP adapter with the current runtime
+executable and environment. A healthy result establishes that adapter's
+initialization, discovery and target-free request flow; it does not verify a
+client's configured launcher or its inherited environment. Test the generated
+registration through the actual client, including a reduced `PATH` when checking
+desktop or service startup. Record the client version and launch environment
+separately from terminal doctor results. See [launcher troubleshooting](client-configuration.md#launchers-and-path).
+
 ## Published Pi code-mode renderer limit

 A separate probe of the published `@earendil-works/pi-codemode` 1.1.0 and 1.2.0
@@ -48,6 +63,14 @@ skill setting; Hermes discovers it through the selected `HERMES_HOME`.
 Set `REA_VERIFY_HERMES_STICKY_PROFILE=1` to exercise native Hermes selection of
 a named sticky profile with `HERMES_HOME` still pointing to its root.

+For Qwen on POSIX, set `REA_VERIFY_QWEN_REDUCED_PATH=1` and select its JavaScript
+entry point with `REA_VERIFY_QWEN_COMMAND` to test a restricted client environment.
+Setup retains the caller's `PATH`; the native Qwen `chat` or `call` run then uses
+an isolated `PATH` containing only Bash for the shell-tool fixture. The lane
+checks that `node`, `npm` and `npx` cannot be found and uses the generated REA
+registration unchanged. Its receipt records `reducedPath`, `clientPath` and
+`registrationCommand`; the option alone does not establish a passing native run.
+
 The Qwen lane also supports native Windows (verified with Qwen Code 0.25.1 and
 Node 24.19.0 for both `chat` and `call`). With Node 24.18.0, the same `call`
 journey reached full Evidence readback but the client aborted during exit with
@@ -1,35 +1,121 @@
-# Admission limits and recovery
+# Analysis settings, limits, and recovery

-How to add a REA-owned admission ceiling, budget, or deadline, and what a caller
-does when one is hit. This is a design rule, not an inventory. Ceilings that
-should become settings are tracked in
+This guide explains the runtime settings design for maintainers and developers:
+who owns each value, when an update takes effect, how providers enforce it, and
+how to extend the system. The public tool contract is in
+[MCP contracts](../mcp-contracts.md#editable-analysis-settings); recorded runtime
+checks and their limitations are in the
+[verification report](../verification/runtime-analysis-settings.md).
+
+## Problem and design boundary
+
+A valid workload can exceed a conservative default. An oversized ASAR header
+may prevent analysis of the entire archive; a slow Ghidra function may exceed
+its decompile deadline. Requiring a new REA process to change either budget
+interrupts the investigation and can discard reusable provider state.
+
+REA exposes a curated set of analysis defaults through MCP so callers can
+adjust a reported limit and retry the same workload in the running runtime.
+Each setting has a typed value, resource bounds, an enforcement owner, and a
+defined application point. The design applies across archive admission,
+provider startup, operation deadlines, and worker memory requests.
+
+The setter changes in-memory defaults. It does not edit arbitrary environment
+variables, configuration files, MCP registrations, or provider installations.
+Those mechanisms have different owners and lifetimes. It also cannot change a
+client deadline, extend accepted work, release retained resources, or remove a
+fixed representation limit. Exposing a setting requires a working enforcement
+path, not just an entry in the tool schema.
+
+Further ceilings that should become settings are tracked in
 [#6176](https://github.com/morluto/rea/issues/6176). Naming honesty for limit
 errors is [#5910](https://github.com/morluto/rea/issues/5910).

+## Ownership and data flow
+
+| Owner                                                                                                                                                                                                                   | Responsibility                                                                                                                                                                                     |
+| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| [Domain definitions](https://github.com/morluto/rea/blob/main/src/domain/analysisSettingDefinitions.ts) and [types](https://github.com/morluto/rea/blob/main/src/domain/analysisSettings.ts)                            | Exact setting IDs, value types, shared bounds/defaults, units, provider/operation associations, application points, and structured limit metadata. Numeric constants stay with their domain owner. |
+| [Launch parser](https://github.com/morluto/rea/blob/main/src/config/analysisSettings.ts)                                                                                                                                | Parse selected launch values once, preserving an invalid value as a typed configuration failure rather than substituting a default.                                                                |
+| [AnalysisSettings](https://github.com/morluto/rea/blob/main/src/application/AnalysisSettings.ts)                                                                                                                        | Own one runtime's launch baseline, immutable override revisions, atomic updates, inspection, and accepted-operation snapshots. It does not own provider lifecycle or cleanup.                      |
+| [Composition](https://github.com/morluto/rea/blob/main/src/main/eagerRuntime.ts) and [typed configuration views](https://github.com/morluto/rea/blob/main/src/config/runtimeAnalysisSettings.ts)                        | Inject the same settings reader into providers and workflows; translate overrides into the configuration each consumer understands.                                                                |
+| Provider or resource owner                                                                                                                                                                                              | Resolve the effective budget, enforce it at the applicable boundary, and attach the actual value and known source to failures.                                                                     |
+| [MCP registration boundary](https://github.com/morluto/rea/blob/main/src/server/EvidenceMcpServerCore.ts)                                                                                                               | Enter the operation's settings scope before invoking its handler.                                                                                                                                  |
+| [Settings contracts](https://github.com/morluto/rea/blob/main/src/contracts/analysisSettingsContracts.ts) and [tool registration](https://github.com/morluto/rea/blob/main/src/server/registerAnalysisSettingsTools.ts) | Validate named requests and deliver inspection/update results without requiring an open target or healthy analysis provider.                                                                       |
+
+The normal path is: composition creates the store, an MCP handler captures its
+current revision, and providers read that snapshot when resolving budgets.
+If an owner rejects work, it reports the effective limit through the shared
+error projection. A subsequent settings update publishes a new revision for
+later handlers. It does not reach into the failed operation or retry it.
+
+### Accepted-operation snapshots
+
+`AnalysisSettings.run()` installs the current immutable snapshot in
+`AsyncLocalStorage`. Its `read` function returns that snapshot inside the
+operation and the latest revision outside it. Providers depend on the reader
+contract rather than on the mutable store or an ambient environment lookup.
+
+Acceptance here is entry into the registered handler's settings scope, not
+arrival of bytes at the MCP transport. Work queued or awaited within that scope
+keeps its snapshot. Deferred server initialization must still dispatch through
+the canonical scoped handler.
+
+| Event                                                     | Revision used                       |
+| --------------------------------------------------------- | ----------------------------------- |
+| Operation A enters its handler, then waits for a provider | Current revision 0                  |
+| A settings update publishes revision 1                    | Future handlers can read revision 1 |
+| Operation A resumes and starts its worker                 | Its accepted revision 0             |
+| Operation B enters its handler                            | Revision 1                          |
+
+This gives each operation stable budget semantics even if another connection
+updates settings while it waits. `next_worker` and `next_startup` describe where
+an accepted value is applied; they do not cause workers or startups belonging
+to an older operation to adopt a newer revision.
+
+Inspection deliberately reads the store's current defaults, rather than the
+calling operation's snapshot. It reports `active_values.status: "not_observed"`:
+an inspection result cannot establish the budget or remaining time of an
+already-running worker.
+
+### Composition and embedding
+
+The MCP runtime creates one store and supplies its reader to provider factories.
+`createServer` uses a supplied store or creates one, and wires its default
+providers to that store. An embedder supplying a custom binary session or other
+provider must also inject the same reader into that provider's composition and
+pass the store to `createServer`. Merely exposing the settings tools cannot
+make a custom provider consume updates.
+
+Keep default factories, explicitly supplied providers, transport composition,
+and deferred handler dispatch covered separately where their wiring differs.
+Resolve settings at the operation boundary; copying a runtime value into a
+provider constructor would freeze it at launch. For entrypoints outside the
+MCP wrapper, an embedder needing the same snapshot guarantee must establish
+the operation scope with `AnalysisSettings.run()`.
+
 ## Name a default, then a setting when operators need headroom

 Put the number in a named constant with a unit. Do not leave it as a magic
 number at the call site.

 When a workload may need more room, add a setting whose unset value is that
-constant. One module under
-[`src/config/`](https://github.com/morluto/rea/blob/main/src/config) owns the
-default, any floor, the maximum, the schema, the parser, and the recovery
-text. Register that schema on `environmentSchema` in
-[`environment.ts`](https://github.com/morluto/rea/blob/main/src/config/environment.ts).
-`parseConfig` calls `parseEnvironment`. Doctor uses that same parser through
-`nativeAnalysisConfigurationError`, so startup and `rea doctor` accept the
-same values. Add the name to `SELECTED_REGISTRATION_SETTINGS` so `rea setup`
-copies it into the client registration. Unset keeps today's behavior. An
-invalid value is a `ConfigurationError` and projects as `configuration_invalid`.
-Do not fall back to the default.
+constant. Pure numeric contracts live in `src/domain/analysisResourceLimits.ts`
+or their existing domain owner. `analysisSettingDefinitions.ts` binds the
+curated runtime IDs to those same bounds, defaults and application points.
+Environment parsers and recovery text stay under `src/config/`; register launch
+schemas on `environmentSchema` so startup and doctor agree. Add launch settings
+to `SELECTED_REGISTRATION_SETTINGS` when setup should forward them. Unset keeps
+today's behavior. An invalid launch value remains a configuration failure,
+never a silent fallback; its validation boundary determines whether MCP can
+start (see [invalid launch configuration](#invalid-launch-configuration)). An
+invalid runtime write is `invalid_request` and changes nothing.

-[`REA_REGEX_MATCHING_DEADLINE_MS`](https://github.com/morluto/rea/blob/main/src/config/regexMatchingDeadline.ts)
-([#6267](https://github.com/morluto/rea/pull/6267)) is the reference. Default
-5000 ms, floor 1 ms, maximum 2147483647 ms, because Node schedules a longer
-`setTimeout` delay as 1 ms. Setup copies the setting. A hit says:
-
-> The effective REA_REGEX_MATCHING_DEADLINE_MS value is 5000 ms (source default; default 5000 ms, floor 1 ms, maximum 2147483647 ms). Set REA_REGEX_MATCHING_DEADLINE_MS in the environment that starts REA to a positive decimal integer from 1 to 2147483647, then restart REA. The worker old-generation heap does not raise this deadline.
+For example, `regex.matching_deadline_ms` and its launch seed
+`REA_REGEX_MATCHING_DEADLINE_MS` share a 5000 ms default, 1 ms floor and
+2147483647 ms maximum. Node schedules a longer `setTimeout` delay as 1 ms.
+Changing the runtime setting affects the next accepted search; changing the
+launch environment affects the next REA process.

 [`REA_MCP_MAX_RESPONSE_BYTES`](https://github.com/morluto/rea/blob/main/src/config/mcpResponseBudget.ts)
 is the byte-budget shape: a decimal safe integer with a 10 MiB floor
@@ -39,7 +125,8 @@ raise REA's reserved string limit or Node's string ceiling. The setup
 allowlist does not copy this setting. A new headroom setting should, following
 the regex deadline.

-A per-call budget is not an environment setting. JavaScript `max_heap_mb`
+A per-call budget can have a runtime default without having an environment
+setting. JavaScript `max_heap_mb`
 (CLI `--max-heap-mb`) is an integer from 128 to 16384 MiB, default 1024. It
 applies on the next analysis, which starts a new worker, and does not restart
 REA. It does not raise the parent result budget, transfer ceilings, or fixed
@@ -51,8 +138,125 @@ does: its recovery says to set `NODE_OPTIONS` (for example
 `--max-old-space-size=<MiB>`) on the process that starts REA, then restart
 that process. `max_heap_mb` does not raise it.

+## Runtime settings through MCP
+
+`inspect_analysis_settings` lists the curated settings, their current and launch
+values, source, bounds, application point and relevant operation names. Filters
+by exact setting IDs, provider or operation intersect. Active worker values are explicitly `not_observed`; a configured default is
+not a measurement of active work. Inspection also separates known server limits from unknown client deadlines and receive buffers.
+
+`update_analysis_settings` accepts an atomic `changes` array. Each entry names
+an exact `setting` and either `action: "set"` with a schema-validated `value`, or
+`action: "reset"`. Reset restores the launch value. `expected_revision` is an
+optional compare-and-set guard; conflicts and duplicate keys change nothing.
+An unchanged write does not advance the revision.
+
+The revision tracks override state, not only effective numeric values. Setting
+an explicit override equal to the launch value still changes its source to
+`runtime` and advances the revision. Reset removes that override, even if the
+effective number stays the same. Validation, revision checks, and duplicate-key
+checks all happen before publishing the replacement snapshot; a rejected batch
+cannot partially apply. Clients coordinating writes can supply
+`expected_revision`; without it, valid updates apply to the current state.
+
+| Runtime setting                                               | Application point                                                      |
+| ------------------------------------------------------------- | ---------------------------------------------------------------------- |
+| `asar.max_header_bytes`                                       | Next archive operation, including full JavaScript application analysis |
+| `ghidra.startup_timeout_ms`, `hopper.startup_timeout_ms`      | Next provider startup attempt                                          |
+| `ghidra.decompile_timeout_seconds`                            | Next operation on the existing Ghidra Program; `null` means unbounded  |
+| `jadx.operation_timeout_ms`                                   | Next JADX operation                                                    |
+| `regex.matching_deadline_ms`, `regex.worker_heap_request_mib` | Next search / new regex worker                                         |
+| `capture.decoder_old_generation_mib`                          | Next owned capture decoder                                             |
+| `javascript.analysis_timeout_ms`, `javascript.max_heap_mb`    | Next source analysis / new JavaScript worker                           |
+| `wasm.command_timeout_ms`                                     | Next WABT operation                                                    |
+| `native.matching_representation_bytes`                        | Next `match_native_functions` request                                  |
+
+### Precedence and lifetime
+
+Where a setting supports an explicit per-call argument, precedence is:
+
+1. The caller's explicit argument.
+2. The accepted operation's runtime override.
+3. Valid launch configuration, where that setting has an environment seed.
+4. The built-in default when launch configuration is absent.
+
+An invalid launch value does not fall through to the built-in default. Preserve
+omitted caller arguments in Evidence: resolving an internal default must not
+rewrite the request as though the caller supplied it. `null` is the explicit
+unbounded value for `ghidra.decompile_timeout_seconds`; it is not a substitute
+for an unknown or omitted value elsewhere.
+
+A write does not extend active work, relaunch a provider, clear retained
+cleanup, or invalidate successful Evidence.
+
+Overrides belong to one REA runtime, survive target close/open, and disappear
+when REA exits. Connections sharing that runtime share its overrides. No files,
+ambient environment, registrations or upstream software are edited. Overrides
+are runtime-wide, not scoped to a target or an individual connection.
+
+### Failure and retry
+
+An ASAR admission error supplies `details.limit` with the exact setting,
+effective value, units, bounds, scope, application point, restart requirement
+and, when known, required bytes and value source. The agent can immediately call:
+
+```json
+{
+  "changes": [
+    { "setting": "asar.max_header_bytes", "action": "set", "value": 33554432 }
+  ]
+}
+```
+
+Then retry the same full-archive request once work and cleanup have settled.
+No preliminary inspection or source subset is required. The setter does not
+retry automatically. If an explicit per-call value caused the failure, correct
+that argument; raising a runtime default cannot override it.
+
+The resource owner constructs `details.limit` from the registry plus the budget
+it actually enforced. Metadata includes `agent_editable: true`,
+`scope: "rea-runtime"`, and `rea_restart_required: false`. Optional
+`required_value`, `source`, and `parameter` fields are supplied only where known
+or applicable. Do not infer a source because a value happens to equal a default.
+Error copying, attribution, redaction, and delivery must preserve these facts.
+Human-readable remediation explains the same failure; clients should not need
+to parse that sentence to identify an editable setting.
+
+Cache policy is part of enforcement. Successful reusable analysis can survive
+a budget update. Transient Ghidra decompile failures remain uncached so a raised
+deadline can recover on the same Program. Admission checks still apply to reused
+data: lowering an ASAR limit must reject a cached oversized header. Neither
+raising a limit nor clearing a transient analysis failure authorizes skipping
+cleanup or changing the identity of the provider session.
+
+### Invalid launch configuration
+
+Launch validation has two relevant boundaries. Settings validated by global
+configuration parsing can prevent REA from starting; an MCP setter cannot
+repair a server that is not running. Correct the launch environment or
+registration, use `rea doctor` for its configuration checks, and start REA again.
+
+Provider-local validation can leave MCP available. For example, an invalid
+`REA_JADX_OPERATION_TIMEOUT_MS` is inspectable with `source: "invalid"`, a
+`configuration_error`, and omitted `value` and `launch_value`. A valid runtime
+override repairs the effective JADX timeout without editing that launch seed.
+Inspection then reports the runtime value while retaining the launch error.
+Reset exposes the invalid launch state again; it does not repair or replace it
+with the built-in default. Provider availability and execution must resolve the
+same effective setting so readiness changes along with repair and reset.
+`REA_NATIVE_MATCHING_REPRESENTATION_BYTES` is validated the same way, by
+`match_native_functions` alone.
+
 ## Keep a fixed ceiling honest

+Inspection's separate
+[constraints](https://github.com/morluto/rea/blob/main/src/server/analysisSettingsConstraints.ts)
+describe operator-owned, external, and fixed controls. REA can report its
+configured response budget and parent heap limit; client deadlines and receive
+buffers remain explicitly unknown. These are not entries accepted by the
+runtime setter. Raising a worker heap request cannot raise the parent heap,
+and raising a provider deadline cannot make the client wait longer.
+
 If the ceiling must stay fixed, say so in the failure. Name the limit and the
 effective value, say this release has no runtime override, and name what does
 not raise it. Do not invent a setting.
@@ -68,20 +272,22 @@ The string the caller sees includes:

 - the limit or setting name
 - the effective value and unit
- the source (`default` or `setting`)
+- the source when known (`default`, `setting`, `runtime`, or `request`)
 - the default, the maximum, and the floor when the setting has one
 - the next action, including where to set it ("in the environment that starts REA")
 - whether a restart is required
 - what the change does not raise

-Invalid settings never take this path. They are `configuration_invalid`.
-Doctor reports `runtime-configuration:<setting>` and says to correct it in the
-shell or the MCP registration, then rerun.
+Distinguish an invalid configuration from a valid budget exhausted by work.
+Preserve the configuration failure and its setting identity; apply the
+[launch validation boundary](#invalid-launch-configuration) when describing
+whether live repair is possible.

 ## What agents do

-Follow `remediation.action`. Change a request field or a `REA_*` setting only
-when that text recommends the change. Restart only when it says the value is
+Use `details.limit` for a direct runtime update when it names an editable
+setting. Follow `remediation.action` for per-call, fixed and external controls.
+Inspect settings only when bounds or application details are missing. Restart only when it says the value is
 read at startup. A sentence that a control does not raise the limit is not a
 request to change it.

@@ -103,22 +309,72 @@ request to change it.
 - `resource_constraint` for capacity, when `retryable` is true: wait for the
  active admission to finish, then retry within the reported limits. Do not
  restart REA to free the slot.
- `configuration_invalid`: correct the named setting in the environment that
-  starts REA, then start REA again. Run `rea doctor` for the
+- `configuration_invalid`: when MCP remains available and the failure belongs
+  to a curated provider-local setting, inspect and set a valid runtime override.
+  Otherwise correct the named setting in the environment that starts REA, then
+  start REA again. Run `rea doctor` for the
  `runtime-configuration:` check. Re-run `rea setup` for that client when the
  setting is on the registration allowlist, then reconnect so the new process
  sees it.
 - `invalid_request`: correct the reported fields from the current schema or
  CLI help. Do not repeat the unchanged call.

-A restart is required for an environment setting and for a client still
-running the previous registration. It is not the first step for a transient
+A restart is required to adopt a changed launch environment or registration.
+The curated runtime settings above require no REA restart. It is not the first step for a transient
 MCP drop, a capacity wait, or retained cleanup.

-## Tests
+## Adding a runtime setting

-Lock the unset default, one accepted override, rejected floor, maximum, and
-syntax, and the recovery sentence through `parseEnvironment` and `parseConfig`.
+1. Identify the enforcing owner and the real resource constraint. Decide whether
+   callers need a per-call argument, a runtime default, a launch-only control,
+   or a fixed limit. A registry entry must not advertise authority REA lacks.
+2. Define the value type and named numeric bounds with the domain owner. Add the
+   ID and metadata to `analysisSettings.ts` and `analysisSettingDefinitions.ts`.
+   Reuse those bounds in runtime validation, launch parsing, and error metadata.
+   Choose the application point and provider/operation associations from actual
+   consumers; a shared control need not apply to every provider.
+3. If there is a launch seed, add its parser and appropriate configuration/doctor
+   validation. Decide whether an invalid value blocks the runtime or only the
+   provider. Add it to setup's `SELECTED_REGISTRATION_SETTINGS` when it should
+   be forwarded; runtime editability does not automatically propagate it.
+4. Thread the shared reader through every applicable composition path. Resolve
+   the effective value within the accepted operation, honor explicit arguments,
+   and preserve their omission in Evidence. Keep availability checks consistent
+   with execution. A worker heap request must not be described as a measured
+   process memory limit.
+5. Enforce the value at its resource boundary and construct structured limit
+   facts there. Preserve those facts through shared error projection and copies.
+   Check cache reuse, lowered admission, transient failures, and retained cleanup
+   against the same ownership rules.
+6. Update the public contracts and affected guides, then regenerate catalogs
+   and packaged skill metadata using the repository commands. Keep externally
+   owned and fixed controls in the separate inspection constraints, not in the
+   editable registry. Validate both store semantics and a public recovery path.
+
+## Tests and verification
+
+Cover the unset default, accepted overrides, rejected floor/maximum values,
+and invalid syntax through the owning parser and configuration boundary.
 [`regexMatchingDeadline.test.ts`](https://github.com/morluto/rea/blob/main/src/config/regexMatchingDeadline.test.ts)
-is the pattern. Project the failure and assert `configuration_invalid` for a
-bad value and the recovery wording for a hit.
+is one example. Assert error codes, setting IDs, values, units, provenance,
+application points, and resulting behavior. Check that adapters deliver the
+canonical recovery guidance, with independent assertions for its underlying
+facts. Avoid freezing prose or deriving all expected values from the same
+registry used by the implementation; either can hide the wrong failure.
+See [test design](../testing.md#test-design-and-pruning) for the assertion policy.
+
+Runtime checks cover atomic validation, stale writes, reset, runtime isolation,
+accepted-operation snapshots, and explicit argument precedence. Public MCP
+acceptance must reject an oversized ASAR, raise admission, and successfully
+retry the same complete archive on the same connection. Lowering admission must
+also refuse previously cached headers. The real Ghidra timeout verifier checks
+recovery after a live update without replacing its session. Also cover invalid
+provider-local launch configuration, repair/reset availability, default and
+custom composition paths, and preservation of structured limits through error
+copies. Gates used to overlap work and updates need bounded acknowledgements
+and release/join in `finally`.
+
+The [verification report](../verification/runtime-analysis-settings.md) separates
+public MCP checks, simulated provider coverage, real Ghidra execution, and
+measured task costs. It does not establish real-provider behavior for every
+editable setting or active worker telemetry.
@@ -53,7 +53,7 @@ Every collection supports `fields`, `offset` and `limit`; its stable row ID is
 always included. Selection changes delivery, not source inspection. Pages keep
 source coverage and parent Evidence links. Page exhaustion does not establish
 absence in a partial source. Complete Evidence remains accessible through
-`get_evidence` and Evidence bundle export.
+`get_evidence_bundle` and Evidence bundle export.

 The summary's `probe_issues` counts files with reported issues and their retained
 issue entries. It previews at most two such files, including stable `file_id`,
@@ -0,0 +1,105 @@
+# Flattened devicetree inspection
+
+`inspect_devicetree` / `rea inspect-devicetree` reads a local DTB without an
+engine, target execution or external tools. It supports FDT versions 16 and 17;
+other versions return `unsupported_target`. Corrupt recognized blobs return
+`invalid_request`, and exhausted budgets return `resource_constraint` without
+partial success.
+
+```bash
+rea inspect-devicetree /artifacts/board.dtb --json
+rea inspect-devicetree /artifacts/board.dtb --detail summary --evidence_output /artifacts/board-evidence.json --json
+```
+
+The complete Evidence includes the artifact SHA-256, validated header fields,
+64-bit memory reservations as exact hexadecimal strings, and a flat node tree
+with explicit parent paths. Each property retains its file offset, byte length,
+and up to 256 raw bytes as hex. `truncated` qualifies the preview only; parsing
+coverage includes the entire declared tree. Version 16 has no declared structure
+size, so `header.size_dt_struct` is null.
+
+Derived fields carry `confidence: derived`: standard ASCII string lists, scalar
+phandles and cell counts, and `reg` tuples using the parent's `#address-cells`
+and `#size-cells` (defaults 2 and 1). Zero-cell components are null (omitted), distinct from an encoded zero. Cell
+counts above four, invalid counts and incomplete tuples remain undecoded with a
+limitation. Addresses are bus-local; no `ranges` translation is attempted.
+Invalid or ambiguous strings remain raw, rather than being guessed.
+
+The summary is labeled derived and includes root compatible/model, chosen
+bootargs/stdout-path and aliases. An undecodable alias retains its name with a
+null path; it is not silently treated as absent. Single-cell `interrupt-parent`, `remote-endpoint` and `msi-parent`
+references resolve through phandle declarations. Missing or duplicate targets
+have null target paths. A node whose `phandle` and `linux,phandle` disagree
+adds a limitation, and references to either value stay unresolved. A present
+`phandle` that is not one cell also adds a limitation; `linux,phandle` cannot
+resolve that node when the canonical declaration is malformed. Binding-specific
+reference arrays and overlays are not resolved; an empty reference list does not
+prove absence of hardware links.
+
+MCP `detail: summary` retains complete Evidence in the session. Follow its
+`parent_evidence_id` with `inspect_analysis_view`:
+
+```json
+{
+  "source": { "kind": "retained-evidence", "evidence_id": "ev:<digest>" },
+  "view": {
+    "kind": "devicetree",
+    "collection": "properties",
+    "path": "/serial@1000",
+    "offset": 0,
+    "limit": 32
+  }
+}
+```
+
+Collections are `nodes` (identity and property counts), `properties` (requires an
+exact node path), `reservations`, and `references`. Pages use retained parsed
+facts and do not reopen the file. Each page carries fixed-size context
+(artifact, header, coverage and counts) rather than the summary strings, so a
+large `bootargs` value does not repeat on every page. Source indices are scoped to the selected
+collection and parent Evidence; property indices are scoped to their node.
+
+| Input budget     | Default | Ceiling |
+| ---------------- | ------: | ------: |
+| `max_file_bytes` |   4 MiB |  16 MiB |
+| `max_nodes`      |   8,192 |  65,536 |
+| `max_properties` |  32,768 | 262,144 |
+| `max_depth`      |      64 |     256 |
+
+Decoded names, paths, values and row overhead share a fixed 32 MiB representation
+allowance, charged before expansion. It has no runtime override.
+
+The reservation count also uses `max_properties`. CLI flags use kebab case,
+for example `--max-nodes 16384`. View pages contain at most 256 rows.
+
+## Verification
+
+Synthetic tests cover v16/v17, malformed headers/blocks/names/tokens, resource
+limits, derived values, and CLI/MCP delivery including retained pages after
+removing the input. The optional real lane requires **dtc 1.8.1**:
+
+```bash
+npm run build:cached
+node scripts/verify/firmware/devicetree.mjs
+```
+
+It compiles a DTS with reserved-memory, chosen, aliases and phandles, compares
+REA's node paths against `dtc -I dtb -O dts`, and checks the derived report.
+`REA_DTC_PATH` selects the verification executable; it is not runtime setup.
+
+The dtc 1.8.1 lane ran on macOS arm64 with Node 26.5.0. Its seven node paths
+matched the decompiled tree. The report included `model: "REA DTB verification"`,
+`bootargs: "console=ttyS0"`, alias `serial0 -> /serial@1000`, reservation
+`0x80000000 + 0x1000`, and a resolved reference from `/consumer` to
+`/serial@1000`. The deliberately minimal remote-endpoint fixture produces dtc
+graph-binding warnings; this lane verifies FDT structure and selected property
+derivations, not hardware-binding validity.
+
+A repeat run of that complete compile/decompile/CLI verification took 2.13 s
+elapsed, 1.52 s user CPU and 0.27 s system CPU under `/usr/bin/time -l`. This is a
+small fixture with warm filesystem caches, not a cold-start or large-board
+benchmark. Peak process-family memory and whole-workflow token usage were not
+measured; the sandbox denied the memory-reporting system query. No pre-feature
+equivalent REA workflow exists for comparison. The pinned Node 24.22.1/npm
+11.16.0 toolchain was unavailable; dependency installation used the local cache
+with Node 26.5.0/npm 12.2.0 instead.
@@ -305,8 +305,13 @@ capture provides them.

 ASAR observation reads the header through one open file handle and validates its
 declared lengths against the archive size. Header/index admission is the same
-budget used by static ASAR reads: 16 MiB / 16777216 bytes by default, or
-`REA_ASAR_MAX_HEADER_BYTES` (at most 256 MiB) when set. An oversized header is
+budget used by static ASAR reads: 16 MiB / 16777216 bytes by default, seeded by
+`REA_ASAR_MAX_HEADER_BYTES` (at most 256 MiB). In MCP,
+`update_analysis_settings` can override `asar.max_header_bytes` for new
+operations without restarting REA. Cached headers are checked against each
+operation's admission, including after a decrease. See the
+[settings design](design/limits-and-recovery.md#failure-and-retry).
+An oversized header is
 not parsed; selecting a member path does not bypass admission, and the page
 stays unauthorized. The header cache separately retains at most that many bytes
 of already-admitted encoded headers across eight archives. Evicting that cache does not raise admission.
@@ -24,12 +24,17 @@ requires an absolute filesystem path and preserves that exact selection:

 The inline Evidence result contains the artifact path, SHA-256, and byte length.
 `tables` lists each declared note program header or section, including the
-section name when a string table is present. Zlib-compressed section-name
-tables are decompressed within the selected file-size budget. An unsupported
+section name when a string table is present. Zlib- and Zstandard-compressed
+section-name tables are decompressed within the selected file-size budget. An unsupported
 compression type leaves section names unknown and adds a limitation; note bytes
 remain independently examined. Each `entries[]` item reports owner, type,
 descriptor SHA-256, and a hex preview for descriptors of 64 bytes or less.

+A section name also stays null when its offset is outside the declared string
+table or its bytes lack a NUL terminator. A limitation explains that missing
+name. Note coverage remains complete when all declared note tables and entries
+were examined; an unavailable section name does not erase those note facts.
+
 For GNU notes, `gnu.build_id_hex`, `gnu.abi_tag`, or `gnu.gold_version` are
 filled when the descriptor matches that type. Other owners keep `gnu` null.

@@ -58,6 +63,8 @@ numbering (`PN_XNUM`, including a section count stored when `e_shnum` is 0) is
 unsupported and returns an unsupported-target outcome rather than invalid-input
 recovery.

+Zstandard section-name tables also use a 128 MiB decoder window limit.
+
 `SHF_COMPRESSED` note sections return `unsupported_target` before their payload
 is interpreted or decompressed. Their compression header is storage metadata,
 not a note header. The current result requires physical file offsets for each
@@ -91,6 +91,13 @@ nothing, and `fields: []` returns only `source_index`. Offset/limit page matchin
 rows in original order (defaults 0/64). Unfiltered pages slice the retained
 collection; queries do not decode the file again.

+For `chunks`, `names` matches the four-character IFF chunk tag (for example
+`"AtU8"`, `"Code"`, `"ExpT"`); available `fields` are `index`, `name`,
+`location`, and `payload`. For `lambdas`, `names` matches the resolved function
+name from the atom table; `null` names (unresolved atom indices) are never
+selected by a name filter. For `atoms`, `names` matches the decoded atom name
+string.
+
 `beam` keeps the module, form/Code bounds, original source coverage, and table
 counts. A null count means no table was decoded; zero means a decoded empty
 table. Missing tables and unresolved atom names remain explicit, and an empty
@@ -691,12 +691,8 @@
              "type": "object",
              "properties": {
                "logical_path": { "type": "string" },
-                "declared_sha256": {
-                  "anyOf": [{ "type": "string" }, { "type": "null" }]
-                },
-                "calculated_sha256": {
-                  "anyOf": [{ "type": "string" }, { "type": "null" }]
-                },
+                "declared_sha256": { "type": ["string", "null"] },
+                "calculated_sha256": { "type": ["string", "null"] },
                "unpacked": { "type": "boolean" }
              },
              "required": [
@@ -275,7 +275,7 @@ Additional lanes are explicit, so the base lane stays small:
 REA_FIRMWARE_VERIFY_EXT4=1 npm run fixtures:firmware
 REA_FIRMWARE_VERIFY_EXT4=1 npm run verify:firmware

-# Existing Ghidra 12.1.x and its declared JDK required.
+# Existing Ghidra 12.x (>=12.1) and its declared JDK required.
 REA_FIRMWARE_VERIFY_GHIDRA=1 npm run verify:firmware
 ```

@@ -285,3 +285,32 @@ REA_FIRMWARE_VERIFY_GHIDRA=1 npm run verify:firmware
 `scripts/rea.mjs` to verify the packaged CLI/MCP workflow. Real coverage here is
 generated gzip/USTAR/ext4 with a Linux x64 ELF child; SquashFS, UBIFS, proprietary
 firmware, other hosts and architectures remain unverified.
+
+## Inspect extracted devicetrees
+
+Use [`inspect_devicetree`](devicetree.md) / `rea inspect-devicetree` on an
+extracted DTB for its node/property tree, reservations, hardware summary and
+selected phandle relationships. FDT v16/v17 inspection is portable and requires
+no external tool or disassembler.
+
+## Inspect Intel HEX and S-record images
+
+Use `inspect-artifact` / `inspect_artifact` on an Intel HEX or Motorola S-record
+file for its address regions, declared start address and record facts, then
+`extract-artifact` / `extract_artifact` for one raw file per region. Decoding is
+portable and requires no external tool. See
+[Intel HEX and S-record images](hex-records.md).
+
+## Inspect U-Boot legacy uImages
+
+`inspect-artifact` / `extract-artifact` recognize a legacy uImage by its
+`0x27051956` magic and inventory it without running or decompressing it.
+The root facts record the 64-byte header (architecture, OS, type, and
+compression as raw values and names, load and entry addresses, image name,
+and timestamp) with the header and data CRC32 verified; the stored payload
+is extractable as `payload.bin`, and multi-file images additionally expose
+each sub-image as `image-<n>.bin` from the stored size table. Declared
+addresses are facts from the header, not proven entry points, and compressed
+payloads stay as stored. Intel HEX/S-record and FIT images are separate
+readers and are not covered here. See [U-Boot legacy uImage](uimage.md) for
+component padding, preserved names, resource policies and verification scope.
@@ -0,0 +1,129 @@
+# GameCube DOL analysis through Ghidra
+
+This lane imports 32-bit big-endian PowerPC GameCube/Wii DOL images through
+Ghidra. It does not execute the image. DOL is a headerless format with no magic
+number, so REA never detects it: the caller must select it explicitly.
+
+Only the cached MEM1 window `0x80000000..0x81800000` is admitted. Wii MEM2
+and uncached aliases are outside this lane.
+
+Not covered: small-data anchors (`r2`/`r13`), REL, RPX, and IDA or Hopper
+support. See [Not supported yet](#not-supported-yet).
+
+## Select the format
+
+CLI:
+
+```bash
+rea inspect /absolute/path/to/main.dol --target-format gamecube-dol --provider ghidra --json
+rea function /absolute/path/to/main.dol 0x80003130 --target-format gamecube-dol --provider ghidra --json
+```
+
+MCP, with the existing `open_binary` tool:
+
+```json
+{
+  "path": "/absolute/path/to/main.dol",
+  "provider_id": "ghidra",
+  "format": "gamecube-dol"
+}
+```
+
+The architecture comes from the DOL header (`powerpc`). Do not pass
+`architecture` with `gamecube-dol`; it is rejected. `entry_point` is optional,
+and if given it must equal the header entry.
+
+Omitting `format` never imports a file as a DOL. Detection does not run for DOL.
+
+## What the import does
+
+REA reads the 256-byte DOL header at admission. It checks every section's file
+range and load address. It records BSS/data overlaps and computes the exact
+uninitialized BSS gaps once. Malformed headers are refused before Ghidra starts.
+
+Ghidra then runs in two steps:
+
+1. The standard `BinaryLoader` maps the whole file at base `0x0`, with
+   `-processor` and `-cspec` taken from the language selection below.
+2. The pre-script `bridge/ghidra/ReaGhidraPrepareDol.java` reads a section file
+   that REA wrote from the parsed header, with versioned collection counts. It creates one initialized block per
+   used text and data section at its load address, with file bytes from the
+   section's file offset. The whole-file block is removed before the section
+   blocks are created. Text is read-execute and data is read-write. It sets the
+   entry point and labels the entry
+   `__start`.
+
+Sections that the header marks unused are not mapped. The 256-byte header and
+any bytes between sections are not mapped either.
+
+## BSS
+
+A DOL has one BSS range, and it is not always disjoint from the data sections.
+The domain parser computes the parts of BSS that no data section covers. Both
+the pre-script and load-image attestation consume those parsed ranges. The
+pre-script creates uninitialized read-write blocks only in those gaps. Where BSS overlaps a data slot, that slot
+keeps its file bytes. Overlapping slot indexes are reported by the parser.
+
+## Bound language
+
+The default language is `PowerPC:BE:32:default` with compiler spec `default`,
+which ships with Ghidra. The load-image attestation checks the language Ghidra
+reports, not only the requested one.
+
+### Optional Gekko/Broadway override
+
+`REA_GHIDRA_LANGUAGE_ID=PowerPC:BE:32:Gekko_Broadway` selects the Gekko/Broadway
+variant. The language is not in stock Ghidra. It comes from the GameCubeLoader
+extension, by Cuyler, licensed under Apache-2.0. The extension ships
+`ppc_gekko_broadway.ldefs` under its `data/languages` directory and must be
+installed in the Ghidra installation's `Ghidra/Extensions` directory. The stock
+lane never requires it.
+
+Any other language id must start with `PowerPC:BE:32:`. Other languages are
+refused with a specific constraint.
+
+## Paired-single limitation
+
+The stock `PowerPC:BE:32:default` language does not decode the paired-single
+instructions that Gekko and Broadway add. Those words decode as bad or undefined
+instructions. Use the Gekko override to decode them.
+
+## Verification
+
+The source-owned fixture is built from `tests/conformance/c/ppc.c`,
+`tests/conformance/c/dol.c`, `tests/conformance/ghidra/ppc-probe.S` and the
+linker script `tests/conformance/ghidra/dol-fixture.ld`. It is converted to a DOL
+by `tests/conformance/ghidra/dol-fixture.mjs`. Its text is at `0x80003100`, and
+its single BSS range overlaps data slot 1 and leaves a gap. The fixture is
+never executed. The real GameCube or Wii game images are never used.
+
+```bash
+GHIDRA_INSTALL_DIR=/absolute/path/to/ghidra npm run verify:ghidra:dol
+```
+
+The lane needs the same toolchain as the PowerPC ELF lane: `REA_PPC_CLANG`,
+`REA_PPC_READELF` and LLD. An independent DOL header reader and GNU readelf
+(run on the source ELF) check the section table, file bytes, entry and BSS gap
+before Ghidra starts. The checks never use REA's parser.
+
+After import, the lane checks the load-image attestation (`verified`), the
+bound language, the `__start` entry procedure, a direct call to the leaf
+function, decompilation, and bytes at the data, tail, marker and BSS-gap
+addresses. It also checks CLI identity.
+
+The Gekko pass runs only when `PowerPC:BE:32:Gekko_Broadway` is in the Ghidra
+installation's language catalog, the same catalog REA uses to admit
+`REA_GHIDRA_LANGUAGE_ID`. A language that exists only in a user extension under
+`~/Library/ghidra` is not admitted, so the lane prints
+`skipped: PowerPC:BE:32:Gekko_Broadway (not in the Ghidra installation catalog that REA admits); stock lane still verified`
+and still succeeds on the stock checks.
+
+The ELF lane (`npm run verify:ghidra:ppc`) is separate. See
+[PowerPC ELF analysis through Ghidra](/ghidra-ppc).
+
+## Not supported yet
+
+- Small-data anchors: `r2` and `r13` are not seeded from the DOL header.
+- REL (relocatable modules) and RPX (Wii U) are not admitted.
+- IDA and Hopper refuse `gamecube-dol`. Ghidra is the only provider.
+- Disc images (ISO/GCM) are not supported. Pass an extracted DOL file.
@@ -3,7 +3,7 @@
 REA can analyze DOS MZ executables and explicitly selected COM images through the bring-your-own Ghidra adapter.
 The Linux x64 and macOS arm64 verification lanes exercise actual 16-bit disassembly and
 decompilation through the CLI and stdio MCP. Provider admission accepts Ghidra
-12.1.x and that installation's declared JDK range. The verification lane uses
+12.x (>=12.1) and that installation's declared JDK range. The verification lane uses
 Ghidra 12.1.4 and JDK 21; no DOS emulator or cross-compiler is required.

 ## Open and inspect
@@ -29,13 +29,18 @@ point using the available structural bytes and actual file length. It reports
 those DOS facts separately from Windows-header evidence. A recognized PE
 signature remains PE; recognized NE, LE, and LX headers are explicitly
 unsupported. A nonzero Windows-header pointer without a recognized signature
-remains an unresolved candidate, even when the DOS structure validates:
-automatic target selection fails closed and reports both observations.
-REA does not infer DOS intent from padding or infer a damaged Windows header
-from the pointer alone. Inventory classification is a bounded-prefix format
-hint; it returns `unknown` for that candidate or when its prefix cannot
-establish the format. That result is distinct from complete DOS validation and
-does not decide target admission.
+usually remains an unresolved candidate, even when the DOS structure validates:
+automatic target selection fails closed and reports both observations. When a
+nonempty relocation table ends inside a complete DOS header, the remaining
+header bytes belong to DOS padding; a nonzero dword there is not a Windows
+declaration. An unread signature beyond the current probe is requested before
+that padding rule applies. This avoids manufacturing a Windows header from
+original DOS padding while preserving rejection of damaged Windows
+declarations.
+Inventory classification is a bounded-prefix format hint; it returns `unknown`
+for an unresolved candidate or when its prefix cannot establish the format.
+That result is distinct from complete DOS validation and does not decide target
+admission.

 Ghidra imports a private target snapshot with `MzLoader`, language
 `x86:LE:16:Real Mode`, and compiler specification `default`. These settings,
@@ -24,7 +24,8 @@ specific unsupported constraint rather than guessing a compatible profile.

 A second admission covers recordless legacy firmware images
 ([#1620](https://github.com/morluto/rea/issues/1620)): ELF32 `ET_EXEC` headers
-declaring `EF_MIPS_ARCH_32` or `EF_MIPS_ARCH_32R2` with an unspecified ABI
+declaring `EF_MIPS_ARCH_1` (MIPS-I, a zero ISA field), `EF_MIPS_ARCH_32` or
+`EF_MIPS_ARCH_32R2` with an unspecified ABI
 field, `EF_MIPS_ABI2` clear, and an _inspected_ absence of any ABI flags
 record (a target whose record was merely not observed stays refused). For
 these images o32 is an analysis assumption derived from the ELF32/ET_EXEC
@@ -40,9 +41,17 @@ refusal. A header that declares an ABI field but carries no record is still
 refused. Two further boundaries apply: an inspection that could not examine
 every ABI declaration source (for example a carved ELF whose section table
 extends past the captured bytes without a program-header record) does not
-establish the recordless admission, and an `EF_MIPS_ARCH_32` header that
-_declares_ an ABI is refused rather than relabeled, because the declared-ABI
-lane is verified for `EF_MIPS_ARCH_32R2` headers only.
+establish the recordless admission, and an `EF_MIPS_ARCH_1` or
+`EF_MIPS_ARCH_32` header that _declares_ an ABI is refused rather than
+relabeled, because the declared-ABI lane is verified for
+`EF_MIPS_ARCH_32R2` headers only. The recordless MIPS-I lane pins the same
+generic 32-bit language, which also decodes later MIPS32 instructions; the
+session states that conformance to the MIPS-I subset is not established from
+the header alone, and names the committed language when the caller selected a
+variant instead of the pin. A committed profile is bound to the current
+target's lane and captured ELF metadata before startup; reusing a profile
+resolved for the other recordless lane is refused rather than exporting
+attribution for a target it did not describe.

 Explicit `EF_MIPS_FP64` and `EF_MIPS_NAN2008` declarations are refused. Their
 absence is insufficient: Clang can emit identical `e_flags` for FP32, FP64 and
@@ -3,7 +3,8 @@
 This lane extends native ELF analysis to 32-bit big-endian PowerPC; it does
 not execute PowerPC code. It is the first milestone of
 [#1741](https://github.com/morluto/rea/issues/1741). GameCube/Wii DOL
-executables, PPC64 and other PowerPC variants are separate follow-ups.
+executables are covered by [GameCube DOL analysis](ghidra-dol.md). PPC64 and other
+PowerPC variants remain separate follow-ups.

 ## Admission boundary

@@ -15,7 +15,7 @@ snapshot parser and a separate optional annotation extension. Check the
 [release boundary](installation.md#released-package-and-main) when using npm.

 See [import language and analysis seeds](installation.md#ghidra-import-language-and-analysis-seeds)
-to override the header-detected language or seed analysis. An override that conflicts with a fixed raw, DOS, PSP, MIPS or RISC-V import
+to override the header-detected language or seed analysis. An override that conflicts with a fixed raw, DOS, PSP, MIPS, RISC-V or GameCube DOL import
 is a configuration error naming the conflicting settings. It does not make an
 otherwise admitted target unsupported; REA preserves the requested settings.
 An inaccessible language
@@ -30,12 +30,35 @@ signal. Confirm resource causes from process output or host/container records;
 operation-scoped JVM `OutOfMemoryError` observations retain their separate resource
 classification. Automatic kernel or cgroup OOM attribution is not implemented.

+After the authenticated startup handshake, rejected inputs (`invalid_request`,
+`not_found`, `ambiguous`, or an invalid function name) use
+`diagnostics.diagnostic_scope: "request"` when their active output checkpoint is
+available. They preserve the active request's
+`failure_output`, target/profile identity and runtime/log coordinates, while
+omitting cumulative launcher stdout/stderr and launch-support output. Startup,
+process, protocol and other remote failures retain full session diagnostics.
+The Ghidra client still owns its bounded cumulative output; this projection does
+not clear it or alter session readiness. Log paths refer to the owned ephemeral
+runtime and are removed by normal cleanup.
+
 Provider selection and profile identity follow
 [MCP contracts](mcp-contracts.md#identity-and-discovery). One deep
 provider stays bound to the target; runtime failure never selects another
 provider automatically. The contracts below describe Ghidra observations,
 not equivalence with another engine's pseudocode or analysis database.

+## Request payload ceiling
+
+Ghidra requests use `REA_BRIDGE_MAX_REQUEST_BYTES`: default 16 MiB, with a
+configurable range of 7,464–536,870,887 bytes. REA measures UTF-8 JSON, including
+escaping, before allocating the serialized request or sending it. The framing
+newline is excluded. An oversized request returns `resource_constraint` with
+the effective setting, its source, and the exact payload byte count.
+
+Set the value in the environment that starts REA, then restart REA to apply it.
+This setting is enforced by the REA client; the Java bridge has no corresponding
+request ceiling.
+
 ## Admitted inventory semantics

 | Concern          | Ghidra contract                                                                                                                                                                                                                                                                                 |
@@ -148,6 +171,43 @@ have no file backing. ELF mappings are observed
 without independent format-specific load-image verification, as the result's
 status and limitations state.

+For large relocation inventories, select MCP `inspect_native_load_image` with
+`detail: "summary"`. It returns verification state, observed identity and counts,
+while retaining complete Evidence. Use `normalized_result.parent_evidence_id`
+with `inspect_analysis_view` and a view such as:
+
+```json
+{
+  "kind": "native-load-image",
+  "collection": "relocations",
+  "offset": 0,
+  "limit": 32,
+  "fields": ["address", "status", "type"]
+}
+```
+
+Collections are `source_files`, `mappings`, `relocations`, `entry_points`,
+`entry_context`, `checks` and DOL `sections`. Optional
+`indices` select original row indices before paging; empty indices select none.
+Fields are collection-specific. Relocation defaults omit byte payloads; check defaults omit potentially large `expected`/`observed` inventories. Request those fields explicitly when needed. Other collections default to all fields. Metadata recovery remains counted and retained in complete parent Evidence.
+Parent Evidence, collection and `source_index` identify a row, including same-address
+relocation alternatives. Null counts or rows mean unrecorded or inapplicable;
+they never establish an empty observation. Exhausting a page does not upgrade
+unsupported verification or runtime coverage. Pages query immutable retained
+facts without reopening the target or repeating Ghidra work.
+Each page carries the source's structured `verification_status` independently
+of its page coverage.
+
+CLI summary delivery requires a complete Evidence bundle:
+
+```sh
+rea inspect-native-load-image <path> --provider ghidra --detail summary --evidence_output /new/load-image.json --json
+```
+
+Read selected pages later through `inspect-analysis-view` using the returned
+parent ID and an `evidence-file` source pointing to that bundle. Complete
+delivery remains the default in both adapters.
+
 An unsuccessful numeric procedure lookup reports the current Ghidra image base
 and gives the CLI commands above alongside the corresponding MCP operations.
 Repeat any target-format, architecture, and entry-point options used to open the
@@ -175,7 +235,7 @@ profile stages before retrying their retained descriptors.

 | Concern                 | Ghidra contract                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
 | ----------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| Decompiler lifetime     | One persistent `DecompInterface` is opened for the imported Program and disposed during bridge shutdown. Native decompilation has no fixed per-function deadline unless `REA_GHIDRA_DECOMPILE_TIMEOUT_SECONDS` sets one; a decompile that reaches it fails only that request with `remote_code` `decompile_timed_out`, the Program and session stay open, and the next decompile uses a fresh decompiler process. External functions or functions without bodies return `null`; cancellation and native failure remain distinct.                                                                                           |
+| Decompiler lifetime     | One persistent `DecompInterface` is opened for the imported Program and disposed during bridge shutdown. Native decompilation has no fixed per-function deadline unless the launch setting `REA_GHIDRA_DECOMPILE_TIMEOUT_SECONDS` or runtime override `ghidra.decompile_timeout_seconds` sets one; a decompile that reaches it fails only that request with `remote_code` `decompile_timed_out`, the Program and session stay open, and the next decompile uses a fresh decompiler process. External functions or functions without bodies return `null`; cancellation and native failure remain distinct.                 |
 | Serialization           | A FIFO sends one Program request at a time. Caller cancellation removes queued work promptly and is passed to active socket waits. This is an adapter safety commitment, not a claim that every Ghidra API is thread-safe.                                                                                                                                                                                                                                                                                                                                                                                                 |
 | Function identity       | Every function result carries the entry address and Ghidra FunctionManager classification for external, thunk, and resolved thunk target. These are observations, not proof that unresolved targetless calls have been recovered.                                                                                                                                                                                                                                                                                                                                                                                          |
 | Assembly and pseudocode | Assembly is complete Ghidra Listing text; pseudocode is Ghidra decompiler output. Neither is original source, and cross-provider comparison never treats Hopper and Ghidra text as equal or unequal semantic facts.                                                                                                                                                                                                                                                                                                                                                                                                        |
@@ -185,6 +245,13 @@ profile stages before retrying their retained descriptors.
 | P-code value flow       | Function dossiers include up to 3,000 high-p-code operations, at most 64 inputs per operation, and 12,000 def-use edges. Results identify memory reads/writes, branches, and calls by p-code opcode, and mark decompiler-dead operations. Large results report truncation, an omitted-operation lower bound, and known omitted-input/edge counts. The dossier is an intra-function graph; `trace_native_values` composes derived parameter/argument and return/output dependencies across resolved calls. It does not resolve memory aliasing, call side effects, runtime behavior, persistent state, or business meaning. |
 | Result extent           | Function instruction scans and native API boundary observations remain complete. P-code flow is the explicit bounded exception; its count fields distinguish exact retained counts from lower-bound or known-omitted counts. Caller cancellation and provider failures remain distinct.                                                                                                                                                                                                                                                                                                                                    |

+Runtime updates apply to newly accepted operations on the existing Program.
+They preserve accepted budgets and do not clear cleanup blockers or change the
+client deadline. Transient decompile timeout failures remain uncached so the
+same function can be retried after raising the limit. See the
+[settings design](design/limits-and-recovery.md) for snapshots, precedence,
+and provider integration.
+
 Function extents and instruction completeness refer to Ghidra's analyzed body.
 An inferred no-return call can terminate that body before subsequent bytes.
 Pseudocode, assembly, procedure info, instruction windows, incoming and outgoing
@@ -1,12 +1,24 @@
 # Godot PCK archives

-`inspect-artifact` and `extract-artifact` read ordinary Godot PCK formats 2, 3
+`inspect-artifact` and `extract-artifact` read ordinary Godot PCK formats 1, 2, 3
 and 4 without running the game or requiring Godot. Official Godot 4.4.1, 4.6.1
-and 4.7.1 produced these respective formats in verification; other engine
-releases have not been verified. Format 1 is unsupported.
+and 4.7.1 produced formats 2, 3 and 4 respectively in verification; other engine
+releases have not been verified. Format 1 compatibility follows the
+[Godot 3.5 loader](https://github.com/godotengine/godot/blob/3.5/core/io/file_access_pack.cpp#L201-L242)
+and [exporter](https://github.com/godotengine/godot/blob/3.5/editor/editor_export.cpp#L1094-L1164)
+layout and is covered by synthetic standalone and embedded fixtures; an actual
+Godot 3 export has not been exercised.
+
+Format 1 uses an 84-byte header, no pack or member flags, and absolute member
+offsets in the complete source file, including an embedded executable carrier.
+Its reported flags and file base are zero because those fields are absent.
+Zero-offset removal records remain unsupported; REA does not apply patches.

 Inspection retains the original header and directory facts, including engine
 version, flags, declared file count, source paths, offsets and declared MD5.
+For a member declared as `res://scenes/main.gd`, the occurrence's
+`source_path` retains that exact declaration while `logical_path` is
+`scenes/main.gd`, the relative path used for lookup and extraction.
 Observed plaintext bytes receive content-addressed SHA-256 identities. MD5 is a
 container integrity claim, separate from the observed SHA-256. A mismatch fails
 by default; `--integrity-policy record-and-continue` retains the observed bytes
@@ -36,7 +36,7 @@ The MCP tool `project_harmony_application_graph` takes the same

 - exact component paths, artifact IDs, and hashes (manifests, Ark bytecode,
  resources, native libraries, JavaScript, signing)
- a packaging-model hint: Stage is claimed only from a `module.json` entry
+- a packaging-model hint: Stage is claimed only from an exactly cased `module.json` entry
  outside a classified resource path, FA only from `config.json` outside a
  classified resource path, otherwise `unknown`
 - FA resources under `assets/<module>/resources/` as well as Stage `resources/`
@@ -46,6 +46,9 @@ The MCP tool `project_harmony_application_graph` takes the same
 - path-based N-API bridge hypotheses between bytecode and `libs/<abi>` native
  libraries

+An unavailable manifest can still supply a path-based model hint; its content
+identity remains unknown. Manifest names follow case-sensitive ZIP member names.
+
 File and slice occurrences supply component and child-package paths; directory
 trees and symlinks retain their identities in the source inventory without
 being classified as code files. Ark and JavaScript runtime hints summarize the
@@ -0,0 +1,129 @@
+# Intel HEX and S-record images
+
+REA inventories Intel HEX (I8HEX, I16HEX, I32HEX) and Motorola S-record (S19,
+S28, S37) programming files through `inspect-artifact` / `inspect_artifact`, and
+materializes their decoded bytes through `extract-artifact` /
+`extract_artifact`. Decoding is static and needs no external tool.
+
+```sh
+rea inspect-artifact ./firmware.hex --json
+rea inspect-artifact ./firmware.s37 --detail summary --evidence_output evidence.json --json
+rea extract-artifact ./firmware.hex --json
+```
+
+For MCP, open the file with `open_binary`, then call `inspect_artifact`. Summary
+delivery retains the complete Evidence; use `parent_evidence_id` with
+`inspect_analysis_view` to read selected regions and fields. `extract_artifact`
+returns a fresh `output_root` containing one raw file per region.
+
+## Recognition
+
+A file is recognized only when its first line, starting at byte 0, is a fully
+valid record: correct start character, hex digits, byte count, checksum, known
+record type and fixed length. The file name does not matter. A byte-order mark,
+a leading blank line or an invalid first record leaves the file unrecognized,
+so it falls through to plain `file` classification. Recognition never searches
+for a record later in the file. The container formats are `intel-hex` and
+`srec`.
+
+## Regions and metadata
+
+Each inventory entry is one address-contiguous region of decoded bytes, named
+`0x<start>-0x<end>.bin` with an inclusive end address of eight lowercase hex
+digits, for example `0x08000000-0x0800001f.bin`. Regions are listed in ascending
+address order. Out-of-order records are sorted into regions; gaps separate
+regions and are never filled.
+
+Region `format_metadata` (`hex-record-region`) records `start_address`,
+`end_address`, `length`, `record_count`, and `first_line`/`last_line`: the
+1-based line span of the contributing data records.
+
+Root `format_metadata` (`hex-records`) records:
+
+| Field                                             | Meaning                                                                           |
+| ------------------------------------------------- | --------------------------------------------------------------------------------- |
+| `encoding`, `variant`                             | `intel-hex` or `srec`; the variant derived from the record types seen, or `mixed` |
+| `line_count`, `record_count`, `data_record_count` | Lines read, non-blank records, and data records                                   |
+| `data_bytes`, `duplicate_bytes`, `region_count`   | Unique decoded bytes, bytes rewritten with identical values, and regions          |
+| `lowest_address`, `highest_address`               | Address bounds of the decoded bytes, or `null` without data                       |
+| `termination`                                     | Whether Intel `01` or S-record `S7`/`S8`/`S9` was present                         |
+| `start_address`, `start_address_record`           | The Intel `05` EIP or the `S7`/`S8`/`S9` address, with its record type            |
+| `start_segment_cs`, `start_segment_ip`            | The Intel `03` CS:IP pair                                                         |
+| `header_hex`, `header_text`                       | S-record `S0` data as hex, and as text only when every byte is printable ASCII    |
+| `declared_data_record_count`                      | The last `S5`/`S6` count, validated against the data records before it            |
+
+`variant` is `null` for an S-record file in which no data or termination
+record establishes an address width. Start addresses are declared facts, not
+proven entry points.
+
+## Facts, limitations and failures
+
+| Situation                                                                                  | Outcome                                                                      |
+| ------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------- |
+| Gaps between regions                                                                       | Separate regions; never zero-filled                                          |
+| Out-of-order records                                                                       | Sorted into regions                                                          |
+| An address written twice with the same value                                               | Accepted and counted in `duplicate_bytes`                                    |
+| An address written twice with different values                                             | Fails, naming the address and the line spans of both writes                  |
+| Checksum mismatch, odd hex length, non-hex character, byte count disagreeing with the line | Fails with the line, declared and computed values, and record type           |
+| Line longer than 521 (Intel) or 514 (S-record) characters, excluding the line ending       | Fails before the line is decoded                                             |
+| Intel type `06` or higher, `S4`, wrong fixed length for Intel `01`–`05` or `S5`–`S9`       | Fails                                                                        |
+| Missing Intel `01` or `S7`–`S9`                                                            | Regions are returned; coverage is unknown and the file may be truncated      |
+| A non-blank record after termination, or a second `S0`                                     | Fails; blank lines are allowed anywhere                                      |
+| `S5`/`S6` count different from the data records before it                                  | Fails                                                                        |
+| Termination type not matching the data address width                                       | Reported as a limitation; the declared fact is kept                          |
+| Conflicting repeated `03`/`05` start records                                               | Fails; identical repeats are allowed                                         |
+| An Intel data record whose 16-bit offset wraps past `0xFFFF`                               | Fails: producers disagree on whether the address wraps or continues linearly |
+| I16HEX data above `0xFFFFF`, or data crossing the S1/S2/S3 address width                   | Fails                                                                        |
+
+Lowercase hex, LF and CRLF line endings, and trailing spaces or tabs are
+accepted. A CR not followed by LF is an invalid character. Failures apply to
+the whole file and return no partial regions.
+
+## Limits
+
+The file must be at most 128 MiB. Every data byte needs two hex digits, so the
+decoder reserves at most half the file size for decoded bytes before reading,
+and stores only written addresses. The decoder retains at most 65,536
+address-discontiguous record runs before merging them into regions. A run is a
+sequence of consecutive records whose addresses continue each other. Both are
+fixed resource bounds, not format limits, and fail as limits (`file-size` and
+`capacity`) with no runtime override. Configurable ceilings are tracked in
+[#6176](https://github.com/morluto/rea/issues/6176). The line-length limits are
+the one-byte record count: Intel HEX allows 255 data bytes, while S-record
+counts include address and checksum bytes.
+
+Decoded regions are cached only for the reader's lifetime. Each open checks
+its admitted carrier identity again. Region streams copy at most 64 KiB per
+chunk, so consumers cannot mutate cached bytes and opening a large region does
+not copy it in full. Caller cancellation keeps its exact reason, and closing
+the reader waits for active region streams to close.
+
+## Analyzing a region
+
+Inventory does not establish the CPU, byte order or memory map, or that a
+declared start address is executable. To disassemble a region, extract it and
+open the region file with `open_binary` using format `raw-binary`, an
+architecture you choose, and `entry_point` set to the region start address;
+raw-binary maps file offset 0 at `entry_point`. Each region is opened
+separately, so references between regions are not resolved. A caller-selected
+Ghidra language and base address for raw-binary imports is tracked in
+[#4246](https://github.com/morluto/rea/issues/4246); Thumb-only Cortex-M images
+may be refused or decoded in ARM state until
+[#5744](https://github.com/morluto/rea/issues/5744) is resolved.
+
+## Verification
+
+Fixtures with computed checksums cover supported record types, checksums,
+termination, address gaps and overlaps, resource refusals, inventory, extraction
+and reader lifecycle. CLI and stdio MCP tests exercise the same artifact
+provider and advertised schemas, including retained Evidence views.
+
+GNU objcopy 2.40 output was also checked on Linux: the system `true` ELF was
+converted to Intel HEX and S-record, with additional address-rebased I32HEX
+and S37 cases. Each yielded 13 regions. A 19,124,817-byte Intel HEX conversion
+of the system Python 3.11 ELF yielded 11 regions containing 6,799,261 decoded
+bytes. Public CLI inspection and extraction matched GNU BFD address ranges
+and independently exported section bytes. Adjacent GNU sections were joined
+without filling address gaps. These are real producer outputs from system
+applications, not vendor-firmware or target-execution verification; srec_cat
+and other producers remain unverified. No general speedup is claimed.
@@ -40,7 +40,12 @@ Record the image digest, REA source revision and these dependency versions:
 - OpenSSL and cURL advertising HTTP3 and HTTP2 in `curl --version`.

 The verified guest used Python 3.14.7, cURL 8.22.0, ngtcp2 1.25.0 and nghttp3
-1.18.0. Other dependency profiles need verification. Back up the guest's
+1.18.0. The current requirements update certifi from 2026.7.22 to 2026.10.19
+to remove the compromised emSign trust root described in
+[GHSA-6q48-6c7w-9gw2](https://github.com/certifi/python-certifi/security/advisories/GHSA-6q48-6c7w-9gw2).
+The revised dependency graph has not been rerun in that sealed guest; the
+historical verification does not cover this update. Other dependency profiles
+need verification. Back up the guest's
 `/etc/hosts` before adding `127.0.0.1 lab.test`. Reserve guest TCP/UDP loopback
 ports 18443 and 19443. These changes belong only to the disposable guest.

@@ -80,6 +80,71 @@ Native MCP 1.1.2 can navigate in the previously focused pseudocode tab when swit

 Native tool observations retain actual tool names and complete JSON text. Upstream `structuredContent` can be a shortened preview even while text contains the full result. REA reads the full native representation and rejects missing/malformed text instead of treating previews as complete observations.

+### Migrate a legacy attached registration
+
+Both attached profiles remain supported. Migrating replaces the upstream server;
+adding `"protocol": "native"` to a legacy Python proxy registration is insufficient.
+The native plugin is separate from mrexodia/ida-pro-mcp, and upgrading mrexodia to
+its modern tool catalog does not select this profile.
+
+1. Back up the working registration file. Install and start the native plugin
+   using its [upstream instructions](https://github.com/0xshlomil/ida-free-mcp).
+   IDA and the plugin are bring-your-own; REA does not install or build them.
+   Use a build with the navigation correction described above, and restrict its
+   listener to loopback or apply the documented host firewall restriction.
+   Stop the legacy endpoint first if both servers would use the same port.
+2. Open the same original input binary in IDA and wait for analysis. Keep that
+   file readable by REA. The native metadata resource must report its recorded
+   input SHA-256; the resource's `path` identifies the database, not an input
+   file to substitute. Universal Mach-O inputs still require a thin extraction.
+3. Replace the registration, using the native plugin's actual local endpoint.
+   For example, this legacy registration:
+
+   ```json
+   {
+     "mode": "attached",
+     "command": "python",
+     "args": [
+       "/absolute/path/to/ida_pro_mcp/server.py",
+       "--ida-rpc",
+       "http://127.0.0.1:13337"
+     ]
+   }
+   ```
+
+   becomes:
+
+   ```json
+   {
+     "mode": "attached",
+     "protocol": "native",
+     "url": "http://127.0.0.1:13337/mcp"
+   }
+   ```
+
+   Keep `REA_IDA_MCP_CONFIG` pointing at the replacement file and close/reopen
+   the REA binary session to connect with it. If changing the environment's
+   configuration path, restart the MCP server as described above. Do not reuse
+   the legacy RPC URL as an MCP HTTP endpoint.
+
+4. Check `binary_session` availability before resuming workflows. Direct
+   `procedure_callers` becomes unavailable and dossier callers remain unknown;
+   incoming address xrefs do not establish direct call edges. Native strings
+   use C-string rendering. Assembly and instruction reads no longer navigate
+   the GUI; native pseudocode still changes focus and closes existing
+   pseudocode tabs. IDA Free decompilation may require cloud access and consent.
+5. Run the [real-provider verification](#verification) with two distinct
+   functions and the required second-function marker. Supply independently
+   known string and xref oracles for those checks. Existing Windows evidence
+   covers IDA Pro 9.3 with the documented source build and listener change;
+   it does not establish stock-plugin, Windows Free, or native macOS behavior.
+   A valid registration or successful doctor check alone does not verify the
+   connection, target identity, or function switching.
+
+REA continues to verify identity and image base around requests and closes only
+its connection, preserving the attached database. Restore the backed-up legacy
+registration and its upstream endpoint to return to the legacy profile.
+
 The legacy producer moves the active GUI as a side effect: assembly and raw function instructions jump to the function, and successful pseudocode opens or reuses a pseudocode view. A function dossier does both. Native GUI decompilation also changes the active view. `binary_session` reports these operations with `effects.may_show_ui: true`; headless operations and the other attached operations report `false`.

 ## Give REA a target for headless analysis
@@ -175,7 +240,7 @@ The verifier requires the resolved procedure in both inventory and procedure sea

 The initial real workflows use stdio registrations for the legacy Windows GUI profile and a Windows x64 headless supervisor with IDA 9.3. The headless workflow has also passed on macOS arm64 with IDA Professional 9.1 (build 9.1.250226) against the same upstream commit `c133c3853faa111a9b00ee615c013b720d0c4acd`, using a source-built arm64 Mach-O fixture; Mach-O C symbols carry a leading underscore, so the procedure name is `_rea_fixture_add`. Streamable HTTP is tested against a loopback MCP fixture with the pinned client SDK; a real IDA HTTP-supervisor workflow remains unverified. Linux headless engine operation, other IDA releases, architectures, and modern attached GUI tools require their corresponding real workflows before support is claimed.

-Native Windows verification uses IDA Pro 9.3 with the public two-function fixture and Windows `whoami.exe`, using upstream `c9d15d98e8a143fc74f6e14037c48f63889b6d6c` with a loopback-listener change. It covers production CLI/MCP parity, distinct-function switching, identity and connection cleanup. See the [correctness and performance measurements](https://github.com/morluto/rea/blob/main/experiments/analysis-efficiency/ida-native-windows.md). This follow-up did not run Windows IDA Free or native macOS.
+Native Windows verification uses IDA Pro 9.3 with the public two-function fixture and Windows `whoami.exe`, using upstream `c9d15d98e8a143fc74f6e14037c48f63889b6d6c` with a loopback-listener change. It covers production CLI/MCP parity, distinct-function switching, identity and connection cleanup. See the [correctness and performance measurements](https://github.com/morluto/rea/blob/a2e2c29b59e8775b0e6aedb09a9eb16adf32646b/experiments/analysis-efficiency/ida-native-windows.md). This follow-up did not run Windows IDA Free or native macOS.

 Headless readiness distinguishes an explicit `auto_analysis_ready: false` from
 unknown readiness (`null`). The former returns a retryable capability refusal
@@ -241,7 +241,7 @@ record addresses remain distinct candidates, and conflicting file mappings
 remain malformed.

 Module records establish names through their declared NUL-terminated string pointers. NUL/0xFF padding, spaces, Unicode and suffix-shared storage are supported. A pointer to a longer string does not match just its suffix; a pointer directly into a shared suffix may name it. Exact reversed UTF-8 matching avoids rescanning the file for every name and retains duplicate-name owners until module records resolve them. A contributor investigated a Linux
-`GameAssembly.so` from Unity 2023.2.13f1 whose static registration was not located. When no static pair is resolved on x86-64, the reader searches executable ranges for bytes consistent with RIP-relative LEA/MOV references to module-array candidates. Exactly one referenced array candidate must remain. `code_gen_modules_field` is then `null`, and Evidence is **inferred**: instruction boundaries, the absence of a static registration elsewhere, and runtime use were not verified. The module records and slots themselves remain file observations. Static-table associations are **derived**. Otherwise the result is `code-registration-not-found`.
+`GameAssembly.so` from Unity 2023.2.13f1 whose static registration was not located. When no static pair is resolved on x86-64 or arm64, the reader searches executable ranges for bytes consistent with a reference to a module-array candidate: RIP-relative LEA/MOV on x86-64, an adjacent `adrp`/`add` pair on arm64. Exactly one referenced array candidate must remain. `code_gen_modules_field` is then `null`, and Evidence is **inferred**: instruction boundaries, the absence of a static registration elsewhere, and runtime use were not verified. The module records and slots themselves remain file observations. Static-table associations are **derived**. Otherwise the result is `code-registration-not-found`. Cpp2IL's StrippedCodeRegSupport plugin also recovers the module list of an inlined CodeRegistration from the module names; this fallback additionally requires the exact located module set and a single code reference. A Unity 2022.3.62f3 macOS Master build checked by a contributor keeps neither registration symbol; its type table is then inferred as described below.

 The binary/metadata pair is caller-selected. Name/count/token agreement is structural evidence, not a cryptographic same-build proof. File-offset locations refer to the primary metadata artifact; linked virtual addresses refer to `binary.artifact`. Both SHA-256 identities remain available in compact native pages as `artifact` and `binary_source`.

@@ -299,6 +299,30 @@ The result adds:
 `Il2CppMetadataRegistration.typesCount` and its value. That record is found as
 the single place whose `fieldOffsetsCount` and `typeDefinitionsSizesCount` both
 equal the metadata type-definition count and whose type table is file mapped.
+Linking reads only that table. When no record on x86-64 or arm64 has both of
+those counts, the reader collects maximal runs of pointers to Il2CppType-shaped
+records (an assigned Il2CppTypeEnum kind from 0x01 to 0x1e; class and
+value-type data below the type-definition count) that are long enough for every
+type index the metadata references. Exactly one such run may exist in the
+image, it must start and end inside its mapping (a run touching either end may
+continue in a neighbouring mapping), and its start must be loaded by the same
+instruction forms as the module-array fallback. `types_field` is then `null`,
+`types_count` is that run's length rather than an observed `typesCount`, and
+Evidence is **inferred**. The run length is at least every referenced type
+index but can differ from `typesCount`: a type-shaped pointer after the table
+would lengthen it, and an unreadable slot (such as an unresolved relocation)
+would end it early. Only the type indices the metadata references are read. A
+second long-enough run anywhere, a run that a type-shaped neighbour extends
+before the loaded address, a run touching a mapping end or a slot the loader
+binds or leaves unresolved (its stored word is only a placeholder), and a covered
+128-byte record whose two counts match but whose other fields are unusable all
+leave `metadata-registration-not-found` rather than a guess; the search stops
+at the second run. The length requirement only separates the type table from
+other pointer runs when the metadata references most of it: on the one Master
+build checked, the highest referenced index is 6,031 of 6,576 entries. A
+metadata referencing few type indices usually
+leaves several short runs and fails closed.
+
 Counts use their declared 32-bit width independently of alignment padding.
 The complete 128-byte registration must have unambiguous loader coverage. Its
 used fields through byte 112 must be file-backed; a trailing declared zero-fill
@@ -354,7 +378,8 @@ the result has no rows, and `generic_method_pointers_field`,
 `generic_method_pointers_count` and `generic_method_table_stride` are `null`.
 A table of a few rows can still leave two layouts agreeing, which fails as
 ambiguous rather than picking one. Metadata versions 24 and 39 and builds
-without a static CodeRegistration (`code_gen_modules_field` `null`) fail as
+without a static CodeRegistration (`code_gen_modules_field` `null`) or
+MetadataRegistration (`types_field` `null`) fail as
 `generic-methods-unsupported`: for version 24 the type-definition generic
 container offset and the generic class layout have not been checked against a
 real build, so it is refused rather than guessed.
@@ -419,10 +444,10 @@ The builds checked are listed after the module search rules above.
 | `code-registration-not-found`           | input error | No unique module table or executable-byte array candidate was resolved.                                      |
 | `invalid-method-token`                  | input error | A token is outside its module's method-pointer rows, or a MethodDef row is reused within one image.          |
 | `invalid-method-pointer`                | input error | A slot is unavailable or its nonzero address lacks unambiguous executable file coverage.                     |
-| `metadata-registration-not-found`       | input error | No single MetadataRegistration matches the type-definition count.                                            |
+| `metadata-registration-not-found`       | input error | No single MetadataRegistration or code-loaded type-table candidate was resolved.                             |
 | `invalid-type`                          | input error | A type index or `Il2CppType` record is out of range, unmapped or malformed.                                  |
 | `unsupported-type-kind`                 | unsupported | A valid type kind has no implemented rendering.                                                              |
-| `generic-methods-unsupported`           | unsupported | Generic instances were requested for metadata version 24 or 39 or a build without a static CodeRegistration. |
+| `generic-methods-unsupported`           | unsupported | Generic instances were requested for metadata version 24 or 39, or a build lacks either static registration. |
 | `generic-method-registration-not-found` | input error | No CodeRegistration layout bounds every genericMethodTable row, or the generic tables are unreadable.        |
 | `ambiguous-generic-method-registration` | input error | More than one CodeRegistration layout bounds every genericMethodTable row.                                   |

@@ -47,19 +47,20 @@ For runtime instrumentation, see the [Frida guide](./frida-instrumentation.md).

 ## Choose a guide

-| Task                                                | Guides                                                                                                                                                                                                                                                                                                                                                                                                                                         |
-| --------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| Identify a desktop installation                     | [Runtime candidates, evidence and follow-up files](desktop-applications.md)                                                                                                                                                                                                                                                                                                                                                                    |
-| Inspect native functions, references, or types      | [Native binaries](native-investigation.md), [Go metadata](go-binaries.md), [Rust dependencies](rust-binaries.md), [CPython pyc files](python-pyc.md), [PE certificates](pe-certificates.md), [PE imports](pe-imports.md), [ELF notes](elf-notes.md), [Apple IPS](apple-ips.md), [Erlang BEAM](erlang-beam.md), [offline ELF layout](binary-diagnostics.md), [recorded crashes](recorded-crashes.md)                                            |
-| Select a native provider or import format           | [Ghidra semantics](ghidra-provider.md), [Windows](windows-ghidra-p0.md), [DOS](ghidra-dos.md), [raw bytes](raw-binary.md), [MIPS](ghidra-mips.md), [PSP](ghidra-psp.md), [NativeAOT](ghidra-nativeaot.md), [IDA](ida-provider.md), [Kuna](kuna-provider.md), [JEB](jeb-analysis.md)                                                                                                                                                            |
-| Analyze JavaScript or Electron artifacts            | [Static analysis](javascript-artifact-reconstruction.md), [tracing and comparisons](javascript-application-workflows.md), [application graph](javascript-application-graph.md), [source recovery](javascript-recovery.md)                                                                                                                                                                                                                      |
-| Compare static JavaScript with runtime observations | [Runtime attribution](javascript-runtime-observation.md), [reconciliation](javascript-runtime-reconciliation.md), [Electron observation](electron-observation.md), [Electron fuses](electron-fuses.md)                                                                                                                                                                                                                                         |
-| Inspect assemblies, packages, or firmware           | [Godot PCK](godot-pck.md), [.NET](managed-code-analysis.md), [Python packages](python-packaged-applications.md), [Android](android-analysis.md), [APK signatures](apk-signature.md), [Apktool resources](apktool-resource-analysis.md), [ADB acquisition](adb-device-analysis.md), [Apple](apple-application-analysis.md), [Harmony](harmony-analysis.md), [firmware](firmware-analysis.md), [WASM](wasm-artifacts.md), [EVM](evm-bytecode.md) |
-| Observe or compare a browser scenario               | [CDP observation](browser-observation.md), [scenarios](browser-scenario-contract.md), [runtime evidence](web-runtime.md), [historical captures](web-network-captures.md)                                                                                                                                                                                                                                                                       |
-| Serve recorded behavior as an agent environment     | [Agent environments](agent-environments.md)                                                                                                                                                                                                                                                                                                                                                                                                    |
-| Trace captured website source                       | [Source locations](web-source-location.md), [module traces](website-module-trace.md), [script export](website-script-export.md)                                                                                                                                                                                                                                                                                                                |
-| Capture and compare a command                       | [Process capture](process-capture.md)                                                                                                                                                                                                                                                                                                                                                                                                          |
-| Use CLI/MCP and retain evidence                     | [CLI](cli.md), [MCP contracts](mcp-contracts.md), [agent prompts](mcp-prompts.md), [obligation ledgers](reconstruction-obligation-ledgers.md)                                                                                                                                                                                                                                                                                                  |
+| Task                                                | Guides                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
+| --------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| Identify a desktop installation                     | [Runtime candidates, evidence and follow-up files](desktop-applications.md)                                                                                                                                                                                                                                                                                                                                                                                                                       |
+| Inspect native functions, references, or types      | [Native binaries](native-investigation.md), [Go metadata](go-binaries.md), [Rust dependencies](rust-binaries.md), [CPython pyc files](python-pyc.md), [PE certificates](pe-certificates.md), [PE imports](pe-imports.md), [PE TLS/load config](pe-load-config.md), [ELF notes](elf-notes.md), [Linux kernel modules](kernel-modules.md), [Apple IPS](apple-ips.md), [Erlang BEAM](erlang-beam.md), [offline ELF layout](binary-diagnostics.md), [recorded crashes](recorded-crashes.md)           |
+| Inspect native functions, references, or types      | [Native binaries](native-investigation.md), [Go metadata](go-binaries.md), [Rust dependencies](rust-binaries.md), [CPython pyc files](python-pyc.md), [PE certificates](pe-certificates.md), [PE imports](pe-imports.md), [PE TLS/load config](pe-load-config.md), [ELF notes](elf-notes.md), [Apple IPS](apple-ips.md), [Erlang BEAM](erlang-beam.md), [offline ELF layout](binary-diagnostics.md), [recorded crashes](recorded-crashes.md)                                                      |
+| Select a native provider or import format           | [Ghidra semantics](ghidra-provider.md), [Windows](windows-ghidra-p0.md), [DOS](ghidra-dos.md), [raw bytes](raw-binary.md), [GameCube DOL](ghidra-dol.md), [MIPS](ghidra-mips.md), [PSP](ghidra-psp.md), [NativeAOT](ghidra-nativeaot.md), [IDA](ida-provider.md), [Kuna](kuna-provider.md), [JEB](jeb-analysis.md)                                                                                                                                                                                |
+| Analyze JavaScript or Electron artifacts            | [Static analysis](javascript-artifact-reconstruction.md), [tracing and comparisons](javascript-application-workflows.md), [application graph](javascript-application-graph.md), [source recovery](javascript-recovery.md)                                                                                                                                                                                                                                                                         |
+| Compare static JavaScript with runtime observations | [Runtime attribution](javascript-runtime-observation.md), [reconciliation](javascript-runtime-reconciliation.md), [Electron observation](electron-observation.md), [Electron fuses](electron-fuses.md)                                                                                                                                                                                                                                                                                            |
+| Inspect assemblies, packages, or firmware           | [Godot PCK](godot-pck.md), [UnityFS](unityfs.md), [U-Boot uImage](uimage.md), [.NET](managed-code-analysis.md), [Python packages](python-packaged-applications.md), [Android](android-analysis.md), [APK signatures](apk-signature.md), [Apktool resources](apktool-resource-analysis.md), [ADB acquisition](adb-device-analysis.md), [Apple](apple-application-analysis.md), [Harmony](harmony-analysis.md), [firmware](firmware-analysis.md), [WASM](wasm-artifacts.md), [EVM](evm-bytecode.md) |
+| Observe or compare a browser scenario               | [CDP observation](browser-observation.md), [scenarios](browser-scenario-contract.md), [runtime evidence](web-runtime.md), [historical captures](web-network-captures.md)                                                                                                                                                                                                                                                                                                                          |
+| Serve recorded behavior as an agent environment     | [Agent environments](agent-environments.md)                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
+| Trace captured website source                       | [Source locations](web-source-location.md), [module traces](website-module-trace.md), [script export](website-script-export.md)                                                                                                                                                                                                                                                                                                                                                                   |
+| Capture and compare a command                       | [Process capture](process-capture.md)                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
+| Use CLI/MCP and retain evidence                     | [CLI](cli.md), [MCP contracts](mcp-contracts.md), [agent prompts](mcp-prompts.md), [obligation ledgers](reconstruction-obligation-ledgers.md)                                                                                                                                                                                                                                                                                                                                                     |

 For development, use [testing](testing.md), [client verification](client-verification.md),
 [tool design](tool-design.md), [admission limits and recovery](design/limits-and-recovery.md),
@@ -3,13 +3,14 @@
 Run REA, connect your selected agents, and check the tools needed for your task.
 Setup previews configuration changes and asks for approval before applying them.

-| Task                              | Section                                                                                             |
-| --------------------------------- | --------------------------------------------------------------------------------------------------- |
-| Connect an agent                  | [Start setup](#start-setup), then [review changes](#review-setup-changes)                           |
-| Diagnose one task                 | [Scoped readiness checks](#check-readiness-for-your-task)                                           |
-| Configure an analysis engine      | [Hopper](#hopper), [Ghidra](#ghidra), the [IDA guide](ida-provider.md), or [Kuna](kuna-provider.md) |
-| Update or remove REA              | [Maintenance](#diagnose-update-and-remove)                                                          |
-| Resolve a client-specific problem | [Client configuration](client-configuration.md)                                                     |
+| Task                               | Section                                                                                             |
+| ---------------------------------- | --------------------------------------------------------------------------------------------------- |
+| Connect an agent                   | [Start setup](#start-setup), then [review changes](#review-setup-changes)                           |
+| Install a Claude Code/Codex plugin | [Agent plugins and marketplaces](#agent-plugins-and-marketplaces)                                   |
+| Diagnose one task                  | [Scoped readiness checks](#check-readiness-for-your-task)                                           |
+| Configure an analysis engine       | [Hopper](#hopper), [Ghidra](#ghidra), the [IDA guide](ida-provider.md), or [Kuna](kuna-provider.md) |
+| Update or remove REA               | [Maintenance](#diagnose-update-and-remove)                                                          |
+| Resolve a client-specific problem  | [Client configuration](client-configuration.md)                                                     |

 ## Start setup

@@ -84,9 +85,16 @@ For an existing configuration, setup and uninstall recovery refuse a detected
 replacement or edit and name the recovery backup. Quit clients before editing their configuration;
 these checks do not lock out another writer modifying the same file in place,
 or exclude pathname changes between the final check and publication.
+Setup refreshes an existing `rea` registration only when its launcher proves REA
+ownership. Foreign or unresolved launcher identity blocks setup before any
+backup or write, including an OpenCode legacy entry that migration would remove.
+Review the existing launcher and manually rename or remove that registration to
+approve replacing it. A different existing installation path is foreign to the
+current entrypoint; a path that cannot be resolved remains unknown. Cordis uses
+its stable REA entry ID instead of launcher identity.
 Setup also retains valid environment overrides in REA's existing server entry,
 such as `REA_MCP_INPUT_SCHEMA_PROFILE`, `REA_MCP_OUTPUT_SCHEMA_PROFILE`, and
-`REA_MCP_MAX_RESPONSE_BYTES`.
+`REA_MCP_MAX_RESPONSE_BYTES`, and `REA_MCP_TOOL_FAMILIES`.
 Detected provider settings replace only matching environment keys.
 Setup manages REA's launcher, selected provider settings, and recommended timeout
 defaults. Codex approval policies, tool selections, and other caller-owned server
@@ -162,7 +170,9 @@ Setup leaves existing skill copies in other locations untouched.
 Setup refuses symbolic links at the selected skill directory or its managed
 `references` directory, matching uninstall and update's ownership rules. Use a
 regular skill directory, or select `--skill=false` to configure the client
-registration without installing the bundled skill.
+registration without installing the bundled skill. A non-directory ancestor is
+reported as `ENOTDIR`; preserve the blocking file and correct the directory path
+before rerunning setup.
 The final selected directories are checked before approval and again before
 setup changes any client or Hopper installation. Unselected client destinations
 do not block other setup choices. Doctor reports linked or non-directory skill
@@ -204,7 +214,8 @@ identity remains available at `identity.catalog`.

 Setup pins package-runner MCP registrations to the exact installed REA version,
 installs the matching skill and on-demand references in the same plan, and adds
-`startup_timeout_sec = 30` for Codex and Grok Build. Codex also receives a
+`startup_timeout_sec = 30` for Codex and Grok Build when no positive timeout
+is already configured. Codex also receives a
 `tool_timeout_sec` derived from known provider startup plus operation headroom.

 ## Limit REA to one project or agent profile
@@ -264,7 +275,7 @@ After reviewing an update plan, rerun that same prefixed setup command without
 `--dry-run` and approve its exact changes. Profile removal likewise needs the
 prefix on `claude mcp remove --scope user rea` and any `rea uninstall` command;
 keep the broader client scope of uninstall in mind. Restart the selected
-profile after changing its pinned registration.
+profile after changing its registration.

 `claude mcp remove` removes only the registration. To remove REA from this
 profile without running the broader uninstall flow, first back up the profile's
@@ -314,34 +325,30 @@ commands. Record an existing selection first if you intend to restore it after
 finishing. The configuration path below is the default profile's
 `~/.claude.json`; a different active profile uses its own config root instead.

-Register with the variable unset:
-
-<!-- x-release-please-start-version -->
+Register with the variable unset, substituting the absolute runtime and entry
+script from your existing installation or setup dry-run:

 ```bash
-claude mcp add --scope local rea -- npx -y rea-agents@6.7.0 mcp
+claude mcp add --scope local rea -- "/absolute/path/to/node" "/absolute/path/to/rea/scripts/rea.mjs" mcp
 ```

-On native Windows, use the same project directory and wrap the package-runner
-shim so the stdio client can launch it:
+On native Windows, use the same project directory and absolute paths:

 ```powershell
-claude mcp add --scope local rea -- cmd.exe /d /c npx -y rea-agents@6.7.0 mcp
+claude mcp add --scope local rea -- "C:\Program Files\nodejs\node.exe" "C:\tools\rea\scripts\rea.mjs" mcp
 ```

-<!-- x-release-please-end -->
-
 Local scope stores the entry under that directory's path in `~/.claude.json`,
 so other projects don't load it. This route doesn't install the bundled skill.
 Avoid `--scope project`, which writes `.mcp.json` into the repository where it
 can be committed or copied. `rea doctor` and `rea uninstall` read only the
 user-level entry, so they don't report or remove a local-scope registration;
 remove it with `claude mcp remove --scope local rea` from the same directory.
-`rea update` doesn't refresh it either, so it stays on the version it names.
+`rea update` doesn't refresh it either, so it continues using the selected installation.
 To move it to a newer release, first back up the project entry in
 `~/.claude.json` and record its environment and other metadata. In particular,
 preserve caller-selected overrides such as `REA_MCP_INPUT_SCHEMA_PROFILE` and
-`REA_MCP_MAX_RESPONSE_BYTES`. Run `claude mcp remove --scope local rea` from the
+`REA_MCP_MAX_RESPONSE_BYTES`, and `REA_MCP_TOOL_FAMILIES`. Run `claude mcp remove --scope local rea` from the
 same directory, then recreate it with the platform-appropriate command above
 and the new version. Reapply every recorded environment value with Claude
 Code's `mcp add --env NAME=value` options and restore any other retained entry
@@ -412,6 +419,13 @@ The public error code varies by caller: `capability_unavailable`,
 only a generic startup error. Check this prerequisite before following
 provider-specific recovery advice.

+`binary_session` still returns status on such a host. Providers whose
+readiness check reaches the owned-child launch, such as Ghidra's Java probe,
+JADX and Apktool, report themselves unavailable with a reason naming the
+missing `ps`. A provider that fails an earlier configuration check, such as
+JADX without `REA_JADX_MCP_JAR`, keeps that reason. The other providers keep
+their own status. `open_binary` keeps the refusal described above.
+
 ## Diagnose, update, and remove

 `rea doctor --json` is strictly read-only. `rea update` updates only the npm or Bun global installation that owns the running CLI. Source checkouts and package-runner copies must be updated through the mechanism that owns them; a fresh package-runner invocation can use `npx rea-agents@latest` or `bunx rea-agents@latest`. `rea uninstall` removes only REA-owned agent registrations and skill files; `--purge-data` additionally removes REA cache and state paths.
@@ -429,11 +443,19 @@ and other MCP servers. Purging removes REA's legacy cache and state under
 archives under `${XDG_CACHE_HOME:-~/.cache}/rea/hopper-releases`. Other cache
 namespaces remain intact. A caller-selected `REA_KUNA_CACHE_DIR` is retained
 and reported because REA cannot establish ownership of its entire contents.
+Lexically equivalent spellings of that default directory, including a trailing
+separator, a `.` segment, or a repeated separator, share its purge result.
+The comparison preserves POSIX `..` traversal and literal backslashes.
 A client configuration that is malformed, unreadable, or at an unsafe
-path stops the operation before anything is removed, and a client that fails
-while being updated stops the remaining removals. Uninstall reports each
-candidate `configuration_path` with its outcome. A client with multiple files
-keeps their individual `actions` alongside its aggregate status and detail,
+path stops the operation before anything is removed when that client's
+product applicability is established or unresolved. Shared registration
+storage such as `~/.agents/mcp.json` whose product cannot be established
+(for example when FreeBuff and ZCode discovery directories are absent) is
+retained unchanged and does not block other REA removals, including cache
+and state deletion with `--purge-data`. A client that fails while being
+updated stops the remaining removals. Uninstall reports each candidate
+`configuration_path` with its outcome. A client with multiple files keeps
+their individual `actions` alongside its aggregate status and detail,
 including earlier removals when a later file fails. The paths name
 the discovered configuration candidates, not resolved physical file identities.
 For JSON clients, uninstall removes every repeated `rea` member in the effective
@@ -495,6 +517,10 @@ Do not rename `index.cjs` to `index.mjs` or disable protection to make startup p

 ### Update the owning installation

+Read-only metadata and version checks time out after 10 seconds. This does not
+interrupt a package installation already in progress. If a probe cannot be
+stopped, the updater reports a cleanup failure.
+
 `rea update` installs the exact resolved
 release into the npm prefix or Bun global directory that owns the running
 package, then checks the new executable's version before reporting success.
@@ -525,8 +551,8 @@ non-TTY, and JSON modes without applying configuration changes.
 ## Released package and main

 Repository main documents its current code and generated catalog. `@latest`
-selects the npm release, and persistent MCP registrations are pinned to the
-version that performed setup. Installing newer instructions does not update a
+selects the npm release, and managed MCP registrations bind the installation
+that performed setup. Installing newer instructions does not update a
 running server or its registration.

 The npm release checked on **2026-10-11** was **6.4.0**, published from
@@ -616,9 +642,12 @@ hosted connector; see [its configuration](client-configuration.md#other-client-s
 | WorkBuddy          | `workbuddy`      |
 | ZCode              | `zcode`          |
 | DeepSeek Harness   | `dsh`            |
+| FreeBuff           | `freebuff`       |

 `droid`, `dsh`, `kimi`, `qoder`, `trae`, `workbuddy`, and `zcode` require
 `[email protected]` or later. The 6.4.0 registry check above does not cover them.
+`freebuff` requires `[email protected]` or later. Older releases reject
+`rea setup --client freebuff` as an unsupported client.

 See [client configuration and troubleshooting](client-configuration.md) for
 configuration paths, profiles, trust policies, and schema-limit workarounds.
@@ -646,6 +675,10 @@ an existing Hopper launcher is selected through `HOPPER_LAUNCHER_PATH`. Ghidra
 and IDA have their own provider-specific host requirements; Windows Ghidra uses
 the [experimental P0 boundary](windows-ghidra-p0.md).

+If the Linux package download receives an HTTP failure, setup includes the
+observed HTTP status in its `download_failed` diagnostic. The status does not
+establish the underlying cause or guarantee that retrying will succeed.
+
 Hopper metadata and package downloads require HTTPS throughout the redirect
 chain; a redirect to HTTP is refused before that destination is requested.

@@ -681,6 +714,12 @@ search permissions (`0700`) on a directory you own before retrying.

 On supported Linux distributions, approved setup verifies Hopper's official
 `.deb`, `.rpm`, or Arch package before invoking the native package manager.
+On apt systems, Hopper's runtime dependencies are installed with
+`--no-upgrade` in their own transaction, so setup no longer names an
+already-installed dependency as an upgrade target. apt can still upgrade a
+package that the Hopper package or the Python library repair requires at a
+newer version. Arch's `pacman -S --needed` still updates an outdated
+dependency.
 The official release feed selects the current public demo without a version
 pin. REA verifies the package's detached PGP signature against Hopper's stable
 primary fingerprint `7C2D73BAFAF5B9A710A69DA1A26DF815099B1BCD`, then checks
@@ -803,7 +842,10 @@ Hopper startup allows 120,000 ms for launch, initial analysis, and authenticated
 bridge readiness. For large targets, set `REA_HOPPER_STARTUP_TIMEOUT_MS` to a
 decimal integer from 1 to 2,147,483,647 milliseconds in the environment that
 starts REA. CLI and MCP use the same setting; invalid values fail configuration
-validation. An MCP client's own request timeout must also allow enough time.
+validation. In MCP, `update_analysis_settings` can set
+`hopper.startup_timeout_ms` for the next startup attempt without restarting REA;
+accepted work keeps its budget and retained cleanup must still complete. An
+MCP client's own request timeout must also allow enough time.
 `open_binary` validates and selects a target without waiting for native provider
 readiness. During Hopper startup, `binary_session.provider_operation_health`
 reports `busy` at stage `launch`; `analysis_activity` describes bridge requests
@@ -813,9 +855,13 @@ stage `connection`.
 If macOS denies Apple Events, allow the application that starts REA under
 **System Settings → Privacy & Security → Automation**, then retry. REA releases
 the target reservation when the native helper reports its complete authorization
-rejection and its arguments cannot alter the helper's generated AppleScript.
-Arguments containing quotes, backslashes, or line breaks remain unchanged but
-cannot establish that a failed handoff opened no document. Other failed handoffs
+rejection after literal argument admission. Before application handoff, REA refuses
+double quotes, backslashes, or line breaks in the final launcher path or arguments,
+with `details.launch_rejection.boundary: "argument_encoding"` and the affected source/index.
+Select literal-safe launcher/runtime paths and loader arguments, or another
+compatible provider. REA preserves original file names and evidence: a quoted
+executable name can still work when its prepared image path is literal-safe;
+database paths must themselves be representable. Other failed handoffs
 retain ownership until document closure is confirmed. If a timed-out bridge
 becomes ready later, `close_binary` connects to that run, authenticates its
 identity, and requests document shutdown. Once its listener is ready, the bridge
@@ -954,7 +1000,7 @@ copying license secrets into logs, or killing unrelated Hopper processes.

 REA connects to an existing Ghidra installation on Linux x64/arm64, macOS x64/arm64,
 or experimental Windows x64 P0.
-It accepts Ghidra 12.1.x and the 64-bit full JDK declared by that installation's
+It accepts Ghidra 12.x (>=12.1) and the 64-bit full JDK declared by that installation's
 `application.java.min` and `application.java.max`. The JDK's reported platform must also
 map to the same native decompiler directory as the host: a JDK running under
 emulation (for example x86_64 under Rosetta on Apple silicon) or reporting a
@@ -962,7 +1008,8 @@ non-host `os.name` fails the doctor
 even when it is an otherwise accepted 64-bit full JDK. Select a matching JDK
 through `JAVA_HOME`; adding another decompiler in the JVM-selected directory
 does not satisfy this host-validated admission rule. Current 12.1 releases require
-JDK 21 or newer and set no maximum. The bridge is verified with Ghidra 12.1.4
+JDK 21 or newer; Ghidra 12.2 declares JDK 25 or newer. Neither sets a maximum.
+The bridge is verified with Ghidra 12.1.4
 and JDK 21. Each installation must include the native decompiler for the host
 architecture in `Ghidra/Features/Decompiler/os/<platform>/` or the corresponding
 `build/os/<platform>/` directory. Linux ARM64 uses `linux_arm_64`; official
@@ -997,9 +1044,13 @@ Target admission preserves recognized PE/NE/LE/LX signatures separately from
 reader layout support. A Windows header overlapping the first 64 DOS-header
 bytes remains an unsupported layout in this release; it is not reported as an
 invalid offset. Tiny PE files with short optional headers have additional
-unverified loader requirements. Unconfirmed nonzero DOS padding remains an
-unresolved Windows-header candidate, with independently validated DOS facts in
-the target error diagnostics; those facts do not prove a Windows header absent.
+unverified loader requirements. A nonzero Windows-header pointer without a
+recognized signature remains an unresolved candidate, with independently
+validated DOS facts in the target error diagnostics; those facts do not prove a
+Windows header absent. When a nonempty relocation table ends inside a complete
+DOS header, the remaining header bytes are DOS padding, so a nonzero dword
+there is not a Windows declaration. An unread signature beyond the current
+probe is requested before that padding rule applies.
 On Linux and macOS, `annotate_native_function` also edits a function name and/or
 entry comments atomically and returns refreshed analysis, and `set_address_name`
 and `set_addresses_names` name a function entry or any other mapped address
@@ -1048,14 +1099,15 @@ rea providers --json
 ```

 `rea setup` can configure supported Windows agents and install the bundled
-REA skill after approval. Direct registrations use Node to launch REA's entry
-script; package-runner registrations use the pinned `npx` or `bunx` command. Hopper
+REA skill after approval. Managed registrations use the absolute selected Node or
+Bun runtime and REA entry script, including when setup ran through a package runner. Hopper
 installation remains unavailable on Windows. Setup never installs Ghidra,
 Java, or Python. It preserves valid detected Ghidra/JDK settings in agent
 registrations. See [Windows Ghidra P0](windows-ghidra-p0.md) for provider diagnostics.

-The separate `rea mcp add` builtin currently uses Incur's package-runner child
-launcher, which can fail on Windows with `MCP_ADD_FAILED: spawn npx ENOENT`
+The separate `rea mcp add` builtin delegates most clients to Incur's package-runner
+child launcher. Run that acquisition from a trusted directory; prefer managed
+`rea setup` when supported. That child launcher can fail on Windows with `MCP_ADD_FAILED: spawn npx ENOENT`
 before registering a client. REA's setup path is unaffected. For a client supported
 by setup, review `rea setup --client opencode --skill=false --dry-run --json`
 (substitute its client ID), then use the same scoped command without `--dry-run`
@@ -1073,7 +1125,7 @@ the application metadata and headless launcher. An explicitly supplied
 REA reports that error instead of silently selecting another installation.
 This discovery is read-only and does not execute the Ghidra launcher.

-Doctor validates the platform, architecture, Ghidra 12.1.x application version,
+Doctor validates the platform, architecture, Ghidra 12.x (>=12.1) application version,
 `support/analyzeHeadless` or `support/analyzeHeadless.bat`, the installation's
 Java major range, 64-bit JDK bitness, and the presence of `javac`/`javac.exe`.
 It also checks that the reported JVM `os.arch` and `os.name` map to the same native decompiler
@@ -1129,9 +1181,10 @@ This coordinate selects only REA's session-private configuration directory, not
 the installation or an existing user configuration directory.

 Each verified session uses an ephemeral temporary project and isolated
-home/cache/config/temp paths. REA passes `-readOnly`, `-deleteProject`, uses
-Ghidra's default analysis settings, and loads its packaged Java
-bridge via `-scriptPath`; it never opens an existing user project. Linux and
+home/cache/config/temp paths. By default REA passes `-readOnly`, `-deleteProject`,
+uses Ghidra's default analysis settings, and loads its packaged Java
+bridge via `-scriptPath` into a new ephemeral project; opt-in
+[existing-project reuse](#reuse-an-existing-ghidra-project) opens only an owned copy. Linux and
 macOS use a current-user-only local bridge socket and descriptor. The
 project remains under the selected temporary directory. If its Unix socket
 pathname would exceed the host's byte limit, REA allocates a separate owner-only
@@ -1150,7 +1203,7 @@ original process owner for a later cleanup retry.
 The experimental Windows transport uses authenticated IPv4 loopback with a
 private native-owned bearer descriptor and Job Object process ownership.

-Operations begin only after default auto-analysis completes. `open_binary`
+In the default fresh-import mode, operations begin only after default auto-analysis completes. `open_binary`
 selects and validates the target/provider binding; it does not wait for Ghidra
 import and auto-analysis. The first Ghidra-backed query starts that work lazily.
 The provider startup deadline is 330,000 ms by default for import, analysis,
@@ -1169,19 +1222,25 @@ can time out earlier even when Ghidra would complete within its startup deadline
 See [Ghidra first-query deadlines and recovery](mcp-contracts.md#ghidra-first-query-deadlines-and-recovery)
 for client options and the close/reopen recovery flow.

-The 330-second default is configurable. Configuration is read when REA starts:
-changing an environment variable in another shell, or closing and reopening a
-binary in the same MCP server, does not change that server's startup allowance.
+The 330-second default can be changed on a running MCP server by setting
+`ghidra.startup_timeout_ms` through `update_analysis_settings`. The next accepted
+operation that starts a provider uses that value; an accepted startup keeps its
+original budget. Changing an environment variable in another shell, or closing
+and reopening a binary, does not change the launch configuration already read
+by that server.
 For a CLI retry with an example 30-minute allowance:

 ```sh
 REA_GHIDRA_STARTUP_TIMEOUT_MS=1800000 rea analyze /absolute/path/to/app.exe --provider ghidra --json
 ```

-For MCP, export useful Evidence before restarting, close the binary and resolve
-any cleanup failure, update the environment in the client's REA server launch
-configuration, then restart REA and reconnect before reopening the target. Allow
-startup plus the query in the client's own tool-call deadline. Every retry uses
+For MCP, update the runtime setting and resolve any retained cleanup before the
+next startup attempt. Follow the error's close/reopen guidance where needed;
+the settings update does not clear cleanup blockers. To change the launch
+environment instead, export useful Evidence, close the binary and resolve any
+cleanup failure, update the client's REA server launch configuration, then
+restart REA and reconnect. Allow startup plus the query in the client's own
+tool-call deadline; runtime updates do not change that deadline. Each new startup attempt uses
 a fresh ephemeral import; smaller result requests do not reduce the prerequisite
 auto-analysis. A larger time allowance does not raise the JVM heap limit or
 guarantee completion. Keep [heap and host CPU controls](#ghidra-heap-and-cpu-controls)
@@ -1208,9 +1267,14 @@ fails with `provider_timeout` and that message; other Ghidra tools stay
 available. If the caller also cancels while the timeout settles, the session
 still closes and the message says so. Session reuse concerns an active MCP or
 library session; a standalone CLI command still closes its own session when it
-finishes. The limit is read when a Ghidra session
-starts, and Codex/Kimi registrations derived by `rea setup` add it to the tool
-deadline as a single-decompile estimate. A bulk call can need that limit for
+finishes. In MCP, `ghidra.decompile_timeout_seconds` can override the launch
+value for newly accepted operations on the existing Program; explicit `null`
+removes the deadline. A transient timeout remains uncached so the same function
+can be retried after an update. See the
+[settings design](design/limits-and-recovery.md#runtime-settings-through-mcp).
+Codex/Kimi registrations derived by `rea setup` add the selected launch value
+to the tool deadline as a single-decompile estimate; a runtime update does not
+change that registration. A bulk call can need that limit for
 every attempted function plus listing and file work; select the client deadline
 for the workload, split batches, use `decompile_all` limit/resume, or reduce
 `trace_native_values` `max_functions` to select fewer serial decompiles. Ghidra's own interactive default is 30 seconds. Unresolved computed calls
@@ -1270,6 +1334,63 @@ not needed for the make step, only for the Ghidra provider. If your toolchain
 rejects the inherited `-mmacosx-version-min=10.6` flag, retry the make with
 `ADDITIONAL_FLAGS="-w"`.

+### Reuse an existing Ghidra project
+
+For repeated investigations, select an expanded local project marker with
+`REA_GHIDRA_PROJECT_PATH=/absolute/projects/app-analysis.gpr`. Both CLI and MCP
+use this shared selection. `REA_GHIDRA_PROGRAM_NAME` selects one exact program
+in the project root; when omitted it defaults to the selected target's filename.
+Paths, globs and command flags are not program names. The matching `.rep`
+directory must be present; restore `.grez` archives with Ghidra first.
+
+```bash
+export REA_ANALYSIS_PROVIDER=ghidra
+export REA_GHIDRA_PROJECT_PATH=/absolute/projects/app-analysis.gpr
+export REA_GHIDRA_PROGRAM_NAME=app
+rea decompile /absolute/target/app --procedure entry --provider ghidra --json
+```
+
+Set the same variables in the MCP server environment and restart/reconnect;
+`open_binary` still selects the original target file. `rea setup` retains these
+explicit settings in a saved registration. Fresh import remains the default
+when the project setting is absent. This route supports native ELF, PE and
+Mach-O programs on POSIX without provider-pinned import preparation; Windows,
+raw/DOS/DOL and special pinned-language import profiles require fresh import.
+
+REA fingerprints only the selected `.gpr`/`.rep` pair, copies it into its owned
+runtime, verifies the copied content against the committed analysis profile,
+and runs `-process <program> -noanalysis -readOnly`. Ghidra never opens or saves
+the original database; REA reads selected files only for fingerprinting and copying.
+This mode does not copy unrelated sibling projects, rerun repair scripts, or
+admit bridge database edits. Cleanup removes the owned copy.
+The bridge checks the program's recorded import SHA-256 against the admitted
+target digest; mismatches and project changes fail explicitly. Reopen the target
+to resolve a new profile after intentionally changing the source project.
+
+The profile records the caller path, resolved project/name, program and content
+fingerprint. Original analysis settings and completeness remain **unknown**;
+prior annotations or edits are caller-project state, not fresh REA discoveries.
+A matching recorded import digest does not claim that the database is unedited.
+Saved REA seed/analyzer reports remain historical facts in retained source Evidence;
+they are not interpreted as overrides applied by this session.
+Project content participates in snapshot identity, so different project states
+cannot reuse the same profile's cached observations.
+
+To prepare a new project explicitly, use your existing Ghidra installation in a
+new directory you own (this writes that project; REA does not save it for you):
+
+```bash
+mkdir /absolute/new-projects
+GHIDRA_HEADLESS_MAXMEM=1536M JAVA_TOOL_OPTIONS=-XX:ActiveProcessorCount=2 \
+  "$GHIDRA_INSTALL_DIR/support/analyzeHeadless" /absolute/new-projects app-analysis \
+  -import /absolute/target/app -analysisTimeoutPerFile 600 -max-cpu 2
+```
+
+Check that preparation completed successfully before selecting the project.
+Preparation time, disk copy/fingerprinting, engine startup and client deadlines
+are separate costs; reusing a project avoids import/analysis, not all startup.
+Use the [heap/CPU controls](#ghidra-heap-and-cpu-controls) appropriate to the target.
+
 ### Ghidra import language and analysis seeds

 Ghidra detects the language from the executable header. To set it (for example, Borland C++ PE images):
@@ -1324,6 +1445,21 @@ current setting. For Windows PE resource analysis, the exact name is
 `WindowsResourceReference`. Disabling an analyzer skips the facts it would have
 produced.

+Ghidra's Objective-C Message Analyzer can log
+`Required Objective-C data type not found in data type manager` /
+`Try adding libobjc.dylib` when a Mach-O links Objective-C runtime symbols but
+defines no class metadata (thin Cocoa glue in a C++ binary is a common case).
+That text is non-fatal Ghidra analyzer output: auto-analysis continues, and the
+analyzer simply skips `objc_msgSend` call-target recovery. REA's headless import
+does not accept a "add this library" option, and on modern macOS
+`/usr/lib/libobjc.A.dylib` exists only in the dyld shared cache, so there is no
+on-disk library to add. Treat the line as a coverage limitation, not an REA
+failure; check the session's `failure_kind` (and related provider errors) for
+any real abort. To silence that analyzer, set
+`REA_GHIDRA_DISABLED_ANALYZERS="Objective-C Message Analyzer"`. For large
+executables that miss the startup deadline instead, raise
+`REA_GHIDRA_STARTUP_TIMEOUT_MS` and the [Ghidra heap](#ghidra-heap-and-cpu-controls).
+
 ### Ghidra heap and CPU controls

 Set resource controls in the environment that launches the CLI or MCP server,
@@ -1425,6 +1561,87 @@ read-only operations, digest identity, and runtime cleanup. The separate
 ordinary user. It requires the built Windows native bundle and an existing
 Ghidra/JDK installation; neither is inferred from startup alone.

+## Agent plugins and marketplaces
+
+REA's npm package is the shared Claude Code and Codex plugin artifact. It
+contains `.claude-plugin/plugin.json`, `.codex-plugin/plugin.json`, and the
+canonical generated `skills/` tree. Both manifests select `./skills` and run a plain Node bootstrap pinned to
+that exact package version. The client must have a supported standalone `node`
+on its PATH. Claude expands its documented `CLAUDE_PLUGIN_ROOT` in the script
+argument; Codex resolves `cwd: "."` from the installed plugin root before
+launching the relative script. The bootstrap verifies the package version and runs its bundled runtime in
+the same process, preserving stdio and REA's provider/worker cleanup. It does
+not start another package runner or download a different runtime. The existing release skill
+generator also pins CLI recovery commands to the same version.
+
+The repository's single-plugin marketplaces are declared in
+`.claude-plugin/marketplace.json` and `.agents/plugins/marketplace.json`.
+Both select an exact `rea-agents` npm version instead of mutable source-checkout
+contents. Release Please updates their selectors alongside the plugin manifests.
+No plugin-only publication or generated skill files committed to Git are needed.
+The qualified release archive contains a runtime-only manifest and
+`npm-shrinkwrap.json` plus bundled runtime dependencies, including PTY packages
+for each supported OS and CPU; development dependencies and development-only overrides
+stay in the source manifest and lockfile. Both clients receive this same archive.
+
+This distribution becomes installable after the first qualified npm release
+containing these plugin manifests. Earlier published packages are not changed
+by this source proposal. For local source development, run `npm ci && npm run build:cached` to generate
+the runtime and packaged skill before loading the repository as a plugin.
+A source plugin uses the locally built runtime and generated skill; rebuild after
+source changes. Missing builds and mismatched version pins fail with an actionable
+error. The authored `.agents/skills/` tree is not the plugin's shipped skill layout.
+Windows source workflows that need native controls still require the
+[Windows source-checkout build](https://github.com/morluto/rea/blob/main/native/windows/README.md#build).
+
+In Claude Code:
+
+```text
+/plugin marketplace add morluto/rea
+/plugin install rea@rea
+```
+
+In Codex CLI, add the marketplace and install REA:
+
+```bash
+codex plugin marketplace add morluto/rea
+codex plugin add rea@rea
+```
+
+Each release updates both manifest versions and their pinned server version
+together, which is when installed copies refresh the bundled skill and move to
+the new server. A plugin does not run `rea setup`, so provider
+configuration still follows the sections above. Use the plugin or a
+`rea setup` registration for a client, not both, to avoid two `rea` servers.
+
+`rea doctor` does not see plugin-owned state. Its client and skill checks read
+only the registrations and skill locations that `rea setup` manages, so for a
+plugin-only install `rea doctor --client <id>` and `rea doctor --skill` report
+`missing` and recommend `rea setup`. Do not follow that remediation. Check the
+plugin with the client instead (`claude plugin list` and `/mcp` in Claude
+Code, `codex plugin list` in Codex).
+
+For analysis engines, ask the connected server: have the agent call
+`binary_session` and read `result.tool_availability`, which reports what the
+server the plugin started can use, with reasons and remediation. See
+[MCP contracts](mcp-contracts.md).
+
+A plugin does not put `rea` on your `PATH`. To check an engine from a
+terminal, use the package runner at the version the plugin pins:
+
+<!-- x-release-please-start-version -->
+
+```bash
+npx -y rea-agents@6.8.0 doctor --provider ghidra --json
+```
+
+<!-- x-release-please-end -->
+
+If your installed plugin is older, use the version in its manifest instead.
+That report describes the terminal's environment, not the plugin server's.
+The server inherits the client's environment, so a setting such as
+`GHIDRA_INSTALL_DIR` that exists only in your terminal does not reach it.
+
 ## MCP Registry

 REA is published in the official MCP Registry as `io.github.morluto/rea`. Registry
@@ -1435,33 +1652,45 @@ For a client that supports Registry discovery, search for `io.github.morluto/rea
 and select the npm package. The published metadata launches the existing stdio
 server through `npx` with the `mcp` command.

-For a client that requires manual configuration, use:
+For supported clients, prefer `rea setup`: it records the absolute JavaScript
+runtime and entry script of the REA installation performing setup. Client starts
+then use that installation directly, keeping the client's working directory
+without running npm or Bun package resolution there. Registry clients control
+their own package acquisition; Registry metadata cannot name local absolute paths.

-<!-- x-release-please-start-version -->
+For manual stdio configuration, substitute the absolute paths of an existing
+installation (use the command shown in a setup dry-run):

 ```json
 {
  "mcpServers": {
    "rea": {
-      "command": "npx",
-      "args": ["-y", "rea-agents@6.7.0", "mcp"]
+      "command": "/absolute/path/to/node",
+      "args": ["/absolute/path/to/rea/scripts/rea.mjs", "mcp"]
    }
  }
 }
 ```

-<!-- x-release-please-end -->
+Run current setup to migrate recognized older `npx`/`bunx` registrations, with
+backups, then restart the client. Unrelated or unidentified registrations remain
+untouched. Setup does not prewarm a separate package-runner command.

-Persistent registrations should use one exact package version. `rea setup`
-writes the same package-runner shape, or `bunx rea-agents@<version> mcp` when
-setup runs through `bunx`, and pins it to the exact version that performed
-setup. Run current setup to refresh an older registration, then restart the
-client.
+If setup itself runs from a package-runner cache, the registration depends on
+that cache entry and the selected runtime remaining installed. Removing either
+makes startup fail; it does not download or resolve another package. Restore the
+same installation and rerun setup. Changing package requests, cache roots, or
+runtimes can create a different installation identity. If the old entry cannot be
+identified, restore it first or manually remove the confirmed REA registration
+before running setup again. A global installation provides a more durable path.

 ## Package runners and global installation

-A package-runner invocation can use a REA version installed in the current project. To
-request the latest release explicitly, use:
+Package runners can select project-local packages and read project configuration,
+even for explicit version requests. Acquire REA from a trusted working directory,
+outside the target project, and pass absolute target paths to analysis commands.
+REA cannot validate package acquisition that happens before its entrypoint starts.
+To request the latest release explicitly, use:

 ```bash
 npx rea-agents@latest setup
@@ -1478,16 +1707,14 @@ For an intentional rollback, make the package request explicit:
 npm exec --yes --package=rea-agents@2.4.0 -- rea setup
 ```

-Setup continues to pin persistent MCP registrations to the exact version that
-performed setup. Running current setup later migrates unversioned or older
-managed registrations through the normal reviewed setup transaction.
+Setup binds persistent MCP registrations to the installation that performed setup.
+Running current setup later migrates recognized legacy package-runner registrations
+through the normal reviewed setup transaction.

 With Bun, `bunx rea-agents setup` (or `bunx rea-agents@latest setup`) is the
-equivalent entry point. Setup run through `npx` registers
-`npx -y rea-agents@<version> mcp`; setup run through `bunx` or `bun x` registers
-`bunx rea-agents@<version> mcp`. On Windows, setup wraps either command in
-`cmd.exe /d /c` so clients can start the runner's command shim. Neither
-registration points into the runner's temporary package cache.
+equivalent acquisition entry point. Managed registrations use the selected Bun
+executable and REA entry script directly. Windows registrations likewise use
+absolute runtime and script paths, without a package-runner command shim.

 REA supports Node.js 22.x (>=22.23.4), 24.x (>=24.22.1), and 26.12.1+. Node.js 23, 25, earlier 26.x releases, and prereleases are unsupported. It uses the npm already paired with that runtime and never upgrades Node.js, npm, or Homebrew.

@@ -1521,8 +1748,9 @@ Review the plan, approve the selected client changes, then restart those clients
 This registers the installed entrypoint directly; installing the global package
 alone does not replace existing `npx` registrations. Each client still has its own
 REA process and analysis state. Direct registrations follow the installed CLI;
-use `rea update` to update it. Running setup through `npx` again selects the pinned
-package-runner command. Do not register paths inside npm's temporary package cache.
+use `rea update` to update it. Running setup through `npx` again selects the
+installation that executes setup, potentially in npm's temporary package cache;
+retain that cache entry for as long as the registration uses it.

 ### npm workspace errors before REA starts

@@ -156,6 +156,10 @@ Select one literal seed kind: node ID, route, string, API, IPC channel, module,
 or native export. Matching is exact or literal substring matching; regular
 expressions and executable predicates are not accepted. The trace includes all
 matching seeds and the complete graph reachable in the selected direction.
+`both` follows relationships in either direction, except that a container
+reached through `contains` from one of its children only leads further up its
+containment chain, so a shared asset or artifact root does not pull in its
+other children.

 The result contains the matching basis, complete reachable subgraph, terminal
 paths, authority summaries, and native handoffs. A handoff binds
@@ -448,8 +452,10 @@ uncertainty rather than pretending to execute later writes. References
 handed back by local functions, methods, constructors, async functions, and
 generators also retain escape uncertainty, including when the call is read-only;
 this does not establish that a mutation occurred. Aliases
-and shared children in spread and rest copies retain that uncertainty; copied
-primitive slots and unrelated containing properties remain known. Object rest
+and shared children in spread and rest copies retain that uncertainty. Exposing
+the copy alone does not invalidate copied primitive slots or unrelated containing
+properties. Dynamic child writes such as `copy[key].value = 2` remain conservative
+about which original slot was selected. Object rest
 excludes consumed keys, array rest excludes the consumed prefix for known
 arrays, and later explicit data properties and methods replace earlier object
 spread references. A known array prefix does not expose values from a following
@@ -466,6 +472,11 @@ Receiver projections follow known data fields initialized from `this` or earlier
 self-referencing fields; static fields retain their declaring class identity.
 An alias cycle that repeatedly selects deeper children retains escape uncertainty
 at its recovered roots rather than claiming a fixed number of loop iterations.
+Equivalent member reads in a repeating loop share unknown ordering instead of
+creating a distinct capture for every branch history. Straight-line captures and
+once-only loop inputs retain their own selection sites. When unobserved suffixes
+are widened, their exact observed prefixes stay separate so unrelated siblings
+remain known.

 Writes through an object getter's returned receiver retain that uncertainty
 when the object is an array element, nested inside mixed object/array
@@ -510,8 +521,13 @@ escape uncertainty. External prototype changes and unsupported runtime protocols
 remain unknown rather than supplying exact post-invocation values.
 Identifier references and closure captures share Babel syntax-role facts plus
 explicit binding/write roles; noncomputed declaration keys and import/meta names
-are not lexical reads. Provenance-only expression-depth omissions enter the same typed source coverage
-as value-evaluation bounds and remain visible in retained application Evidence.
+are not lexical reads. TypeScript type positions, including `typeof` type queries
+and computed keys in erased signatures, do not evaluate JavaScript bindings or
+create runtime calls or captures. Decorators on declared class fields can still
+run when the class is defined, and a decorated declared or abstract field can
+evaluate its computed key. Provenance-only expression-depth omissions enter
+the same typed source coverage as value-evaluation bounds and remain visible in
+retained application Evidence.
 Immediate synchronous function results also share the loader reference owner.
 An expression arrow returning the retained CommonJS `require` can preserve that
 loader identity. Possible loader results with opaque alternatives or block
@@ -72,6 +72,18 @@ code-point order. Dependency manifests remain package observations but do not
 declare Electron main or renderer entries. If only dependency manifests are
 present, the inventory artifact remains the graph root.

+Package observations use `renderer_declarations` to record the actual present
+fields: strings, including empty strings, remain exact; non-string values use `{ "status": "non-string" }`
+without copying nested browser mappings. An empty record means no such fields
+were present; `null` means package metadata was invalid or unavailable. Renderer
+role mechanisms and package load edges name the field that supplied the candidate,
+selected as the first nonempty string from `renderer`, `browser`, then `module`.
+The package load edge retains `declared_path`, `source_field`, and resolution
+facts for that selection. New analyses no longer emit the derived package
+`renderer` alias; consumers must read declarations for source metadata and load
+edges for the selected candidate. Previously retained Evidence keeps its original
+properties and remains readable without migration.
+
 ## Select sources before analysis

 For a question about known entry sources, supply exact artifact-relative file
@@ -140,17 +152,24 @@ returns an unavailable error with the retained inventory, rather than claiming
 the selected source does not exist. Observed exact file candidates keep their
 identity; unknown traversal cannot establish a unique application root.

-ASAR header/index admission defaults to 16 MiB / 16777216 bytes. Set
-`REA_ASAR_MAX_HEADER_BYTES` in the environment that starts REA to a decimal
-byte count of at most 268435456 (256 MiB) to raise or lower it; restart REA
-after changing it. Invalid values are configuration errors, never a silent
-fallback. The archive index is read before any member can be selected, so
+ASAR header/index admission defaults to 16 MiB / 16777216 bytes. In MCP, use
+`update_analysis_settings` to set `asar.max_header_bytes` to an integer byte
+count from 1 to 268435456 (256 MiB), then retry the same full-archive request.
+The update applies to new operations without restarting REA; cached headers
+must also satisfy the new admission. For CLI or future MCP processes, set
+`REA_ASAR_MAX_HEADER_BYTES` in the launch environment. Changing that environment
+requires a new REA process. Invalid launch values are configuration errors,
+never a silent fallback. See the
+[settings design](design/limits-and-recovery.md#failure-and-retry) for recovery
+metadata, precedence, and reset behavior.
+
+The archive index is read before any member can be selected, so
 `source_paths`, `--source-path`, `detail: "summary"`, `max_heap_mb`, and
 available host memory do not bypass or raise it. When the header exceeds the
-effective allowance, the failure names it, whether it came from the default or
-the setting, and the setting's limits. Alternatively, analyze an extracted
+effective allowance, the failure reports the value, its known source, and the
+setting's limits. Alternatively, analyze an extracted
 application directory, which does not admit an ASAR header. Repeating the unchanged
-request fails the same way.
+request without changing admission fails the same way.

 ## Read the analysis

@@ -195,6 +214,27 @@ For supplied passive browser or Electron observations, use
 [runtime reconciliation](javascript-runtime-reconciliation.md). It compares
 existing Evidence without rerunning static analysis or contacting CDP.

+Each newly analyzed JavaScript file retains `analysis_coverage` in its graph
+observation. `syntax` distinguishes complete parsing, recovered syntax errors,
+failed parsing and unexamined source. `semantics` records the number of observed
+unknown findings and typed uncertainty, including returned-reference widening
+and unavailable type-only compiler options. `examination` reports static semantic
+resource limits and Electron wrapper expansion limits independently. A completed
+pass does not establish complete runtime semantics. Route examination and result
+capacity remain in the separate route inventory.
+
+Electron applicability is `observed` when a static Electron module reference is
+retained, and otherwise `unknown`: a source without such a reference does not
+prove that the application is inapplicable. Sources excluded by `source_paths`
+retain `not-examined` with a reason and null semantic counts. Historical Evidence
+without this facet remains unmeasured. The existing `parse_status` remains its
+conservative overall summary; finer facts do not relabel earlier partial results.
+
+Summary delivery counts these facts under `summary.coverage.static_sources`.
+Read exact per-file measurements with `inspect_analysis_view`, selecting
+`kind: "javascript-facts"` and `property_keys: ["analysis_coverage"]`, or inspect
+the module item. Both views use retained Evidence and preserve source provenance.
+
 ## ASAR integrity

 ASAR inventory checks Electron integrity metadata for embedded archive entries
@@ -211,10 +251,12 @@ An unpacked entry whose companion bytes were not supplied remains
 `unavailable`. REA continues analyzing embedded JavaScript and records the
 missing native/resource bytes as unknown. The occurrence keeps
 `hash_status: unavailable`; no content-addressed child artifact is created for
-those missing bytes. New inventories preserve an ASAR companion declaration as
-`unpacked: true`; an omitted flag in an older inventory does not establish that
-unavailable bytes belonged to a companion. See [MCP integrity handling](mcp-contracts.md#integrity-record-and-continue)
-for the tool-result contract.
+those missing bytes. New ASAR file occurrences record `unpacked: true` for
+companion files and `unpacked: false` for packed entries, including when the
+file bytes are unavailable. An omitted flag in an older inventory remains
+unknown; it does not establish either storage mode. See
+[MCP integrity handling](mcp-contracts.md#integrity-record-and-continue) for the
+tool-result contract.

 JavaScript whose syntax cannot be parsed retains unavailable semantic coverage
 with `incomplete-module` unknowns for each semantic family and unknown omitted
@@ -322,6 +364,13 @@ Selected bounded text is then parsed as inert data to recover:
  relative to the calling module; string worker and service-worker paths use
  the document base URL or Node's working directory, which static analysis
  does not establish, so they keep their expression and stay unresolved);
+- Vite preload dependency tables (`__vite__mapDeps`): `./` entries resolve
+  relative to the importing chunk; base-relative entries such as
+  `assets/chunk.js` carry a `vite-output:` specifier and resolve under the one
+  ancestor directory of the importer that holds them, the build output
+  directory. A file found there but not analyzed, such as a stylesheet, stays
+  `unavailable` with its path. Selecting only the assets directory leaves them
+  `not-found`;
 - route, network endpoint, storage, and vendor-marker observations;
 - local source-map declarations and original
  source names and content digests;
@@ -398,8 +447,17 @@ and links whose callee was renamed by a minifier are not recognized.
 Bundler adapters own callback roles: Webpack supplies module, exports, then
 loader; esbuild CommonJS supplies exports, then module. Export extraction uses
 those binding identities for assignments and declarations, so renaming either
-parameter does not change the recovered names. Global property-definition
-intrinsics require lexical and visible-write proof. Factory export declarations
+parameter does not change the recovered names. The convention always supplies
+every role argument, so a role parameter's default never runs: a defaulted
+module or exports parameter keeps its role, and the default expression yields
+no exports, references or chunk keys. `{exports: alias}` in the module position
+binds `alias` to `module.exports`.
+Other role patterns, such as rest, array, nested or computed-key patterns or a
+non-identifier loader, receive no role and count as unknown findings, so the
+file's analysis is partial rather than an exact empty export list. An
+export-shaped write through a role binding whose value at that read cannot be
+ordered against a replacement is also an unknown finding. Global
+property-definition intrinsics require lexical and visible-write proof. Factory export declarations
 also require the loader's `d` member to have no prior or unordered visible
 replacement, including writes through lexical aliases. Unrelated loader members
 do not invalidate declarations. Ordering describes declarations within one factory
@@ -716,6 +774,10 @@ deadline per source, including startup and fact transfer. Select
 `max_heap_mb` and `analysis_timeout_ms` through MCP, or `--max-heap-mb` and
 `--analysis-timeout-ms` on the dedicated CLI command. These choices control the
 analyzer; the caller's `NODE_OPTIONS` still controls the CLI/MCP process heap.
+For defaults across new MCP operations, use `update_analysis_settings` with
+`javascript.max_heap_mb` or `javascript.analysis_timeout_ms`. Explicit per-call
+arguments take precedence, and accepted work keeps its original settings. See
+the [settings design](design/limits-and-recovery.md#precedence-and-lifetime).
 V8 old-space limits do not impose a process RSS limit. When REA runs on Bun,
 the analyzer ignores the V8 heap flags; resource failures then report
 `worker_heap_limit_bytes` as null instead of a requested or V8-reported limit.
@@ -25,18 +25,50 @@ Keep the original analysis inputs in that call. For the CLI, pass the same
 selection as `--view '<JSON>' --detail summary --evidence_output routes.json`.
 The complete Evidence bundle is written without overwriting existing files.
 Unselected delivery retains the existing complete result. A web-bundle summary
-requires an explicit route view; application summaries also support the existing
+requires an explicit route or web-bundle view; application summaries also support the existing
 general summary when `view` is omitted.

 Use the returned `normalized_result.parent_evidence_id` with
 `inspect_analysis_view` on the same connection. The CLI's exported bundle can be
 reopened with `inspect-evidence-bundle`; its `records` contain the complete
-Evidence. To use `inspect_analysis_view`'s `evidence-file` source, extract the
-selected parent record into a separate local Evidence JSON file (that source
-accepts one Evidence record, not a bundle). Views do not reopen source files or
+Evidence. `inspect_analysis_view`'s `evidence-file` source accepts either one
+Evidence record or an exported bundle with the selected `evidence_id`.
+Views do not reopen source files or
 reconnect to a browser. Historical Evidence without `route_inventory` is
 unmeasured, rather than an empty route set.

+## Page captured endpoint observations and inferences
+
+For `analyze_web_bundle`, select `detail: "summary"` and
+`view: {kind: "web-bundle", collection: "endpoints", limit: 32}`. The CLI
+accepts the same JSON through `--view`, with `--detail summary` and
+`--evidence_output bundle.json`. Query the returned parent with
+`inspect_analysis_view` to read `endpoints`, `inferences`, or `summary` without
+recapturing the page or repeating JavaScript analysis.
+
+Both row collections accept exact `indices`, `values`, `script_keys`, `fields`,
+`offset`, and `limit`; endpoints also accept `mechanisms`, and inferences accept
+`kinds`. Filters combine with AND, and an explicit empty selector matches no
+rows. Every row retains its `source_index` in the original collection, including
+when other fields are omitted. This identity is scoped to the parent Evidence
+and collection. Original ordering and separate occurrences of duplicate values
+are preserved; request endpoint `location` or inference `basis` for source details.
+
+Follow `coverage.next_offset` until `coverage.exhausted`; those fields describe
+the selected rows, independently of producer `completeness`. Each response also
+preserves structured `source_unknowns`, including `affected_script_keys`, so a
+filtered or value-only page cannot hide a source gap. The summary's
+`limitation_count` counts distinct parent and report limitations before display
+bounding. An `endpoint_candidate` remains an inference, with its original
+confidence and basis, and does not prove a backend endpoint or reachability.
+
+Pages obey the shared 1 MiB projection budget; MCP transport applies its own
+wire-size guard. A byte-limited page returns a continuation; an indivisible
+oversized record or metadata returns a typed resource error. Select fewer
+fields or retrieve the complete retained parent through `get_evidence_bundle`,
+`export_evidence_bundle`, or the CLI's exported bundle. Full Evidence is never
+silently truncated.
+
 Collections are `summary`, `routes`, `occurrences`, `sources`, and `unknowns`.
 All row collections support exact batch `where.ids`, field selection, `offset`,
 and `limit`. An explicit empty filter array matches nothing. Routes also support
@@ -63,7 +63,7 @@ All four preserve target-file bytes. `open_jeb_project` selects or creates an en
 - The engine caps `list_units` pages at 100; a full page is reported as `coverage: "partial"` because more units may exist. An empty remainder is `complete` only when fewer units than requested were returned.
 - When `decompile_jeb_item` omits `unit_path`, the engine implicitly selects the project's first code unit; REA reports `unit_path: null` and a limitation instead of guessing the effective unit.
 - `item_address` is a JEB code-item reference, such as a value returned by the engine's `list_code_items`. Preserve that representation and select its code unit explicitly. For the audited CE SQLite unit, the exported method reference was `sqlite3_libversion_number`; using its raw ELF symbol address did not produce a successful decompilation. File offsets, ELF virtual addresses and engine item references have different semantics. REA currently exposes unit listing, while code-item discovery remains an upstream JEB operation.
- Engine refusals (`success: false` envelopes) are preserved as unsupported-target errors carrying the engine's own message, for example a nonexistent item address.
+- Valid engine refusals (`success: false` envelopes) return `execution_failure` with the engine's message when available. Diagnostics preserve the original envelope, including any recovery advice, and the inputs of a refused primary request. If client metadata fails after a primary reply, that reply and the caller's inputs remain in partial Evidence. REA does not infer an unsupported target from a refusal, invoke a recovery tool, or retry the request.
 - Successfully parsed client information is reused for the lifetime of the MCP connection, including when the engine omits its version. Explicit client inspection and availability probes refresh it.
 - An unreachable endpoint is a provider-availability failure with recovery guidance; REA does not retry or spawn the engine.

@@ -0,0 +1,174 @@
+# Linux kernel modules
+
+`inspect_kernel_module` / `inspect-kernel-module` reads metadata from one
+selected local ELF32/ELF64 relocatable object (`.ko`) without executing it.
+That metadata is the `.modinfo` key/value strings, the `__versions` symbol
+CRCs, the presence of `.gnu.linkonce.this_module` and `__ksymtab*` sections,
+the observed file sizes of `.init.text` and `.exit.text`, and an optional
+appended signature trailer. It does not require a Linux host or the `modinfo`
+program.
+
+```bash
+rea inspect-kernel-module /absolute/path/to/module.ko --json
+```
+
+The CLI resolves relative paths against the caller's working directory. MCP
+requires an absolute filesystem path and preserves that exact selection:
+
+```json
+{
+  "name": "inspect_kernel_module",
+  "arguments": { "path": "/artifacts/demo.ko" }
+}
+```
+
+## Observations
+
+The inline Evidence result contains the artifact path, SHA-256, and byte
+length. `applicability` is `applicable` only for `ET_REL`. Other ELF types are
+`not_applicable`: header facts are filled and `.modinfo`, `__versions`, and
+the signature trailer are not examined.
+
+`.modinfo` entries stay in file order. Duplicate keys such as `alias` and
+`parm` are preserved. Each entry keeps its key, value, file range, and
+SHA-256. Values are the bytes after the first `=`. NUL padding between
+strings is skipped. Keys and values use a byte-preserving Latin1 projection:
+each source byte becomes the same-numbered Unicode code point. They are not
+decoded as UTF-8. `raw_sha256` hashes the original entry bytes, including its
+terminating NUL when present; `raw_hex` shows those bytes when they fit the
+inline limit.
+
+`__versions` entries are `struct modversion_info`: a 64-byte record whose CRC
+is an `unsigned long` and whose name occupies the remaining bytes. ELF32
+stores a 32-bit CRC and a 60-byte name. ELF64 stores a 64-bit unsigned long
+and a 56-byte name. CRCs are zero-padded lowercase hex, 8 or 16 characters,
+not a JavaScript number. The layout is reported from the ELF class even when
+the section is absent. Names use the same byte-preserving Latin1 projection
+as `.modinfo` keys and values. Only this classic `__versions` layout is
+decoded. `versions.status: "absent"` means no `__versions` section was found
+when section names were complete; it does not establish the absence of version
+metadata in `__version_ext_names` and `__version_ext_crcs`, which Linux uses
+with `CONFIG_EXTENDED_MODVERSIONS` and this workflow does not decode.
+
+`.gnu.linkonce.this_module` is reported as present, absent, or unknown.
+`layout` is always `unknown` because `struct module` changes with the kernel
+version and is not decoded. File-backed `__ksymtab*` sections are listed in
+section-header order by name and file range; their records are not decoded.
+Sections that are `SHT_NOBITS` or leave the file are counted in one limitation
+without their names. `.init.text` and `.exit.text` report the
+observed file-backed size. A compressed payload reports the stored size and a
+limitation that the decoded size is unknown.
+
+The signature trailer is the 27-byte magic `~Module signature appended~\n`
+preceded by a 12-byte `module_signature` (`algo`, `hash`, `id_type`,
+`signer_len`, `key_id_len`, three pad bytes, and big-endian `sig_len`). When
+those parameter fields are zero and `id_type` is PKCS#7 (`2`), the preceding
+`sig_len` bytes are the PKCS#7 range and its SHA-256. The range is not parsed
+and no certificate, signer, or digest-coverage claim is made. An absent
+trailer is observed absence, not proof the module is unsigned.
+
+When section names are incomplete, a missing named section is `unknown`
+rather than `absent`. An empty file-backed section is present and empty.
+
+## Limits and failures
+
+The selected file is limited to 64 MiB by default (512 MiB maximum). At most
+8192 `.modinfo` and `__versions` entries plus listed `__ksymtab*` sections are
+examined by default (65536 maximum); `coverage.examined_entries` counts all
+three. Exceeding that budget fails with no partial success. Keys longer
+than 256 bytes and values longer than 4096 bytes stay malformed per entry;
+the field that fits is still copied. A `__ksymtab*` section name longer than
+256 bytes keeps its range with `name: null` and `ksymtab_name_exceeds_limit`. Inline raw hex stops at 4096 bytes and
+the SHA-256 remains.
+
+A `.modinfo` span with no trailing NUL is `unterminated_modinfo_entry` and
+earlier entries are kept. A string with no `=` is `modinfo_missing_separator`.
+An empty key is `modinfo_empty_key`. A `__versions` name with no NUL is
+`version_name_unterminated`. A `__versions` section whose size is not a
+multiple of 64 bytes is closed with `versions_size_not_multiple` and no
+entries. `SHT_NOBITS` or a declared range that leaves the file is
+`modinfo_section_not_file_backed` or `versions_section_not_file_backed`.
+`SHF_COMPRESSED` payloads are not inflated
+(`modinfo_section_compressed`, `versions_section_compressed`).
+
+An appended magic with fewer than 12 preceding bytes is
+`signature_trailer_truncated`. A `sig_len` that does not leave at least one
+module byte is `signature_length_inconsistent`. Nonzero `algo`, `hash`,
+signer, key-id, or pad fields for PKCS#7 are `signature_parameters_nonzero`.
+A parameter block whose `id_type` is not PKCS#7 is
+`signature_id_type_not_pkcs7` and is unsupported rather than a validated
+signature.
+
+gzip (`1f 8b`), xz (`fd 37 7a 58 5a 00`), and zstd (`28 b5 2f fd`) whole-file
+containers are `unsupported`. The result names `external_decompression` as the
+next probe and does not claim the payload is a kernel module. This is an external
+step, not a REA operation: neither this tool nor `extract_artifact` decodes these
+containers. Use an external gzip, xz, or zstd utility to decompress into a separate
+file, then call `inspect_kernel_module` on that file to inspect the `ET_REL` image.
+
+Malformed ELF headers return no partial kernel-module metadata. This workflow
+does not execute the module or validate an appended signature.
+
+## Format references
+
+The record layout follows Linux v6.12's
+[`modversion_info`](https://github.com/torvalds/linux/blob/v6.12/include/linux/module.h)
+and [`MAX_PARAM_PREFIX_LEN`](https://github.com/torvalds/linux/blob/v6.12/include/linux/moduleparam.h).
+The [Linux kbuild module versioning guide](https://docs.kernel.org/kbuild/modules.html#module-versioning)
+describes the separate extended version sections.
+Trailer fields and acceptance rules follow
+[`module_signature`](https://github.com/torvalds/linux/blob/v6.12/include/linux/module_signature.h)
+and [`mod_check_sig`](https://github.com/torvalds/linux/blob/v6.12/kernel/module_signature.c).
+These references establish the decoded layout, not runtime verification.
+
+## Real-module verification lane
+
+Run from a built checkout with Docker available. This downloads a Debian kernel
+package into a disposable container, extracts a filesystem module, decompresses
+it when necessary, and inspects it with REA. It never installs or loads that
+kernel module. The temporary output is outside the repository; record the
+printed package version and module digest with results.
+
+```bash
+module_lane=$(mktemp -d)
+docker run --rm -i -v "$module_lane:/out" debian:stable bash -se <<'CONTAINER'
+apt-get update -qq
+apt-get install -y --no-install-recommends xz-utils zstd ca-certificates
+cd /tmp
+arch=$(dpkg --print-architecture)
+package=$(apt-cache depends "linux-image-$arch" | awk '/Depends: linux-image-[0-9]/{print $2; exit}')
+test -n "$package"
+apt-get download "$package"
+dpkg-deb -f ./*.deb Package Version > /out/package.txt
+dpkg-deb -x ./*.deb /tmp/kernel
+module=$(find /tmp/kernel -type f -path '*/kernel/fs/*' \( -name '*.ko' -o -name '*.ko.xz' -o -name '*.ko.zst' -o -name '*.ko.gz' \) | sort | head -1)
+test -n "$module"
+case "$module" in
+  *.xz) xz -dc "$module" > /out/module.ko ;;
+  *.zst) zstd -dc "$module" > /out/module.ko ;;
+  *.gz) gzip -dc "$module" > /out/module.ko ;;
+  *) cp "$module" /out/module.ko ;;
+esac
+cat /out/package.txt
+sha256sum /out/module.ko
+CONTAINER
+node scripts/rea.mjs inspect-kernel-module "$module_lane/module.ko" --json > "$module_lane/rea.json"
+python3 - "$module_lane" <<'PY'
+import json, pathlib, sys
+root = pathlib.Path(sys.argv[1])
+report = json.loads((root / 'rea.json').read_text())['normalized_result']
+entries = report['modinfo']['entries']
+assert entries and all(entry['status'] == 'observed' for entry in entries)
+keys = [entry['key'] for entry in entries]
+for key in ('license', 'vermagic', 'name'):
+    assert key in keys, key
+print('Observed .modinfo entries:', len(entries), 'distinct keys:', len(set(keys)))
+print('Artifact:', report['artifact'])
+PY
+```
+
+`parm` and `parmtype` are retained separately by REA. Synthetic tests cover
+their generic key/value representation and all four ELF class/byte-order
+combinations. A successful real lane verifies only the selected module and
+printed fields; it does not validate certificates. This lane has not run in the
+sandbox used for implementation because access to the Docker socket was denied.
@@ -125,7 +125,19 @@ REA writes Kuna's exports only inside `REA_KUNA_CACHE_DIR`:
 - `trash/` holds retired builds and evicted exports awaiting removal.
 - `home/` is Kuna's HOME.

-Builds publish by one rename, so a reader sees a complete export or none. If later staging retirement fails, the typed cleanup error retains the completed export's key, directory and manifest in `published_export`. The session adopts that verified project; later queries reuse its immutable files while `project_export.cleanup_incomplete` reports the retained owner's live state. `close_binary` retries only the remaining cleanup, and a successful retry resolves prior cleanup errors. A failed export followed by failed staging cleanup retains both failures; it does not invent a publication receipt. A session keeps the export it uses from eviction only within its own REA process. If another REA process sharing the cache evicts it, the session rebuilds it; meanwhile pseudocode falls back to single-function runs. A damaged or edited export is removed and rebuilt. Staging moves to `trash/` for removal only after REA proves its Kuna process stopped. Staging of a process it cannot prove stopped is never swept; REA keeps it owned, retries the stop on `close_binary`, and reports it until the stop is proven. Failed file removal also stays bound to its export and is retried by `close_binary`; closing does not report success while that cleanup remains. `rea doctor --provider kuna` reports the cache directory without creating it.
+The cache key includes the selected launcher and resolved executable paths, plus
+the target's native basename: that name determines the export filenames and
+appears in generated source. REA accepts one current manifest layout. Older
+exports are rebuilt on demand and retired through normal owned-cache cleanup;
+no manual deletion or migration is needed. Manifests must name the producer's
+exact flat file layout, with matching basenames and producing inputs. Replaced
+entry, project or manifest symlinks are refused before their targets are read;
+an unverified `projects/` parent grants no removal authority. Warm reuse checks
+the manifest's file identity as well as the export files. These refusal and
+migration cases are verified with controlled Kuna-format exports; they do not
+establish behavior of an independently installed Kuna release.
+
+Builds publish by one rename, so a reader sees a complete export or none. If later staging retirement fails, the typed cleanup error retains the completed export's key, directory and manifest in `published_export`. The session adopts that verified project; later queries reuse its immutable files while `project_export.cleanup_incomplete` reports the retained owner's live state. `close_binary` retries only the remaining cleanup, and a successful retry resolves prior cleanup errors. A failed export followed by failed staging cleanup retains both failures; it does not invent a publication receipt. A session keeps the export it uses from eviction only within its own REA process. If another REA process sharing the cache evicts it, the session rebuilds it; meanwhile pseudocode falls back to single-function runs. A damaged or edited export is removed and rebuilt. REA retains the file state verified with each digest, checks it before warm-cache reuse, and checks open descriptors before and after reading text. Assembly indexes are checked against the same state; a changed file makes the whole report retry rather than mixing facets from different exports. Staging moves to `trash/` for removal only after REA proves its Kuna process stopped. Staging of a process it cannot prove stopped is never swept; REA keeps it owned, retries the stop on `close_binary`, and reports it until the stop is proven. Failed file removal also stays bound to its export and is retried by `close_binary`; closing does not report success while that cleanup remains. `rea doctor --provider kuna` reports the cache directory without creating it.

 ## Verify with a real Kuna

@@ -660,13 +660,15 @@ name and raw signature digest available while marking that signature malformed
 and coverage partial.
 A fat method header's nonzero LocalVarSigTok must name an existing StandAloneSig
 row whose blob is a structurally valid LocalVarSig. REA validates its local
-types and exact blob coverage but does not project their identities. An invalid
+types and exact blob coverage, retaining `local_var_signature` with the raw blob
+digest and whether named types, modifiers, or generic variables require metadata
+or declaring context. Historical Evidence defaults this field to null. An invalid
 token or malformed signature leaves decoded CIL anchors intact but marks the
 body malformed and coverage partial. Unsupported local type encodings retain
 the readable body with partial coverage. Zero continues to mean no locals
-signature. Comparison detects whether a locals declaration is present, but raw
-table tokens are not cross-build identities and local type contents are not
-compared.
+signature. Raw table tokens are not cross-build identities. Comparison uses
+validated context-free signature digests; signatures requiring metadata or
+declaring context remain unknown across artifacts.

 ## Decoded-CIL fingerprint

@@ -868,9 +870,14 @@ MethodDef flags or implementation flags value differs, including accessibility
 or synchronization changes. Observed method-body `init_locals` and `max_stack`
 differences also contribute to `metadata`, even when CIL decoding is incomplete.
 For complete bodies, presence or absence of a locals signature also contributes;
-the locals table token is build-local and is not compared. Local type contents
-are not currently compared, so this facet does not establish equivalent locals
-declarations.
+the locals table token is build-local and is not compared. Different validated
+context-free LocalVarSig digests report a metadata encoding difference without
+asserting a semantic type change. Equal digests establish unchanged bytes only
+when neither signature requires metadata or declaring context. Historical
+unrecorded signatures and context-dependent signatures keep local identity
+unknown, preserving any independently observed changes. The same method token
+in an artifact with the same authenticated SHA-256 identifies the same local
+signature bytes, including for retained historical Evidence.
 An unavailable header value keeps body coverage unknown rather than establishing
 equality or a difference. These comparisons are separate from the CIL/signature
 matching tiers: identical instructions do not establish unchanged method metadata.
@@ -26,6 +26,10 @@ can be passed directly to `compare_functions`, and `inspect_artifact` Evidence
 to `compare_artifacts`. Use `get_evidence_bundle` when the task needs broader
 retained session history or an explicit bundle for transfer.

+`compare_artifacts` can also resolve an artifact summary to its exact retained
+parent in the session. Supported historical summaries keep their original
+Evidence identity and omissions; a missing or mismatched parent is rejected.
+
 `analyze_function` does not deliver its complete record by default. Without
 `detail`, it retains the complete dossier in the session and returns
 `inspect_analysis_view` summary Evidence whose
@@ -242,6 +246,36 @@ to `/absolute/view-request.json`, then run
 `rea inspect-analysis-view /absolute/view-request.json --json`. This also reads
 pre-summary source records without changing their identity; no live provider is started.

+`procedure_address`, `procedure_callees`, `procedure_callers`,
+`resolve_containing_procedure` and `get_call_graph` also accept `detail: "summary"`
+(complete remains the default). The summary includes the first 64 recorded
+observations, exact source parameters and provider/profile identity, relationship
+coverage where recorded, and the retained complete parent's ID. Continue with
+`view: {"kind":"native-observation","offset":64,"limit":64}`. Array positions
+retain `source_index`; graph rows additionally retain their original `level`.
+Graph pages order levels by Unicode code point and keep original row order within
+each level. A recorded empty level is a `status: "empty-level"` row with
+`source_index: null`; observation counts include these markers. Graph diagnostic,
+limitation and reason IDs index that page's `items.messages` dictionary. Expand
+those references to recover exact text, repeated messages, and absent versus
+empty optional fields. Failed nodes retain their original error.
+
+These views reference complete source context through `source_context.digest`
+and caveat counts. Read it using the same parent with
+`view: {"kind":"native-context","facet":"overview"}`. The other facets are
+`analysis-profile`, `limitations` and `result-limitations`; all accept `offset`
+and `limit`. Overview includes source subject, provider, authority, execution
+environment and profile digest. Full profiles and caveat text remain accessible
+without repeating them in every fact response. Context digests follow Evidence's
+semantic subject identity, so caller-selected path aliases preserve context
+identity while responses retain the selected display path. A null profile means
+unavailable; null result-limitations means not applicable to a primitive and
+is distinct from an observed empty graph limitation list. Until the source
+caveats have been inspected, interpretations beyond the returned facts remain
+unknown. Exhausted pages describe the recorded observations and do not establish
+complete native discovery. The same views work through the CLI with historical
+Evidence files or bundles and require no live provider.
+
 For oversized native function Evidence, `details.reported_limits.continuation`
 contains a ready-to-call `inspect_analysis_view` request for the retained
 pseudocode's first page. Use its `name` and `arguments` directly, then follow
@@ -267,6 +301,15 @@ unknown metadata. Missing omission counts remain null. Summary output carries
 every matching record; actual transport admission still applies. Omitted
 `detail` preserves complete canonical bundle delivery; filters require summary.

+Residual-unknown mutations reject missing Evidence or unknown references and
+unproven verified resolutions with nonretryable `invalid_request` diagnostics.
+`details.constraint` carries the validator's `kind`, owning `unknown_id`, and
+missing `evidence_id` or `related_unknown_id` where applicable. Correct the
+reported input or supply the required retained Evidence; unchanged retries do
+not repair these constraints. Rejected mutations leave retained state unchanged.
+Revision conflicts remain retryable `revision_conflict`; broken revision histories
+remain `evidence_integrity_mismatch`.
+
 `list_unknowns` returns every matching current head by default. For a smaller
 inline response, supply `offset` and `limit`, then follow `next_offset` until it
 is null. `total` counts all matching heads; each page preserves complete records
@@ -583,11 +626,22 @@ capabilities. The default result contains the complete inventory in groups that
 share status facts. `tool_availability.client_requirements` is the baseline for
 each group; a group's optional `client_requirements` replaces that baseline for
 the group's tools. Expand each group's `names` into one tool entry, carrying its
-surface, availability, reason, remediation, default-mode status, modes, and
-client requirements. Compare the union of group names with `tools/list` when
-checking that a client received the full catalog. An operation absent from all
-groups is missing from the complete inventory; it is not an implicit
-unavailable entry.
+availability, reason, remediation, default-mode status, modes, and client
+requirements. Compare the union of group names with `tools/list` when checking
+that a client received the full catalog. An operation absent from all groups is
+missing from the complete inventory; it is not an implicit unavailable entry.
+
+`detail` selects the projection and the result echoes it. The default
+`summary` keeps open state, target identity, the binding, current-route
+`capabilities`, run, activity and health status, and each provider candidate's
+identity, selection, and availability and target-support `status`, `code`, and
+`reason`. It lists the fields it leaves out in `omitted_fields`: provider
+`diagnostics`, candidate `capabilities`, and each tool group's static `surface`,
+`effects`, and `annotations`. Omitted fields are not empty or false.
+`detail: "complete"` returns them inline, groups tools by those flags too, and
+has no `omitted_fields`. The output schema keys each result's candidate,
+tool-group and omission fields by its `detail`. CLI `capabilities` and
+`providers` always return complete provider facts.

 `get_call_graph` and `trace_call_path` report `forward` and `backward` modes.
 Each requires `procedure_address` plus `procedure_callees` or `procedure_callers`,
@@ -600,8 +654,8 @@ finish without reading relationships, even when neither traversal mode is
 available. Discovery does not block that direct invocation or replace its typed
 partial/error outcomes.

-The `effects` and `annotations` arrays list the true members of their fixed
-vocabularies. A known member omitted from either array is false. This applies
+With complete detail, the `effects` and `annotations` arrays list the true
+members of their fixed vocabularies. A known member omitted from either array is false. This applies
 only to these closed flag sets; it does not make an omitted tool, provider, mode,
 or limitation false. Keep availability reasons, remediation, client-feature
 requirements, and mode facts inline with the grouped tool names. The optional
@@ -632,7 +686,8 @@ identity, availability, reason, rejection code, effects, and ordered
 limitations.

 `binary_session.analysis_provider_candidates` is authoritative for deep-engine
-discovery. Each candidate's capability sets describe that possible provider;
+discovery. Each candidate's capability sets, returned with complete detail,
+describe that possible provider;
 they do not select it. The top-level `capabilities` describe the current route,
 while `analysis_provider_binding` identifies the concrete selected route. These
 fields are not interchangeable. Target-free discovery is sorted by provider ID,
@@ -775,7 +830,12 @@ the bound address is local; names are added only after classifying the actual IP
 On such a bind, requests whose `Host` header is outside the SDK loopback allowlist plus
 the configured name and the bound address are refused with `403`, and a browser
 `Origin` outside that allowlist is refused the same way (a missing `Origin`
-passes); a non-loopback bind relaxes both checks and logs the relaxation. A reply sent before a request body was read (a refused `Host` or `Origin`, an unknown route, the startup `503`) closes the connection after the reply, so an unread upload cannot keep a socket open. Request targets are taken verbatim as origin-form paths (`//host/path` is a path, not another origin); an absolute-form target, a target containing a raw fragment delimiter (`#`), or one whose path URL parsing would rewrite (dot segments such as `/public/../mcp`), is refused with `400`, and a method Fetch does not support with `405`. Percent-encoded `%23` remains valid query data. Only an `initialize` object can replace an open session. A sessionless array containing initialize, including a one-element array, is refused with HTTP `400` before session creation or handover. Scoped
+passes). A non-loopback bind requires `MCP_ALLOWED_HOSTS`, or
+`--allowed-hosts` for `rea mcp --http`, listing every client host name or IP
+address. Configuration validates and canonicalizes complete tokens once;
+URLs, ports and empty entries are refused. Both Host and Origin checks remain
+active on that declared list. The announced URL uses the bound hostname if
+admitted, otherwise the first declared hostname, with the actual bound port. A reply sent before a request body was read (a refused `Host` or `Origin`, an unknown route, the startup `503`) closes the connection after the reply, so an unread upload cannot keep a socket open. Request targets are taken verbatim as origin-form paths (`//host/path` is a path, not another origin); an absolute-form target, a target containing a raw fragment delimiter (`#`), or one whose path URL parsing would rewrite (dot segments such as `/public/../mcp`), is refused with `400`, and a method Fetch does not support with `405`. Percent-encoded `%23` remains valid query data. Only an `initialize` object can replace an open session. A sessionless array containing initialize, including a one-element array, is refused with HTTP `400` before session creation or handover. Scoped
 IPv6 literals (`fe80::1%eth0`) are refused before binding, because no URL can
 name them. Listener errors reach the runtime's connection-loss handler only
 after a successful bind; a bind failure prints the listen-failure message alone. Request bodies are bounded by the SDK's
@@ -932,6 +992,25 @@ of a later null value. Inspect the slot's `xrefs` and the writer's assembly or
 pseudocode, retaining uncertainty about execution order and runtime values.
 These operations inspect static evidence and do not execute the target.

+## Editable analysis settings
+
+Agents can call `update_analysis_settings` to raise a curated admission,
+timeout or worker heap default on a connected server, then retry the same
+request. Errors carry `details.limit` with the setting and bounds when the
+failing owner supports runtime recovery; `inspect_analysis_settings` is optional
+when those facts are supplied. Updates are atomic, apply to new work, survive
+target close/open, and vanish when REA exits. Explicit per-call arguments take
+precedence. Neither tool changes host deadlines or resolves retained cleanup.
+See [runtime settings and recovery](design/limits-and-recovery.md#runtime-settings-through-mcp)
+for the full setting list, reset/revision semantics and ASAR retry example.
+For implementation ownership, accepted-operation snapshots, provider wiring,
+and extension guidance, see the
+[maintainer design](design/limits-and-recovery.md#ownership-and-data-flow).
+
+Ghidra and Hopper startup updates apply to the next startup attempt without
+restarting REA. Ghidra decompile timeout updates apply on the existing Program.
+An operation already accepted retains its original budgets.
+
 ## Ghidra first-query deadlines and recovery

 A successful MCP initialize handshake establishes the REA connection.
@@ -939,6 +1018,12 @@ A successful MCP initialize handshake establishes the REA connection.
 that Ghidra has finished importing the target. The first Ghidra-backed query,
 such as `binary_overview`, starts the engine and waits for import, default
 auto-analysis, bridge connection, and health readiness before returning analysis.
+With `REA_GHIDRA_PROJECT_PATH`, shared CLI/MCP configuration instead selects an
+[existing project copy](installation.md#reuse-an-existing-ghidra-project), whose
+content fingerprint is committed into the profile. Import, auto-analysis and
+repair scripts are skipped; original analysis completeness/settings stay unknown,
+and bridge database edits are unavailable. The same startup/client deadlines
+still cover copy verification, engine launch and the authenticated handshake.

 These deadlines have different owners:

@@ -1033,11 +1118,13 @@ the current client, so it is not a fresh-start recovery. On the same connection:
   `provider_id: "ghidra"`, then retry the first query with an appropriate client
   deadline. The connection and selected provider do not need to change.

-If REA's provider startup allowance also needs raising, preserve Evidence and
-close as above, then update `REA_GHIDRA_STARTUP_TIMEOUT_MS` in REA's launch
-environment and restart the server. Reconnect the MCP client before reopening
-the target. Configuration is read at process startup; close/reopen on the same
-connection cannot apply a changed environment. See the
+If REA's provider startup allowance also needs raising, set
+`ghidra.startup_timeout_ms` through `update_analysis_settings` before the next
+startup attempt. This needs no REA restart and does not change accepted work,
+clear cleanup blockers, or extend the client's deadline. Alternatively, change
+`REA_GHIDRA_STARTUP_TIMEOUT_MS` in REA's launch environment and restart the
+server, preserving Evidence and closing as above. Close/reopen on the same
+connection cannot apply a changed launch environment. See the
 [CLI retry example](installation.md#ghidra).

 This close/reopen flow was exercised on one real Linux stdio connection after a
@@ -1132,7 +1219,18 @@ attachment. Native checksum verification failures still refuse traversal;
 Occurrences use normalized logical paths for identity and lookup. Optional
 `source_path` retains the original path within the owning reader when Unicode
 NFC or reader admission changes its spelling; it is source evidence, not an
-output destination. POSIX letter-colon names such as `a:b` remain valid logical
+output destination. New ASAR file occurrences explicitly record the boolean
+`unpacked`: `true` identifies a companion file and `false` identifies a packed
+entry. This field describes archive storage, independently of whether the bytes
+were available or passed integrity verification. Older occurrences may omit it;
+omission remains unknown and must not be defaulted to `false`. Consumers that
+previously accepted only literal `true` must also accept `false`, while retaining
+support for omitted historical values.
+`compare_artifacts` reports a metadata change when both storage values are
+known and differ. If only one value is known, storage comparison is unknown;
+when both are omitted, storage is not compared.
+
+POSIX letter-colon names such as `a:b` remain valid logical
 names; Windows extraction refuses names its filesystem cannot materialize.

 Extraction materializes regular files exposed by the active archive reader.
@@ -1159,11 +1257,22 @@ failures for such entries name this cause and the operation to rerun with
 Advertised input and output schemas contain no reachable recursive references.
 Input schemas inline repeated definitions before applying the selected
 presentation profile. Both `full` and `compact` start from this self-contained
-projection; output schemas can share schema-local definitions. Full inputs
-retain nested fields, descriptions and valid literal examples. The compatibility
+projection; output schemas can share schema-local definitions. Analyst-authored
+full inputs retain nested fields, descriptions and valid literal examples. The compatibility
 projections below can relax advertised constraints; canonical runtime validation
 still enforces the complete input contract.

+`compare_web_captures` declares its complete producer observations as object
+operands instead of repeating their full output schemas in the input catalog.
+Pass the original `inspect_web_page` normalized result in `before.inspection`
+and `after.inspection`, optional complete `discover_webmcp_tools` results in
+`webmcp`, or complete `capture_browser_scenario` results in the scenario fields.
+Do not construct partial observations from the abbreviated declaration: the
+server still validates every canonical field before comparison. Input groups
+and analyst-authored normalization rules remain explicit. This presentation
+changes no capture bytes, identity, completeness, or comparison semantics and
+does not reduce `inspect_analysis_view` selectors or other tools' declarations.
+
 When a host forwards input schemas to the model, their examples consume context.
 REA's advertised examples therefore never copy complete producer Evidence.
 An embedded Evidence record is shown as its exact `{"kind":"retained-evidence","evidence_id":"ev_..."}`
@@ -1232,6 +1341,32 @@ Kimi-K3 backend, not the WorkBuddy MCP client. Set the profile on REA's
 registration in the actual MCP host; the host's name alone does not identify
 the downstream model or its schema constraints.

+The compact profile also protects strict Anthropic-compatible gateways from
+known schema-translation failures reported in [#3800](https://github.com/morluto/rea/issues/3800):
+primitive `enum` properties without a sibling `type`, and `oneOf`/`allOf`
+inside a property listed in `required`. Affected schemas use the same reduced
+first-level projection described below, so the gateway receives a plain object
+shape while REA continues to validate the complete canonical contract locally.
+This is a compatibility projection, not a claim that the gateway reproduces
+the full union semantics.
+
+For array items expressed as an untyped `oneOf`/`anyOf`, the compact profile
+adds a type when every branch has the same type. Mixed-type item unions use the
+reduced projection; selecting one branch's type would exclude valid calls.
+This addresses the emitted shape reported through a Gemini-backed gateway in
+[#5201](https://github.com/morluto/rea/issues/5201). Gateway conversion and
+live provider acceptance have not been verified for this projection.
+
+Gemini function declarations accept `items` only beside the single `array`
+type. Reduced array properties therefore advertise the element types their
+canonical item schemas accept, such as `{"type": "object"}` for a union of
+object actions, instead of an any-value type list with nested `items`. An
+element whose type is unknown, a tuple, or an array alongside other types uses
+the empty item schema, and a property that may be an array or another type
+lists typed `anyOf` branches. A boundary test rejects any compact
+advertisement that places `items` beside another type or uses an untyped item
+union.
+
 The compact profile renders the same tool set, output schemas, annotations,
 and canonical server-side validation. It changes only the advertised input
 JSON Schema:
@@ -1263,6 +1398,82 @@ Boundary tests pin every advertised compact schema to the budget, keep them
 valid JSON Schema that still accepts every canonical example. Client verification
 also checks provider-facing sizes and canonical examples after conversion by
 the actual Kimi Code CLI; local captures do not establish Moonshot acceptance.
+The SDK catalog test checks that full-profile schemas retain nested ADB extra,
+managed selection, and WASM timeout and detail restrictions. Path-contract tests
+check full-profile local-path rules. Compact MCP workflow tests verify canonical
+rejection of invalid inputs before provider work, independent of how much detail
+the selected advertisement retains.
+
+### Tool family advertising scope
+
+Agents pay context for every advertised tool schema, and clients that send
+catalog payloads with each request (see the Claude Code measurements above)
+can spend more context on tool definitions than on the investigation. Setting
+the server's `REA_MCP_TOOL_FAMILIES` environment variable to a comma-separated
+subset of the catalog's tool-family ids (the `tools.families` entries in the
+product catalog) restricts the registration to those families. A selection
+outside the published family ids fails server startup with the complete id
+list; the setting is read at startup, so restart the server to apply changes.
+
+Out-of-scope tools stay registered but disabled: `tools/list` omits their
+names and schemas entirely, and a direct call fails with the SDK's
+`Tool ... disabled` invalid-params error rather than disappearing silently.
+`binary_session.tool_availability` and the provider `capabilities` sets on the
+same report, including `analysis_provider_candidates`, list only operations
+whose tools the registration advertises; an operation omitted from those
+projections because of the scope is not callable through this registration,
+and `tools/list` remains the canonical catalog. Availability is derived from
+the complete provider facts before those sets are narrowed, so hiding a direct
+tool does not report an advertised composed tool as unavailable. Guided
+prompts follow the scope too: a workflow is advertised only when every tool in
+its suggested steps belongs to a selected family, so a partially available
+workflow is omitted from `prompts/list` instead of rendering a disabled call;
+`prompts/get` reports it as not found. A scope can omit all guided prompts;
+doctor treats a server without the prompts capability as an empty inventory.
+Recovery instructions recommend runtime settings tools only when `application`
+is advertised; otherwise they explain launch settings and how to widen the scope.
+The server identity digest and
+`rea mcp doctor` tool and prompt inventory derive from the
+same selected scope, so a scoped server reports itself healthy; a scope
+without the `session` family cannot serve `binary_session`, and doctor says
+so explicitly instead of reporting a mismatch. Canonical server-side
+validation and Evidence semantics are unchanged for
+the tools that remain advertised. The default (unset) advertises the complete
+catalog exactly as before. Saved registrations with an invalid selection
+report `invalid` in status instead of starting a server that fails.
+
+`rea setup --client <id> --tool-families <ids>` writes the same selection
+into the `env` object of that client's `rea` entry, so the scope travels with
+the registration; rerunning setup with a different selection refreshes it.
+
+#### Choosing families for common workflows
+
+Every investigation that opens a local binary still needs the `session`
+family: it owns `open_binary`, `binary_session`, the evidence-bundle and
+comparison tools, and the unknown ledger, so include it whenever the workflow
+touches a binary. The `tools.families` entries in the product catalog list
+each family's current inventory; the groupings below describe what a scope
+covers, not a frozen tool count.
+
+Include `application` when a workflow pages retained summaries through
+`inspect_analysis_view` or changes analysis settings. `session` owns Evidence
+bundle import/export; it does not include those view and settings tools.
+
+| Workflow                                          | Scope                                                     | Coverage                                                                                                                                                     |
+| ------------------------------------------------- | --------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| Firmware extraction and analysis                  | `firmware,session,direct`                                 | extract firmware regions, open the extracted image, inspect it with the proxied disassembly tools                                                            |
+| Web investigation                                 | `browser,pcap,session,javascript-runtime`                 | page, bundle and session inspection, packet captures, JS runtime observation, evidence workflow                                                              |
+| Android application analysis                      | `android,adb,apktool,session`                             | class and method inspection, device bridge, resource decoding; add `frida` for dynamic instrumentation, `jeb` for JEB projects, `flutter` for Flutter builds |
+| Native macOS or iOS binary                        | `native,artifact,session`                                 | Mach-O, signature and property-list inspection plus container extraction                                                                                     |
+| Managed .NET assembly                             | `managed,session`                                         | managed member comparison and reconstruction against the evidence workflow                                                                                   |
+| Electron or browser-hosted JavaScript application | `browser,electron,application,javascript-runtime,session` | runtime targets, live page inspection, bundle and capture tools, feature tracing, JavaScript semantics and reconstruction obligations                        |
+| Evidence bookkeeping only                         | `session`                                                 | open and close binaries, bundles, comparisons, unknown tracking                                                                                              |
+
+Scopes are additive and start narrow: begin with the families the workflow
+names, then add one when a call fails with the SDK's `Tool ... disabled`
+error. The error names the disabled tool; `tools.families` in the product
+catalog maps it back to the family that would re-enable it, and the server
+restarts with the wider scope through the same setup flag.

 ### Output schemas

@@ -1273,21 +1484,39 @@ identity. Explicit schema IDs and relative external reference bases are
 preserved. This keeps every tool and validation rule in discovery and does not
 change the SDK's catalog invalidation or availability checks.

-The server identity's tool-schema digest includes both the canonical output
-contracts and the selected output-schema profile. `full` and `off` therefore
-have distinct identities even though `off` keeps the same canonical output
-validation on the server.
+The server identity's tool-schema digest includes the selected output-schema
+profile and the advertised form that profile produces. `full`, `compact`, and
+`off` therefore have distinct identities. The `compact` digest covers the
+bounded schemas clients receive; `off` keeps the canonical output contracts in
+the digest while advertising nothing.

 Some stdio hosts reject a complete `tools/list` frame before they load any
-tools. The opt-in `REA_MCP_OUTPUT_SCHEMA_PROFILE=off` setting omits `outputSchema`
-from the advertised catalog for hosts with a small frame limit (the measured
-pi-web-ui failure and catalog breakdown are in [#2512](https://github.com/morluto/rea/issues/2512)).
-The default `full` profile is unchanged. With `off`, REA validates successful
-structured results against the same named canonical tool contract before
-delivery; it still returns complete `structuredContent` and text results.
-Only client-side schema discovery and validation are omitted, so hosts using
-this profile should rely on REA's validation and retain their usual response
-size limits.
+tools. The opt-in `REA_MCP_OUTPUT_SCHEMA_PROFILE=compact` setting bounds every
+advertised output schema to 4,096 bytes; `off` omits `outputSchema` entirely
+(the measured pi-web-ui failure and catalog breakdown are in
+[#2512](https://github.com/morluto/rea/issues/2512)). The default `full` profile
+is unchanged. Both settings keep the same named canonical tool contract for
+server-side result validation, and both still return complete
+`structuredContent` and text results.
+
+`compact` keeps the complete validation structure when it fits the budget.
+Otherwise it advertises the root property shape, first-level reference-resolved
+types, first-level guidance, and the root's `required`/`additionalProperties`
+constraints, with nested validation detail elided. Local references are inlined
+within the budget, so the advertised form is self-contained and omits the
+canonical contract's content-bound `$id`. The projection only widens: a valid
+canonical result still satisfies the advertised schema, but a client validating
+against it can accept a result the canonical contract rejects. REA still
+validates every result before delivery. On catalogs large enough that full
+input schemas alone approach the frame limit, keep the input profile at its
+`compact` default as well; with full input schemas the advertisement is
+dominated by the input side.
+The full input profile has no one-megabyte catalog-frame guarantee, including
+when output schemas are omitted.
+
+Only client-side schema discovery and validation are reduced or omitted, so
+hosts using these profiles should rely on REA's validation and retain their
+usual response size limits.

 ### Function comparison limitations

@@ -4,6 +4,20 @@ REA exposes six provider-neutral investigation workflows through the MCP
 `prompts` capability. They complement the generated tool catalog; they do not add, remove, or
 invoke tools by themselves.

+Clients that expose tools but not prompts can use the target-free
+`guided_workflows` tool with `action: "list"` or `action: "render"`. CLI callers
+can use `rea guided-workflows` to list workflows, or pass `--action render`,
+`--workflow-id ID`, and `--arguments-json '{"feature":"offline search"}'` to
+render one. Both paths use the same contracts and renderer as native prompts;
+rendering returns guidance only and does not inspect a target, start analysis,
+or change session state.
+
+The list contains workflow identifiers, descriptions, and argument requirements;
+render returns only the selected workflow's text. Unknown argument names and
+non-string values are rejected with field paths. `action: "list"` accepts no
+workflow identifier or arguments. The MCP adapter respects the same
+`REA_MCP_TOOL_FAMILIES` scope as native prompts, including render requests.
+
 ## Prompt inventory

 | Prompt                            | Purpose                                                                              |
@@ -15,6 +29,13 @@ invoke tools by themselves.
 | `audit_residual_unknowns`         | Audit current residual-unknown heads and evidence-qualified resolution.              |
 | `prepare_bounded_process_capture` | Design a bounded controlled process experiment before execution.                     |

+A `REA_MCP_TOOL_FAMILIES` scope advertises a workflow only when every tool in
+its suggested steps belongs to a selected family. Partially available
+workflows are omitted from `prompts/list` — `prompts/get` reports them as not
+found — so a rendered prompt never directs the agent to a disabled call. The
+server identity digest and `rea mcp doctor` prompt inventory follow the same
+scope.
+
 Every rendered prompt provides optional starting points using current REA tool
 names. Agents can call tools directly, skip irrelevant suggestions, and inspect
 provider or target state only when it helps answer the request or a tool
@@ -117,12 +117,37 @@ in the JSON for all groups inline. Import the bundle into MCP for views, or
 extract its matching Evidence record to a JSON file for the existing CLI
 `inspect-analysis-view` `evidence-file` source. Input bundles are unchanged.

-Representation admission is bounded at 96 MiB before cloning selected observations
-and expanding matching indexes and repeated per-function source links. Work yields to cancellation. No worker/provider
-concurrency is introduced; this budget is not a bound on total process RSS.
+Representation admission is bounded before cloning selected observations
+and expanding matching indexes and repeated per-function source links. Each
+inventory row is charged before parsing for the member it becomes, including the
+report and Evidence copies that member is serialized into, so an oversized side
+is refused before its rows are parsed. Inline Evidence and bundle records are
+charged for the copies their authentication or loading creates. An exact
+session reference to retained Evidence is borrowed without a copy, so only
+what matching derives from it is charged; the inventory's own Evidence ID is
+charged once, not per function. Selected observations are charged in full.
+Measured under the 96 MiB default with Ghidra-shaped rows, about 20-character
+names and no observations, about 22,000 rows per side fit through retained
+`list_procedures` references, and about 10,000 through inline Evidence or CLI
+`source_bundle` inputs. Work yields to
+cancellation. No worker/provider concurrency is introduced; this budget is not
+a bound on total process RSS.
+
+The allowance defaults to 96 MiB and is the runtime setting
+`native.matching_representation_bytes`, from 1 byte to 1 GiB. On MCP, call
+`update_analysis_settings` with that setting and retry; it applies to the next
+operation without restarting REA. For CLI or future REA processes, set
+`REA_NATIVE_MATCHING_REPRESENTATION_BYTES` in the launch environment; `rea
+setup` copies it into client registrations. An invalid launch value is refused
+by matching only, and a runtime value repairs it. A refusal carries
+`details.limit` with the effective value, its source and bounds. Raising the
+allowance lets matching retain more in the REA process. The 1 GiB maximum is
+an REA policy, not a host-capacity claim, and peak heap during a request can
+exceed the allowance.
+
 Summary delivery happens after complete matching Evidence is constructed and
 retained. It reduces the initial reply, but does not avoid that construction or
-raise the allowance. There is no runtime override. Repeated provenance remains
+raise the allowance. Repeated provenance remains
 part of the complete member contract; splitting inventories into separate matches
 would change global name/body uniqueness and is not an equivalent workaround.

@@ -14,6 +14,10 @@ device platform. A chained-import row ending in `+0x...` is ambiguous in
 dyld's text output: it may be an addend or part of a literal symbol name. REA
 keeps the full expression in `raw_name`, sets `name` and `addend` to null, and
 marks `name_status: "ambiguous"`; it does not synthesize a symbol identity.
+Each import and export `name` is the exact symbol-table spelling, such as
+`_main`; `runtime_name` is the derived name LLDB and `dlsym` use, such as `main`,
+and is null when `name` is null. See [native call observation](#native-call-observation) for
+breakpoint names.

 ## Start with a function

@@ -284,17 +288,22 @@ stops matching while leaving the Hopper API available. The deadline is
 2147483647 ms. Unset uses 5000 ms. A larger value is refused because Node
 schedules a delay past that signed 32-bit bound as 1 ms. Invalid values are
 configuration errors and do not fall back to the default. The setting is read
-from the environment that starts REA, so a change needs a restart. A deadline
-failure names the effective milliseconds, whether they came from the default
-or the setting, the default, and the maximum. The worker old-generation heap
-does not raise it. Kuna regex search uses the same deadline. The worker
+from the environment that starts REA; changing that environment needs a restart.
+In MCP, `regex.matching_deadline_ms` overrides the deadline for newly accepted
+searches without restarting REA. A deadline failure names the effective
+milliseconds, known source, default, and maximum. The worker old-generation heap
+does not raise it. IDA and Kuna use these same regex controls; Ghidra's Java
+matcher does not. The worker
 heap request is `REA_REGEX_WORKER_HEAP_REQUEST_MIB`, a decimal integer from
 7 to 16384 MiB. Unset uses 128 MiB. A request below 7 MiB aborts the worker
 during startup, and a larger value is refused. Invalid values are
 configuration errors and do not fall back to 128. The setting is read from
-the environment that starts REA, so a change needs a restart. A heap failure
-names the effective request, whether it came from the default or the setting,
-the default, the floor, and the maximum. A positive Node.js
+the environment that starts REA, while MCP `regex.worker_heap_request_mib`
+can override it for workers belonging to newly accepted searches. Use
+`update_analysis_settings` for either runtime control; accepted work keeps its
+budget. See the [settings design](design/limits-and-recovery.md).
+A heap failure names the effective request, known source, default, floor, and
+maximum. A positive Node.js
 `--max-old-space-size` on the process that starts
 REA, including `NODE_OPTIONS`, overrides that request and sets the effective
 heap. `--max-old-space-size-percentage` takes precedence over that flag in
@@ -323,7 +332,10 @@ back. The effective heap stays unestablished when either flag is present,
 including when an absolute `--max-old-space-size` is also on the command
 line or in the recovered `NODE_OPTIONS`. Node accepts the config path as
 `=` or the next argument.
-Literal mode retains Unicode casefold matching.
+Literal mode retains Python Unicode full case folding, which can expand a
+character into a sequence: for example, `ss` matches `ß`. This differs from
+REA's Unicode simple case folding used by other native search providers and
+Hopper regex mode.

 ## Bounded static traces

@@ -632,11 +644,10 @@ complete observation.
  outcome instead of rounded reference identities.
  UID 0 cannot distinguish conditional nil from ordinary nil. Limits are
  64 MiB of input, 200,000 objects/references and 128 nesting levels.
-  XML dictionary entries decoded as `__proto__` are omitted with an explicit
-  count because REA results cannot represent that key. XML tag whitespace and
-  comments do not change that handling. XML key names combine their text and
-  CDATA segments without trimming or expanding literal CDATA entities. Other
-  values and the original archive digest are preserved.
+  XML, OpenStep and binary dictionary entries retain their source keys,
+  including `__proto__`, through archive projection and CLI/MCP results.
+  XML key names combine their text and CDATA segments without trimming or
+  expanding literal CDATA entities. The original archive digest is preserved.
  Symbol fallback accepts complete Objective-C class/metaclass symbol leaves,
  including qualified names. Pointer/string labels that merely contain a class
  marker do not establish classes. Provider namespace method labels are not
@@ -692,10 +703,16 @@ complete observation.
  release their representation reservation for later documents.
  Repeated NIBArchive fields retain all serialized values in order. Array
  outlet connections resolve each serialized member and retain the collection
-  object ID and member position on the outlet observation. AppKit object-parent
-  registries use paired keys and parents; objects paired with `NSRoot` are
-  top-level, while nested objects keep their recorded parent. Conflicting or
-  unreadable registry pairs remain incomplete hierarchy evidence.
+  object ID and member position on the outlet observation. NIB hierarchy uses
+  recognized child fields, reverse `NSSuperview` links and window content links.
+  AppKit registry pairs with a resolvable `NSRoot` owner establish top-level
+  membership; other registry associations alone do not establish visual
+  parentage and leave hierarchy coverage partial. Known non-view cell ownership
+  and control-view backreferences remain raw facts. Conflicting explicit parents
+  remain unknown rather than choosing an archive-order winner. Retained objects
+  keep their decoded fields; uncertain registry diagnostics retain the source
+  registry, child and value IDs. Missing, malformed or repeated registry
+  declarations also qualify hierarchy coverage.
  `NSString` objects with the [recognized `NS.bytes` representation](https://github.com/swiftlang/swift-corelibs-foundation/blob/main/Sources/Foundation/NSString.swift#L201-L215) are decoded
  as UTF-8 without substituting malformed bytes. A failed conversion retains
  the source string object ID and `nibValues.NS.bytes` base64 data; dependent
@@ -911,15 +928,22 @@ missing LLDB. `duration_ms` controls the later target observation window.
 rea observe-native-calls /Applications/Example.app '{"breakpoints":[{"kind":"objc-method","class_name":"NSURLSession","selector":"dataTaskWithRequest:completionHandler:"},{"kind":"function","name":"open","module":"libsystem_kernel.dylib"}],"duration_ms":5000,"backtrace_frames":4}' --json
 ```

-Function names select LLDB runtime symbols. On Darwin, a C function reported as
-`_main` by `inspect_macho` or `nm` can resolve as `main` in LLDB. REA preserves the
-exact selected name; it does not remove underscores or translate static names.
-Use `{"kind":"function","name":"main","module":"Example"}` to limit that
-runtime symbol to the executable image named `Example`, then inspect the reported
-locations and image paths. Omitting `module` deliberately matches every loaded
-image, including system libraries. A match outside the executable is valid for
-that request and does not by itself make coverage partial. This C naming example
-does not establish a translation rule for Swift, C++ or other mangled symbols.
+Function names select LLDB runtime symbols. On Darwin, the Mach-O symbol table
+spells language-level symbols with one leading underscore, which LLDB and `dlsym`
+omit: `_main` is `main`, C++ `__ZN3rea3addEii` is `_ZN3rea3addEii`, and Swift
+`_$s…` is `$s…`. Names without that underscore, such as `-[Class selector]`, are
+unchanged. `inspect_macho` keeps each export and import `name` exactly as the
+symbol table spells it and derives its `runtime_name`; pass `runtime_name` as the
+breakpoint `name`. `observe_native_calls` preserves the exact selected name; it
+does not remove underscores or translate static names, so `_main` selects a
+different runtime symbol. Use `{"kind":"function","name":"main","module":"Example"}`
+to limit that runtime symbol to the executable image named `Example`, then inspect
+the reported locations and image paths. Omitting `module` deliberately matches
+every loaded image, including system libraries. A match outside the executable is
+valid for that request and does not by itself make coverage partial. Event and
+location `symbol` values are LLDB display names, which are demangled for C++ and
+Swift; join them to `inspect_macho` through `breakpoint_index` and the request
+`name`, or through `file_address` and the export `address`.

 Each event is an observation: thread, image, symbol, load and file address,
 the raw integer argument registers, optional caller frames and, for an
@@ -990,7 +1014,7 @@ is present. A denied trace reports the `debugger-attach-denied` reason.

 ## Provider and verification boundaries

-Install a Ghidra 12.1.x release and the 64-bit full JDK it declares, then configure REA to
+Install a Ghidra 12.x (>=12.1) release and the 64-bit full JDK it declares, then configure REA to
 use them. Ghidra analysis supports Linux x64/arm64 and macOS x64/arm64; each installation requires
 the matching native decompiler. Experimental Windows x64 P0 admits native
 x86, x86-64, ARMNT (Thumb-2) and ARM64 PE applications and DLLs, plus explicitly selected
@@ -1053,8 +1077,17 @@ counted as known archive omissions. Recognized symlinked `.nib` entries are
 not followed; they retain their paths and reader limitations as counted archive
 omissions. Either gap makes `archive_decode` partial and the graph truncated
 while preserving decoded documents. Its `examined` count remains actual decode
-attempts, and asset-catalog UI joins retain their existing incomplete-graph
-qualification.
+attempts. `archive_object_decode` separately reports whether archive selection
+and decoding examined the object sources; hierarchy-only and connection-only
+unknowns do not make that facet partial. Asset-catalog resource-key joins use
+this source coverage together with document and object projection coverage.
+Incomplete hierarchy or synthetic hierarchy-node limits alone do not qualify
+otherwise complete resource-key joins; omitted archives or resource objects do.
+Archive omission reasons are counted independently of the bounded path samples.
+A UID outside the exact supported range reports `unsupported_uid_exact_range`,
+not budget exhaustion. Mixed source failures report `multiple_archive_decode_causes`;
+limitations retain omission counts by cause even when individual paths exceed
+the reporting allowance.

 UI dispatch joins use the authored receiver's class independently of its
 presentation kind (controller, view, control or another object). An unresolved
@@ -0,0 +1,109 @@
+# Node.js single executable applications
+
+REA inventories injected Node.js SEA blobs through `inspect-artifact` /
+`inspect_artifact` and materializes their contents through `extract-artifact` /
+`extract_artifact`. It never runs the application or deserializes V8 snapshots
+or code cache.
+
+```sh
+rea inspect-artifact ./application --json
+rea inspect-artifact ./application --detail summary --evidence_output evidence.json --json
+rea extract-artifact ./application --json
+```
+
+For MCP, open the carrier with `open_binary`, then call `inspect_artifact`.
+Summary delivery retains the complete Evidence: use `parent_evidence_id` with
+`inspect_analysis_view` to request particular inventory paths and fields.
+Extraction returns a fresh `output_root`; analyze that extracted directory with
+`analyze_javascript_application`. Snapshot-only applications have no recovered
+main script and receive no JavaScript next probe. Neither does a main script
+whose logical path lacks a JavaScript source suffix, such as `main`, because the
+analyzer selects extracted files by suffix.
+
+## Recognition and evidence
+
+The container format is `node-sea`. REA locates Mach-O sections named
+`__NODE_SEA_BLOB` in `NODE_SEA` or `__NODE_SEA`, ELF notes owned by
+`NODE_SEA_BLOB`, and PE RCDATA resources named `NODE_SEA_BLOB`. PE resource
+locations come from the shared PE resource parser. ELF program-header
+`PT_NOTE` segments are authoritative, as at runtime; `SHT_NOTE` sections are
+read only when no program-header table is readable, because injectors can
+leave stale section entries. A PE without a `NODE_SEA_BLOB` resource name is
+left to native classification. Universal Mach-O carriers
+with different slice blobs are rejected as ambiguous; identical blobs are
+inventoried once. Native carrier bytes keep their content hash and native
+classification while the root occurrence represents the SEA container.
+
+Root `format_metadata` preserves raw flags, decoded flags, code path, blob
+location, exec arguments and fuse observations. Main and asset children retain
+their role and exact declared name in `source_path`. Safe, noncolliding names
+become logical paths after the shared NFC path normalization. Names that are
+unsafe as relative paths, have an exact or file-prefix collision with another
+entry, or occupy the reserved `__node_sea__`
+namespace receive deterministic logical paths: `__node_sea__/main.cjs` for the
+main CommonJS source and `__node_sea__/assets/<ordinal>` for assets, using their
+zero-based order in the blob. The original declared name remains
+in `source_path`, including an empty asset key. Snapshots and code caches use
+`__node_sea__/snapshot` and `__node_sea__/code-cache`. Extraction materializes
+the logical paths through the shared path-containment and collision rules and
+never overwrites existing files.
+
+The fuse scan independently records `set`, `unset`, `absent`, or `conflicting`.
+An unset fuse with a present blob is reported as a limitation. These are static
+sentinel observations, not proof of runtime activation: sentinel-like text in
+script or asset bytes also participates in the scan.
+
+Artifact comparison uses each member's runtime role and exact source key as
+semantic metadata. Unicode-normalized graph paths do not erase differences in
+runtime asset keys. For members paired at the same logical path, a directory
+index change alone does not change the member. Ordinal-based fallback paths can
+change when entries are reordered. When only one observation records member
+metadata, the complete runtime member declaration remains unavailable. Original
+source fields remain available in the retained Evidence.
+
+## Supported layout and limits
+
+The decoder follows the 64-bit little-endian layout in Node
+[v24.10.0 node_sea.cc](https://github.com/nodejs/node/blob/v24.10.0/src/node_sea.cc)
+and [node_sea.h](https://github.com/nodejs/node/blob/v24.10.0/src/node_sea.h),
+including the exec-argument extension byte. Older layouts without that byte,
+32-bit length fields, big-endian blobs and future flags are not supported.
+Carrier byte order is independent of blob byte order.
+
+Malformed magic, truncation, unknown flags/extensions, invalid UTF-8, duplicate
+raw asset keys and conflicting blob declarations fail closed with named reasons.
+Zero padding after a complete blob is allowed. The blob read ceiling is 256 MiB;
+PE carriers also use the shared 512 MiB input, 65,536 directory-entry and 8 MiB
+resource-metadata ceilings. The decoder admits at most 100,000 assets whose
+names total at most 8 MiB, and 4,096 exec arguments totaling at most 1 MiB of
+text. These are fixed resource bounds, not Node format limits, checked before
+decoding names or creating records; a hit fails as a limit with no runtime
+override. Asset and argument decoding, padding scans, and inventory construction
+yield in bounded batches and honor caller cancellation. Asset count and name
+budgets bound retained metadata independently of stored member body sizes. The PE
+name probe reads headers from the first 64 KiB of the carrier; a PE whose
+headers extend beyond that is left to native classification. Snapshot and
+code-cache bytes remain opaque.
+
+## Verification
+
+Synthetic fixtures cover Mach-O, ELF and PE inventory/extraction, malformed
+blobs, collisions and fuse contradictions. CLI and MCP tests exercise the same
+artifact provider and advertised schemas. A CLI regression also generates a blob
+with the pinned local Node version, an absolute main path and an empty asset
+key, then inventories it inside a synthetic ELF carrier. This verifies the real
+blob producer, not a real injected executable.
+
+The optional real ELF lane uses Docker's official Node v24.10.0 image and pinned
+postject to build a fixture, then verifies inventory and extracted script/asset
+bytes without running the injected application:
+
+```sh
+npm run verify:node-sea
+```
+
+This requires Docker and network access to fetch the producer image and
+postject. It creates and removes its own temporary fixture directory. A real
+macOS Mach-O or Windows PE run is separate coverage; synthetic carriers do not
+establish real-platform verification. No performance improvement is claimed;
+whole-task tokens, CPU, memory, and cold/warm timings have not been measured.
@@ -81,9 +81,13 @@ Its separate inferred truncation lengths do not replace that limit; an unset
 file-header limit remains `null`.

 Addresses count once per packet, including loopback and nested IP occurrences.
-DNS addresses are associated only with one question in the same response packet;
-additional records may be included, so this does not prove final resolution.
-Ambiguous addresses remain in a separate inventory. Protocol distribution counts
+DNS address attribution requires one question in one response and complete,
+consistent RR owner/type and section counts. Only answer-section A/AAAA records
+matching that question (or its unambiguous answer-section CNAME chain) are
+associated, with the requested address type respected. Authority, additional,
+unrelated, malformed, and ambiguous addresses remain in the unattributed
+inventory and make coverage partial. These packet-local relationships do not
+prove final resolution or destination authenticity. Protocol distribution counts
 exact nonempty `frame.protocols` stack strings. Frames for which TShark reports
 an empty stack, including zero-length packets, still contribute to the packet
 count without adding a protocol row. An all-empty stack inventory can have
@@ -0,0 +1,55 @@
+# PE TLS callbacks and load configuration
+
+Use `inspect_pe_load_config` to locate declared TLS callbacks and inspect the load
+configuration of an explicit local PE32 or PE32+ image. No disassembler, Windows
+host, or target execution is required.
+
+```sh
+rea inspect-pe-load-config /absolute/path/to/application.exe --json
+rea inspect-pe-load-config /absolute/path/to/application.exe --max-callbacks 256 --json
+```
+
+MCP accepts `{ "path": "/absolute/path/to/application.exe" }`. CLI paths may be
+relative to the current directory; MCP paths must be absolute.
+
+The complete Evidence includes the artifact path, SHA-256, directory file ranges,
+and callback-array file ranges. `tls` reports the raw data range, index address,
+zero-fill size, characteristics and null-terminated callback array. Callback VAs
+are hexadecimal strings to preserve 64-bit precision. RVA, mapped file offset,
+and section are derived locations; unknown mappings are `null`.
+
+`load_config` reports fields only when its declared `Size` covers the entire
+field. MSVC x86 images often declare a 64-byte load-config data directory while
+the structure's own `Size` is larger; like the Windows loader, REA reads `Size`
+bytes when they are file-backed in one run, and reports both
+`directory.size` and `size`. `structure_location` is the file range of the
+`Size` bytes REA checked; Evidence locations include it beside the declared
+directory range when the two differ. Unavailable fields are `null`; a covered zero pointer remains `"0x0"`.
+The report includes the security cookie, PE32 SafeSEH table/count, CFG pointers
+and table/count, address-taken IAT and long-jump tables/counts, EH continuation
+table/count, and XFG check pointer. CHPE and dynamic relocation pointers are raw
+values. The dynamic relocation table offset (DWORD) and section (WORD) are
+reported separately when `Size` covers them, including zero values; REA does
+not infer a VA from that pair or decode the target and mitigation-table entries.
+
+Guard flags retain the raw DWORD, recognized names, unknown bits, and the CFG
+entry stride. Mitigation claims derived from those flags carry
+`evidence_kind: "inferred"`; they do not prove runtime enforcement. The image is
+never executed. Missing directories are observed absence of those declarations,
+not proof that no callback or mitigation exists by another mechanism.
+
+The default read budget is 64 MiB (`max_file_bytes`, ceiling 512 MiB). The default
+callback budget is 64 (`max_callbacks`, ceiling 4096). An exact-budget array is
+accepted if its next slot is null. Truncated, ambiguous or unmapped directory and
+callback-array storage fails closed, as does budget exhaustion; no partial
+success is returned. An unmapped callback **target** retains its VA/RVA with an
+unknown file offset. Load-config versions beyond the supported fields remain
+undecoded.
+
+Layout references: [Microsoft PE format](https://learn.microsoft.com/en-us/windows/win32/debug/pe-format),
+[IMAGE_LOAD_CONFIG_DIRECTORY32](https://learn.microsoft.com/en-us/windows/win32/api/winnt/ns-winnt-image_load_config_directory32),
+and [IMAGE_LOAD_CONFIG_DIRECTORY64](https://learn.microsoft.com/en-us/windows/win32/api/winnt/ns-winnt-image_load_config_directory64).
+
+For a real cross-compiled fixture, run `npm run verify:pe:load-config` with Zig
+on PATH (or `REA_ZIG` set to its path). The script builds PE32 and PE32+ samples
+and inspects them through the public CLI without running them.
@@ -224,11 +224,42 @@ child output. Child output remains in the capture Evidence on stdout.
 resource limits, and normalization settings have defaults; see
 `processScenarioSchema` for the exact contract. Event times are milliseconds
 from launch, must be ordered, and must fall within `timeout_ms`. Inputs marked
-`sensitive` are sent to the process but persisted as a byte-count placeholder.
+`sensitive` are sent to the process but persisted with empty `data`,
+`sensitive: true`, and `input_bytes`. Exact nonempty CR/LF-separated input
+literals are removed from retained terminal text, including cross-chunk and
+VT-styled echoes. Rendering uses that redacted stream, so intermediate terminal
+states and serialized state cannot restore removed bytes. Normalized text is
+checked again. Encoded, transformed, or arbitrarily edited values are not a
+secret-detection contract; their privacy remains unknown. Unmarked inputs and
+caller-selected environment values remain evidence.
+
+The capture-local matcher admits at most 65,536 prefix states and 8,388,608
+construction work units. Projection uses at most 32 MiB of reusable position
+indexes and 67,108,864 work units across one capture. Capacity failures return a
+non-retryable resource error and withhold terminal text in partial observations.
+If output admission leaves gaps, the sensitive capture withholds retained
+terminal text rather than interpreting separated fragments as a complete stream.
+`raw_terminal.redacted_bytes` reports bytes removed from admitted original
+chunks; these bytes still consume `output_bytes` alongside retained safe bytes.
+Private display effects remain unknown, with frame order and provenance retained.
+
+This changes the sensitive-input Evidence representation: consumers of the old
+`<redacted-input:N-bytes>` placeholder must read `input_bytes` instead. Existing
+saved captures remain readable and are not rewritten; old files may still
+contain previously echoed input. A private-input comparison policy version
+separates old and new captures; reacquire both sides for comparable observations.
 Environment overrides are recorded in the scenario commitment; inherited
 values are not copied into Evidence.

-Terminal dimensions must satisfy `columns × (rows + scrollback) ≤ 1,000,000`.
+A bare executable name uses the scenario's `PATH` override, then the inherited
+`PATH`. When neither supplies `PATH`, lookup uses `/usr/bin:/bin`, matching
+[Node's Unix default](https://nodejs.org/api/child_process.html#child-process).
+An explicitly empty `PATH` searches only the working directory. Executable,
+working-directory, and observation paths preserve native `symlink/..` traversal.
+
+Terminal width must be at least two columns: the pinned xterm renderer cannot
+represent a one-column screen. This applies to the initial size and every resize.
+Terminal dimensions must also satisfy `columns × (rows + scrollback) ≤ 1,000,000`.
 Every scheduled resize uses the same selected scrollback and must fit this
 working-buffer budget. REA rejects oversized scenarios before launching the
 command; it never clamps the requested dimensions. This limit is independent
@@ -288,7 +319,8 @@ own classification until its exact resources are released.

 Terminal frame `data` is the comparison text after the selected normalization.
 New captures also preserve `raw_data` when normalization changes a PTY chunk;
-otherwise `data` is already the original text. Older captures may lack the
+otherwise `data` is already that text. For sensitive captures, both fields
+contain only the safe projection; no unredacted backup is retained. Older captures may lack the
 original text for changed chunks. Both values participate in Evidence identity,
 while comparisons and trace assertions use the normalized text. Retaining the
 original adds at most `limits.output_bytes` of text, because it comes from the
@@ -494,6 +526,11 @@ Every capture requires `truncation_details`, with separate accounting for:
  An unreadable directory is recorded in `enumeration_omissions` with its
  root-aliased path and operating-system error code. Entries observed before
  that directory remain available, while descendants beneath it stay unknown.
+  A basename that is not valid UTF-8 is never looked up through replacement
+  characters. It consumes entry capacity and records an `unrepresentable_name`
+  omission at its containing directory, with exact basename bytes in
+  `raw_name_hex` and a null `system_code`. That root's enumeration remains
+  incomplete, so missing paths beneath it remain unknown.
  Each retained regular file without a digest has an aliased path, size,
  remaining budget and reason: `file_bytes_budget`,
  `file_changed_or_short_read`, or `file_unavailable`. Its `system_code` is
@@ -657,3 +694,11 @@ REA then preserves ownership uncertainty and can report `cleanup_incomplete`;
 it does not disable verification to continue. A sandbox that explicitly allows
 this read-only process inspector is a separate prerequisite from the compiler
 and cache settings.
+
+Symlink observations preserve their stored target bytes in `symlink_target_hex`
+(lowercase hexadecimal). `symlink_target` retains valid UTF-8 text and is `null`
+when the target bytes cannot be decoded as UTF-8. Filesystem effects compare
+these exact bytes without resolving the link. Older captures without the hex
+field still parse; a legacy target containing U+FFFD has ambiguous byte identity,
+so matching target text alone produces an `unknown` effect. Symlink descendants
+remain outside filesystem observation regardless of target encoding.
@@ -25,8 +25,12 @@ metadata retains the original name, table index, type, compression flag,
 relative offset and known directory record extent. Logical paths follow the
 carrier's path dialect: backslashes separate components for PE carriers, while
 they remain literal filename characters for POSIX carriers. The source name
-always retains its stored spelling. If the carrier dialect is unconfirmed, REA
-preserves backslashes verbatim instead of inferring POSIX semantics.
+always retains its stored spelling in occurrence `source_path` and
+`format_metadata.source_name`. For PYZ rows, that source is the exact module or
+data key in the PYZ table, not a reconstructed filesystem name;
+`format_metadata.container_name` identifies the containing PYZ image. If the
+carrier dialect is unconfirmed, REA preserves backslashes verbatim instead of
+inferring POSIX semantics.
 `relative_offset` is relative to the CArchive start for CArchive rows, or to
 the decoded PYZ image for PYZ rows. A CArchive directory record starts at
 `archive_start + toc_offset + directory_record_offset`; its size is
@@ -1,5 +1,8 @@
 # Headerless raw-binary analysis with Ghidra

+Headerless images are covered here. GameCube/Wii DOL images have a header and
+use their own format selection; see [GameCube DOL analysis](ghidra-dol.md).
+
 REA admits a headerless executable when the caller supplies the CPU family and
 the address where file offset 0 should be mapped. That interpretation is not
 inferred from a `.bin` suffix or from unrecognized bytes.
@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · **العربية** · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: هندسة عكسية لأي شيء

@@ -20,7 +20,7 @@

 **[الموقع](https://rea.tools/ar/) · [الأدلة](https://rea.tools/ar/guides/) · [دراسات الحالة](https://rea.tools/ar/showcase/)**

-[البدء السريع](#البدء-السريع) · [كيف يعمل REA](#كيف-يعمل-rea) · [ما الذي يمكنك تحليله](#ما-الذي-يمكنك-تحليله) · [دراسات الحالة](#دراسات-الحالة) · [الأسئلة الشائعة](#الأسئلة-الشائعة) · [أدوات GNU objdump وRizin](../reverse-engineering-tools.md) · [التوثيق](#التوثيق)
+[البدء السريع](#البدء-السريع) · [كيف يعمل REA](#كيف-يعمل-rea) · [ما الذي يمكنك تحليله](#ما-الذي-يمكنك-تحليله) · [دراسات الحالة](#دراسات-الحالة) · [إنشاء بيئات التعلم المعزز](#build-rl-environments) · [الأسئلة الشائعة](#الأسئلة-الشائعة) · [أدوات GNU objdump وRizin](../reverse-engineering-tools.md) · [التوثيق](#التوثيق)

 <code>npx rea-agents setup</code>

@@ -158,6 +158,7 @@ npx rea-agents@latest setup
 | شيفرة EVM البايتية              | محددات التوجيه، وإزاحات البايتات، والمعاملات المستنتجة، وقابلية تغيير الحالة                                | مدخل محلي يحمل بايتات خامًا أو تمثيلًا سداسيًا عشريًا على Linux x64؛ [دليل EVM دون تشغيل](../evm-bytecode.md)                             |
 | Rust binaries                   | Embedded cargo-auditable dependency list                                                                   | [Rust binaries](../rust-binaries.md)                                                                                                 |
 | ELF notes                       | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                            | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                         |
+| Linux kernel modules            | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                                | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                               |
 | Erlang BEAM                     | IFF chunks, atoms, exports, and tables                                                                     | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                    |
 | Apple IPS crashes               | .ips metadata, threads, images, registers and crash classes                                                | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                        |
 | أعطال Linux المسجّلة             | سجلات note الخام، ومسجّلات المعالج/الإشارات لكل خيط مسجّل، وترشيحات اختيارية لخرائط الذاكرة                     | pwntools يوفّره المستدعي على Linux x64؛ GDB/pwndbg اختياريان؛ [الأعطال المسجّلة](../recorded-crashes.md)                                |
@@ -224,8 +225,51 @@ npx rea-agents@latest setup
 [اقرأ دراسة الحالة](https://rea.tools/ar/showcase/th04/) ·
 [مستودع إعادة البناء](https://github.com/N0zoM1z0/th04)

+### إنشاء بيئات التعلم المعزز باستخدام REA
+
+سجّل جلسة لتطبيق ويب، وحوّل API إلى أدوات، وصدّر بيئة يستطيع وكيل الذكاء الاصطناعي استخدامها. شغّلها باستخدام AgentEnv، ثم أضف المهام وفحوص المكافآت للتدريب بالتعلم المعزز أو التقييم.
+
+[دليل إنشاء بيئة](https://rea.tools/guides/rl-environments/) ·
+[شاهد العرض على X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 إذا استخدمت REA لفحص هدف مثير للاهتمام، فنود الاطلاع عليه. شارك حالتك في [issue](https://github.com/morluto/rea/issues) أو [pull request](https://github.com/morluto/rea/pulls)، مع ذكر الهدف، وسؤالك، وكيف ساعدك REA، وما توصلت إليه.

+<a id="build-rl-environments"></a>
+
+## إنشاء بيئات التعلم المعزز
+
+أنشئ بيئة محلية يتدرب فيها وكيل الذكاء الاصطناعي على مهام مثل البحث عن مشكلة أو إنشاء مجلد، دون تشغيل التطبيق الأصلي. استخدمها للتعلم المعزز (RL) أو لاختبار قدرة الوكيل على إنجاز المهام.
+
+يحوّل REA طلبات API والردود المسجلة إلى أدوات يمكن للوكيل استدعاؤها. تستخدم البيئة البيانات المسجلة ولا تدعم التغييرات إلا عندما يؤكد التسجيل آثارها.
+
+بعد إعداد REA في وكيلك، استبدل رابط المثال ومهام المجلدات بما يناسب تطبيقك:
+
+```text
+استخدم REA لإنشاء بيئة تعلم معزز من تطبيق الويب الاختباري لدي على
+http://127.0.0.1:3000
+غطّ عرض المجلدات وإنشاءها وإعادة تسميتها وحذفها. يمكنك إنشاء مجلدات اختبار
+وحذفها، لكن لا تغيّر البيانات الموجودة.
+احفظ البيئة في مجلد باسم my-env، وتحقق من العمليات المتاحة وأخبرني كيف أشغّلها.
+```
+
+<details>
+<summary>استخدام سطر الأوامر</summary>
+
+استخدم هذه الأوامر إذا كان لديك ملف يسجل طلبات التطبيق وردوده في المتصفح. يتطلب تشغيل النتيجة أيضًا AgentEnv وDocker.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+يصدّر REA بيئة قابلة للتشغيل مع اختبار أساسي يتحقق من بدء تشغيلها واستجابتها. استخدمها مع إطار التعلم المعزز لتحديد أهداف المهام وإضافة فحوص المكافآت وتشغيل التدريب.
+
+[دليل إنشاء بيئة](https://rea.tools/guides/rl-environments/) ·
+[مرجع البيئات](../agent-environments.md) ·
+[شاهد العرض على X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## الأسئلة الشائعة

 <details>
@@ -306,7 +350,7 @@ npx rea-agents@latest setup

 ## سجل النجوم

-🎉 **300,000 نجمة على GitHub — شكرًا لكم!**
+🎉 **400,000 نجمة على GitHub — شكرًا لكم!**

 شكرًا لكل من يستخدم REA، ويبلّغ عن الأخطاء، ويقترح ميزات، ويختبر إصدارات البناء، ويساهم بالإصلاحات.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · **Deutsch** · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: Alles reverse-engineeren

@@ -20,7 +20,7 @@

 **[Website](https://rea.tools/de/) · [Anleitungen](https://rea.tools/de/guides/) · [Fallstudien](https://rea.tools/de/showcase/)**

-[Schnellstart](#schnellstart) · [So funktioniert REA](#so-funktioniert-rea) · [Was du analysieren kannst](#was-du-analysieren-kannst) · [Fallstudien](#fallstudien) · [Häufige Fragen](#häufige-fragen) · [GNU-objdump- und Rizin-Tools](../reverse-engineering-tools.md) · [Dokumentation](#dokumentation)
+[Schnellstart](#schnellstart) · [So funktioniert REA](#so-funktioniert-rea) · [Was du analysieren kannst](#was-du-analysieren-kannst) · [Fallstudien](#fallstudien) · [RL-Umgebungen erstellen](#build-rl-environments) · [Häufige Fragen](#häufige-fragen) · [GNU-objdump- und Rizin-Tools](../reverse-engineering-tools.md) · [Dokumentation](#dokumentation)

 <code>npx rea-agents setup</code>

@@ -158,6 +158,7 @@ REA benötigt Node.js 22.x (>=22.23.4), 24.x (>=24.22.1) oder 26+ (>=26.12.1) so
 | EVM-Bytecode                        | Dispatch-Selektoren, Byte-Offsets, abgeleitete Argumente und Veränderbarkeit des Zustands                       | Lokale Eingabe mit Rohbytes oder Hexdarstellung unter Linux x64; [Offline-EVM-Leitfaden](../evm-bytecode.md)                                                         |
 | Rust binaries                       | Embedded cargo-auditable dependency list                                                                        | [Rust binaries](../rust-binaries.md)                                                                                                                                 |
 | ELF notes                           | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                                 | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                                                         |
+| Linux kernel modules                | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                                     | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                                                               |
 | Erlang BEAM                         | IFF chunks, atoms, exports, and tables                                                                          | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                                                    |
 | Apple IPS crashes                   | .ips metadata, threads, images, registers and crash classes                                                     | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                                                        |
 | Aufgezeichnete Linux-Abstürze       | Unverarbeitete Note-Einträge, Register/Signale aller aufgezeichneten Threads und optionale Zuordnungskandidaten | Vom Aufrufer bereitgestelltes pwntools unter Linux x64; optional GDB/pwndbg; [aufgezeichnete Abstürze](../recorded-crashes.md)                                       |
@@ -222,8 +223,51 @@ Untersuche die 16-Bit-Anweisungen des ursprünglichen PC-98-Spiels, rekonstruier

 [Fallstudie lesen](https://rea.tools/de/showcase/th04/) · [Rekonstruktionsrepository](https://github.com/N0zoM1z0/th04)

+### RL-Umgebungen mit REA erstellen
+
+Zeichne eine Webanwendungssitzung auf, verwandle ihre API in Werkzeuge und exportiere eine Umgebung für einen KI-Agenten. Starte sie mit AgentEnv und ergänze Aufgaben und Belohnungsprüfungen für RL-Training oder Bewertung.
+
+[Anleitung zum Erstellen einer Umgebung](https://rea.tools/guides/rl-environments/) ·
+[Demo auf X ansehen](https://x.com/reatools/status/2112574822584918075?s=20)
+
 Wenn du mit REA etwas Interessantes untersucht hast, würden wir es gern sehen. Teile deine Fallstudie in einem [Issue](https://github.com/morluto/rea/issues) oder [Pull Request](https://github.com/morluto/rea/pulls) und beschreibe das Ziel, deine Frage, wie REA geholfen hat und was du herausgefunden hast.

+<a id="build-rl-environments"></a>
+
+## RL-Umgebungen erstellen
+
+Erstelle eine lokale Umgebung, in der ein KI-Agent Aufgaben wie das Finden eines Issues oder das Anlegen eines Ordners üben kann, ohne die ursprüngliche App auszuführen. Nutze sie für Reinforcement Learning (RL) oder um zu testen, wie gut ein Agent Aufgaben erledigt.
+
+REA wandelt aufgezeichnete API-Anfragen und Antworten in Werkzeuge um, die der Agent aufrufen kann. Die Umgebung nutzt die aufgezeichneten Daten und unterstützt Änderungen nur, wenn die Aufzeichnung deren Wirkung bestätigt.
+
+Richte REA in deinem Agenten ein und ersetze die Beispiel-URL und die Ordneraufgaben durch deine eigenen:
+
+```text
+Erstelle mit REA eine RL-Umgebung aus meiner Test-Web-App unter
+http://127.0.0.1:3000.
+Decke das Auflisten, Erstellen, Umbenennen und Löschen von Ordnern ab.
+Du darfst Testordner anlegen und entfernen. Lass bestehende Daten unverändert.
+Speichere sie in einem Ordner namens my-env, prüfe die verfügbaren Operationen und erkläre mir den Start.
+```
+
+<details>
+<summary>Stattdessen die Befehlszeile verwenden</summary>
+
+Nutze diese Befehle, wenn du bereits eine Datei mit aufgezeichneten Browseranfragen und Antworten der App hast. Zum Ausführen des Ergebnisses brauchst du außerdem AgentEnv und Docker.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA exportiert eine lauffähige Umgebung mit einem einfachen Test, der prüft, ob sie startet und antwortet. Nutze sie mit deinem RL-Framework, um Aufgabenziele und Belohnungsprüfungen festzulegen und das Training auszuführen.
+
+[Anleitung zum Erstellen einer Umgebung](https://rea.tools/guides/rl-environments/) ·
+[Umgebungsreferenz](../agent-environments.md) ·
+[Demo auf X ansehen](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## Häufige Fragen

 <details>
@@ -304,7 +348,7 @@ Melde Sicherheitslücken gemäß [SECURITY.md](../../SECURITY.md).

 ## Sternverlauf

-🎉 **300.000 GitHub-Sterne – vielen Dank!**
+🎉 **400.000 GitHub-Sterne – vielen Dank!**

 Danke an alle, die REA nutzen, Fehler melden, Funktionswünsche äußern, Builds testen und Fehlerbehebungen beitragen.

@@ -1,6 +1,6 @@
 <div align="center">

-[English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md) · **Ελληνικά** · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+[English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md) · **Ελληνικά** · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: Reverse Engineer Anything

@@ -19,7 +19,7 @@

 **[Ιστότοπος](https://rea.tools/) · [Οδηγοί](https://rea.tools/guides/) · [Μελέτες περίπτωσης](https://rea.tools/showcase/)**

-[Γρήγορη εκκίνηση](#γρήγορη-εκκίνηση) · [Πώς λειτουργεί το REA](#πώς-λειτουργεί-το-rea) · [Τι μπορείς να αναλύσεις](#τι-μπορείς-να-αναλύσεις) · [Μελέτες περίπτωσης](#μελέτες-περίπτωσης) · [Συχνές ερωτήσεις](#συχνές-ερωτήσεις) · [Τεκμηρίωση](#τεκμηρίωση)
+[Γρήγορη εκκίνηση](#γρήγορη-εκκίνηση) · [Πώς λειτουργεί το REA](#πώς-λειτουργεί-το-rea) · [Τι μπορείς να αναλύσεις](#τι-μπορείς-να-αναλύσεις) · [Μελέτες περίπτωσης](#μελέτες-περίπτωσης) · [Δημιουργία περιβαλλόντων RL](#build-rl-environments) · [Συχνές ερωτήσεις](#συχνές-ερωτήσεις) · [Τεκμηρίωση](#τεκμηρίωση)

 <code>npx rea-agents setup</code>

@@ -159,6 +159,7 @@ npx rea-agents@latest setup
 | PE imports                             | Import and delay-load DLL names, ordinals, IAT RVAs and pefile import hash                                                  | Built-in static PE inspection; [PE imports](../pe-imports.md)                                                                       |
 | ELF notes                              | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                                             | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                        |
 | Apple IPS crashes                      | .ips metadata, threads, images, registers and crash classes                                                                 | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                       |
+| Linux kernel modules                   | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                                                 | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                              |
 | Erlang BEAM                            | IFF chunks, atoms, exports, and tables                                                                                      | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                   |
 | Αρχείο WASM                            | Έλεγχο εγκυρότητας, ενότητες, ακριβείς μορφές εισαγωγών/εξαγωγών σε WAT και αποκωδικοποιημένο WAT                           | WABT 1.0.42 που παρέχει ο χρήστης· `inspect_wasm_artifact`                                                                          |
 | Bytecode EVM                           | Selectors επιλογής συνάρτησης, μετατοπίσεις σε bytes, εκτιμώμενα ορίσματα και δυνατότητα μεταβολής της κατάστασης           | Τοπική είσοδος σε ακατέργαστα bytes ή δεκαεξαδική μορφή σε Linux x64· [οδηγός EVM χωρίς εκτέλεση](../evm-bytecode.md)               |
@@ -226,8 +227,51 @@ npx rea-agents@latest setup

 [Διάβασε τη μελέτη περίπτωσης](https://rea.tools/showcase/th04/) · [Αποθετήριο ανακατασκευής](https://github.com/N0zoM1z0/th04)

+### Δημιουργία περιβαλλόντων RL με το REA
+
+Καταγράψτε μια συνεδρία εφαρμογής ιστού, μετατρέψτε το API της σε εργαλεία και εξαγάγετε ένα περιβάλλον για πράκτορα AI. Εκτελέστε το με το AgentEnv και προσθέστε εργασίες και ελέγχους ανταμοιβής για εκπαίδευση RL ή αξιολόγηση.
+
+[Οδηγός δημιουργίας περιβάλλοντος](https://rea.tools/guides/rl-environments/) ·
+[Δείτε το demo στο X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 Αν χρησιμοποίησες το REA για κάτι ενδιαφέρον, θα θέλαμε να το δούμε. Μοιράσου τη μελέτη σου σε ένα [issue](https://github.com/morluto/rea/issues) ή [pull request](https://github.com/morluto/rea/pulls), αναφέροντας τον στόχο, το ερώτημά σου, πώς βοήθησε το REA και τι ανακάλυψες.

+<a id="build-rl-environments"></a>
+
+## Δημιουργία περιβαλλόντων RL
+
+Δημιουργήστε ένα τοπικό περιβάλλον όπου ένας πράκτορας AI εξασκείται σε εργασίες όπως η εύρεση ενός issue ή η δημιουργία φακέλου, χωρίς να εκτελείται η αρχική εφαρμογή. Χρησιμοποιήστε το για ενισχυτική μάθηση (RL) ή για να ελέγξετε πόσο καλά ολοκληρώνει εργασίες ο πράκτορας.
+
+Το REA μετατρέπει καταγεγραμμένα αιτήματα και απαντήσεις API σε εργαλεία που μπορεί να καλεί ο πράκτορας. Το περιβάλλον χρησιμοποιεί τα καταγεγραμμένα δεδομένα και υποστηρίζει αλλαγές μόνο όταν η καταγραφή επιβεβαιώνει τα αποτελέσματά τους.
+
+Ρυθμίστε το REA στον πράκτορά σας και προσαρμόστε το URL και τις εργασίες φακέλων του παραδείγματος:
+
+```text
+Χρησιμοποίησε το REA για να δημιουργήσεις περιβάλλον RL από τη δοκιμαστική εφαρμογή μου:
+http://127.0.0.1:3000
+Κάλυψε προβολή, δημιουργία, μετονομασία και διαγραφή φακέλων. Μπορείς να δημιουργείς
+και να αφαιρείς δοκιμαστικούς φακέλους, αλλά μην αλλάξεις τα υπάρχοντα δεδομένα.
+Αποθήκευσέ το σε φάκελο my-env, έλεγξε τις διαθέσιμες λειτουργίες και πες μου πώς εκτελείται.
+```
+
+<details>
+<summary>Χρήση της γραμμής εντολών</summary>
+
+Χρησιμοποιήστε αυτές τις εντολές αν έχετε ήδη αρχείο με τα καταγεγραμμένα αιτήματα και τις απαντήσεις της εφαρμογής στο πρόγραμμα περιήγησης. Η εκτέλεση χρειάζεται επίσης AgentEnv και Docker.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+Το REA εξάγει ένα εκτελέσιμο περιβάλλον με μια βασική δοκιμή εκκίνησης και απόκρισης. Συνδέστε το στο πλαίσιο RL για να ορίσετε στόχους, να προσθέσετε ελέγχους ανταμοιβής και να εκτελέσετε εκπαίδευση.
+
+[Οδηγός δημιουργίας περιβάλλοντος](https://rea.tools/guides/rl-environments/) ·
+[Αναφορά περιβαλλόντων](../agent-environments.md) ·
+[Δείτε το demo στο X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## Συχνές ερωτήσεις

 <details>
@@ -308,7 +352,7 @@ npx rea-agents@latest setup

 ## Ιστορικό αστεριών

-🎉 **300.000 αστέρια στο GitHub — σας ευχαριστούμε!**
+🎉 **400.000 αστέρια στο GitHub — σας ευχαριστούμε!**

 Ευχαριστούμε όλους όσοι χρησιμοποιούν το REA, αναφέρουν σφάλματα, ζητούν νέες λειτουργίες, δοκιμάζουν builds και συνεισφέρουν διορθώσεις.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · **Español** · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: Ingeniería inversa de cualquier cosa

@@ -20,7 +20,7 @@

 **[Sitio web](https://rea.tools/es/) · [Guías](https://rea.tools/es/guides/) · [Casos prácticos](https://rea.tools/es/showcase/)**

-[Inicio rápido](#inicio-rápido) · [Cómo funciona REA](#cómo-funciona-rea) · [Qué puedes analizar](#qué-puedes-analizar) · [Casos prácticos](#casos-prácticos) · [Preguntas frecuentes](#preguntas-frecuentes) · [Herramientas GNU objdump y Rizin](../reverse-engineering-tools.md) · [Documentación](#documentación)
+[Inicio rápido](#inicio-rápido) · [Cómo funciona REA](#cómo-funciona-rea) · [Qué puedes analizar](#qué-puedes-analizar) · [Casos prácticos](#casos-prácticos) · [Crear entornos de RL](#build-rl-environments) · [Preguntas frecuentes](#preguntas-frecuentes) · [Herramientas GNU objdump y Rizin](../reverse-engineering-tools.md) · [Documentación](#documentación)

 <code>npx rea-agents setup</code>

@@ -158,6 +158,7 @@ REA requiere Node.js 22.x (>=22.23.4), 24.x (>=24.22.1) o 26+ (>=26.12.1), adem
 | Bytecode EVM                | Selectores de despacho, desplazamientos en bytes, argumentos inferidos y mutabilidad                                           | Entrada local con bytes sin procesar o representación hexadecimal, en Linux x64; [guía de EVM sin ejecutar](../evm-bytecode.md)              |
 | Rust binaries               | Embedded cargo-auditable dependency list                                                                                       | [Rust binaries](../rust-binaries.md)                                                                                                         |
 | ELF notes                   | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                                                | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                                 |
+| Linux kernel modules        | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                                                    | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                                       |
 | Erlang BEAM                 | IFF chunks, atoms, exports, and tables                                                                                         | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                            |
 | Apple IPS crashes           | .ips metadata, threads, images, registers and crash classes                                                                    | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                                |
 | Fallos de Linux registrados | Registros note sin procesar, registros/señales de cada hilo registrado y posibles correspondencias de memoria opcionales       | pwntools proporcionado por quien llama, en Linux x64; GDB/pwndbg opcionales; [fallos registrados](../recorded-crashes.md)                    |
@@ -222,8 +223,51 @@ Inspecciona las instrucciones de 16 bits del juego original para PC-98, recupera

 [Lee el caso práctico](https://rea.tools/es/showcase/th04/) · [Repositorio de reconstrucción](https://github.com/N0zoM1z0/th04)

+### Crear entornos de RL con REA
+
+Graba una sesión de una aplicación web, convierte su API en herramientas y exporta un entorno que un agente de IA pueda usar. Ejecútalo con AgentEnv y añade tareas y comprobaciones de recompensa para entrenamiento RL o evaluación.
+
+[Guía para crear un entorno](https://rea.tools/guides/rl-environments/) ·
+[Ver la demo en X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 Si has usado REA para investigar algo interesante, nos gustaría verlo. Comparte tu caso en una [issue](https://github.com/morluto/rea/issues) o una [pull request](https://github.com/morluto/rea/pulls), incluyendo el objetivo, tu pregunta, cómo te ayudó REA y qué encontraste.

+<a id="build-rl-environments"></a>
+
+## Crear entornos de RL
+
+Crea un entorno local donde un agente de IA pueda practicar tareas como buscar un issue o crear una carpeta, sin ejecutar la aplicación original. Úsalo para aprendizaje por refuerzo (RL) o para comprobar cómo completa las tareas un agente.
+
+REA convierte las solicitudes y respuestas de API grabadas en herramientas que el agente puede llamar. El entorno usa los datos grabados y solo admite cambios cuyos efectos confirma la grabación.
+
+Configura REA en tu agente y sustituye la URL y las tareas de carpetas del ejemplo por las tuyas:
+
+```text
+Usa REA para crear un entorno de RL a partir de mi aplicación web de prueba en
+http://127.0.0.1:3000.
+Incluye listar, crear, renombrar y borrar carpetas. Puedes crear y borrar
+carpetas de prueba, pero no modifiques los datos existentes.
+Guárdalo en una carpeta llamada my-env, comprueba qué operaciones funcionan y dime cómo ejecutarlo.
+```
+
+<details>
+<summary>Usar la línea de comandos</summary>
+
+Usa estos comandos si ya tienes un archivo con las solicitudes y respuestas de la aplicación grabadas en el navegador. Para ejecutar el resultado también necesitas AgentEnv y Docker.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA exporta un entorno ejecutable con una prueba básica que comprueba que arranca y responde. Úsalo con tu framework de RL para definir objetivos, añadir comprobaciones de recompensa y ejecutar el entrenamiento.
+
+[Guía para crear un entorno](https://rea.tools/guides/rl-environments/) ·
+[Referencia de entornos](../agent-environments.md) ·
+[Ver la demo en X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## Preguntas frecuentes

 <details>
@@ -304,7 +348,7 @@ Informa de vulnerabilidades siguiendo [SECURITY.md](../../SECURITY.md).

 ## Historial de estrellas

-🎉 **300.000 estrellas en GitHub: ¡gracias!**
+🎉 **400.000 estrellas en GitHub: ¡gracias!**

 Gracias a quienes usan REA, informan de errores, solicitan funciones, prueban compilaciones y contribuyen con correcciones.

@@ -1,7 +1,7 @@
 <div align="center" dir="rtl">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · **فارسی** · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: مهندسی معکوس هر چیزی

@@ -20,7 +20,7 @@

 **[وب‌سایت](https://rea.tools/fa/) · [راهنماها](https://rea.tools/fa/guides/) · [نمونه‌های عملی](https://rea.tools/fa/showcase/)**

-[شروع سریع](#شروع-سریع) · [REA چگونه کار می‌کند؟](#rea-چگونه-کار-می‌کند) · [چه چیزهایی را میتوان تحلیل کرد؟](#چه-چیزهایی-را-می‌توان-تحلیل-کرد) · [نمونه‌های عملی](#نمونه‌های-عملی) · [پرسش‌های متداول](#پرسش‌های-متداول) · [ابزارهای GNU objdump و Rizin](../reverse-engineering-tools.md) · [مستندات](#مستندات)
+[شروع سریع](#شروع-سریع) · [REA چگونه کار می‌کند؟](#rea-چگونه-کار-می‌کند) · [چه چیزهایی را میتوان تحلیل کرد؟](#چه-چیزهایی-را-می‌توان-تحلیل-کرد) · [نمونه‌های عملی](#نمونه‌های-عملی) · [ساخت محیط‌های RL](#build-rl-environments) · [پرسش‌های متداول](#پرسش‌های-متداول) · [ابزارهای GNU objdump و Rizin](../reverse-engineering-tools.md) · [مستندات](#مستندات)

 <code>npx rea-agents setup</code>

@@ -151,6 +151,7 @@ REA به Node.js 22.x (>=22.23.4)، 24.x (>=24.22.1) یا 26+ (>=26.12.1)، به
 | Rust binaries          | Embedded cargo-auditable dependency list                                            | [Rust binaries](../rust-binaries.md)                                                                                              |
 | ELF notes              | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                     | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                      |
 | Apple IPS crashes      | .ips metadata, threads, images, registers and crash classes                         | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                     |
+| Linux kernel modules   | .modinfo keys, __versions CRCs, this_module presence, and signature trailer         | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                            |
 | Erlang BEAM            | IFF chunks, atoms, exports, and tables                                              | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                 |
 | کرش‌های ثبت‌شدهٔ لینوکس   | یادداشت‌های خام، رجیسترها/سیگنال‌های تمام threadهای ثبت‌شده و گزینه‌های احتمالی نگاشت   | pwntools تأمین‌شده توسط فراخواننده روی Linux x64؛ GDB/pwndbg اختیاری؛ [کرش‌های ثبت‌شده](../recorded-crashes.md)                      |
 | نصب‌های دسکتاپ          | نامزدهای زمان اجرا، فایل‌های شاهد، نشانه‌های مؤلفه‌ها و مراحل بعدی                     | بررسی محدود پوشه‌ها و سرآیندها；[برنامه‌های دسکتاپ](../desktop-applications.md)                                                     |
@@ -214,8 +215,51 @@ API کلیپ‌بورد در renderer را پیدا کنید، مسیر آن ر

 [مطالعهٔ موردی](https://rea.tools/fa/showcase/th04/) · [مخزن بازسازی](https://github.com/N0zoM1z0/th04)

+### ساخت محیط‌های RL با REA
+
+یک نشست برنامهٔ وب را ضبط کنید، API آن را به ابزار تبدیل کنید و محیطی برای عامل هوش مصنوعی صادر کنید. آن را با AgentEnv اجرا کنید و کارها و بررسی پاداش را برای آموزش RL یا ارزیابی اضافه کنید.
+
+[راهنمای ساخت محیط](https://rea.tools/guides/rl-environments/) ·
+[نمایش را در X ببینید](https://x.com/reatools/status/2112574822584918075?s=20)
+
 اگر از REA برای بررسی موضوع جالبی استفاده کرده‌اید، خوشحال می‌شویم آن را به اشتراک بگذارید. یک [issue](https://github.com/morluto/rea/issues) یا [pull request](https://github.com/morluto/rea/pulls) ثبت کنید و هدف، پرسش خود، نقش REA و یافته‌هایتان را توضیح دهید.

+<a id="build-rl-environments"></a>
+
+## ساخت محیط‌های RL
+
+محیطی محلی بسازید تا عامل هوش مصنوعی بدون اجرای برنامهٔ اصلی، کارهایی مثل پیدا کردن یک مسئله یا ساخت پوشه را تمرین کند. از آن برای یادگیری تقویتی (RL) یا سنجش توانایی عامل در انجام کارها استفاده کنید.
+
+REA درخواست‌ها و پاسخ‌های ضبط‌شدهٔ API را به ابزارهایی تبدیل می‌کند که عامل می‌تواند فراخوانی کند. محیط از داده‌های ضبط‌شده استفاده می‌کند و فقط تغییراتی را پشتیبانی می‌کند که اثرشان در ضبط تأیید شده باشد.
+
+پس از راه‌اندازی REA در عامل، نشانی نمونه و کارهای مربوط به پوشه را با موارد خودتان جایگزین کنید:
+
+```text
+با REA از برنامهٔ وب آزمایشی من در این نشانی یک محیط RL بساز:
+http://127.0.0.1:3000
+فهرست کردن، ساختن، تغییر نام و حذف پوشه‌ها را پوشش بده. می‌توانی پوشه‌های
+آزمایشی بسازی و حذف کنی، اما داده‌های موجود را تغییر نده.
+در پوشه‌ای به نام my-env ذخیره کن، عملیات قابل استفاده را بررسی کن و روش اجرا را بگو.
+```
+
+<details>
+<summary>استفاده از خط فرمان</summary>
+
+اگر فایل ضبط درخواست‌ها و پاسخ‌های برنامه در مرورگر را دارید، از این فرمان‌ها استفاده کنید. اجرای نتیجه به AgentEnv و Docker هم نیاز دارد.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA محیطی آمادهٔ اجرا همراه با یک آزمون ساده برای بررسی شروع به کار و پاسخ‌گویی آن صادر می‌کند. آن را به چارچوب RL متصل کنید تا اهداف کارها و بررسی پاداش را تعریف و آموزش را اجرا کنید.
+
+[راهنمای ساخت محیط](https://rea.tools/guides/rl-environments/) ·
+[مرجع محیط‌ها](../agent-environments.md) ·
+[نمایش را در X ببینید](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## پرسش‌های متداول

 <details><summary><strong>کدام ایجنت‌ها می‌توانند از REA استفاده کنند؟</strong></summary>
@@ -289,7 +333,7 @@ npx rea-agents@latest setup

 ## تاریخچهٔ ستاره‌ها

-🎉 **۳۰۰٬۰۰۰ ستارهٔ GitHub — سپاسگزاریم!**
+🎉 **۴۰۰٬۰۰۰ ستارهٔ GitHub — سپاسگزاریم!**

 از همهٔ کسانی که از REA استفاده می‌کنند، خطاها را گزارش می‌دهند، قابلیت‌های جدید پیشنهاد می‌کنند، buildها را آزمایش می‌کنند و در بهبود پروژه مشارکت دارند سپاسگزاریم.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · **Français** · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA : rétro-ingénierie de tout

@@ -20,7 +20,7 @@

 **[Site web](https://rea.tools/fr/) · [Guides](https://rea.tools/fr/guides/) · [Études de cas](https://rea.tools/fr/showcase/)**

-[Démarrage rapide](#démarrage-rapide) · [Comment fonctionne REA](#comment-fonctionne-rea) · [Ce que vous pouvez analyser](#ce-que-vous-pouvez-analyser) · [Études de cas](#études-de-cas) · [Questions fréquentes](#questions-fréquentes) · [Outils GNU objdump et Rizin](../reverse-engineering-tools.md) · [Documentation](#documentation)
+[Démarrage rapide](#démarrage-rapide) · [Comment fonctionne REA](#comment-fonctionne-rea) · [Ce que vous pouvez analyser](#ce-que-vous-pouvez-analyser) · [Études de cas](#études-de-cas) · [Créer des environnements RL](#build-rl-environments) · [Questions fréquentes](#questions-fréquentes) · [Outils GNU objdump et Rizin](../reverse-engineering-tools.md) · [Documentation](#documentation)

 <code>npx rea-agents setup</code>

@@ -158,6 +158,7 @@ REA nécessite Node.js 22.x (>=22.23.4), 24.x (>=24.22.1) ou 26+ (>=26.12.1), ai
 | Bytecode EVM                 | Sélecteurs de dispatch, offsets en octets, arguments inférés et mutabilité                                  | Fichier local brut ou hexadécimal sous Linux x64 ; [guide EVM hors ligne](../evm-bytecode.md)                                             |
 | Rust binaries                | Embedded cargo-auditable dependency list                                                                    | [Rust binaries](../rust-binaries.md)                                                                                                      |
 | ELF notes                    | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                             | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                              |
+| Linux kernel modules         | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                                 | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                                    |
 | Erlang BEAM                  | IFF chunks, atoms, exports, and tables                                                                      | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                         |
 | Apple IPS crashes            | .ips metadata, threads, images, registers and crash classes                                                 | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                             |
 | Crashs Linux enregistrés     | Notes brutes, registres et signaux de chaque thread enregistré, et correspondances de mappings facultatives | pwntools fourni par l'utilisateur sous Linux x64 ; GDB/pwndbg en option ; [crashs enregistrés](../recorded-crashes.md)                    |
@@ -219,8 +220,51 @@ Inspectez les instructions 16 bits du jeu PC-98 d'origine, retrouvez les calculs

 [Lire l'étude de cas](https://rea.tools/fr/showcase/th04/) · [Dépôt de la reconstruction](https://github.com/N0zoM1z0/th04)

+### Créer des environnements RL avec REA
+
+Enregistrez une session d’application web, transformez son API en outils et exportez un environnement utilisable par un agent IA. Exécutez-le avec AgentEnv, puis ajoutez des tâches et des vérifications de récompense pour l’entraînement RL ou l’évaluation.
+
+[Guide de création d’un environnement](https://rea.tools/guides/rl-environments/) ·
+[Voir la démo sur X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 Si vous avez utilisé REA sur un projet intéressant, nous serions ravis de le découvrir. Partagez votre cas dans une [issue](https://github.com/morluto/rea/issues) ou une [pull request](https://github.com/morluto/rea/pulls), en précisant la cible, votre question, la manière dont REA vous a aidé et ce que vous avez découvert.

+<a id="build-rl-environments"></a>
+
+## Créer des environnements RL
+
+Créez un environnement local où un agent IA peut s’exercer à des tâches comme trouver un ticket ou créer un dossier, sans exécuter l’application d’origine. Utilisez-le pour l’apprentissage par renforcement (RL) ou pour tester la capacité d’un agent à accomplir des tâches.
+
+REA transforme les requêtes et réponses API enregistrées en outils que l’agent peut appeler. L’environnement utilise les données enregistrées et ne prend en charge des modifications que si l’enregistrement confirme leurs effets.
+
+Configurez REA dans votre agent, puis adaptez l’URL et les tâches sur les dossiers à votre application :
+
+```text
+Utilise REA pour créer un environnement RL à partir de mon application web de test à
+http://127.0.0.1:3000.
+Couvre la liste, la création, le renommage et la suppression de dossiers.
+Tu peux créer et supprimer des dossiers de test. Ne modifie pas les données existantes.
+Enregistre-le dans un dossier nommé my-env, vérifie les opérations disponibles et explique-moi comment le lancer.
+```
+
+<details>
+<summary>Utiliser la ligne de commande</summary>
+
+Utilisez ces commandes si vous disposez déjà d’un fichier contenant les requêtes et réponses de l’application enregistrées dans le navigateur. L’exécution du résultat nécessite aussi AgentEnv et Docker.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA exporte un environnement exécutable avec un test de base qui vérifie qu’il démarre et répond. Utilisez-le avec votre framework RL pour définir les objectifs, ajouter les vérifications de récompense et lancer l’entraînement.
+
+[Guide de création d’un environnement](https://rea.tools/guides/rl-environments/) ·
+[Référence des environnements](../agent-environments.md) ·
+[Voir la démo sur X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## Questions fréquentes

 <details>
@@ -301,7 +345,7 @@ Signalez les vulnérabilités via [SECURITY.md](../../SECURITY.md).

 ## Historique des étoiles

-🎉 **300 000 étoiles GitHub — merci !**
+🎉 **400 000 étoiles GitHub — merci !**

 Merci à toutes les personnes qui utilisent REA, signalent des bugs, proposent des fonctionnalités, testent les builds et contribuent des correctifs.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · **Bahasa Indonesia** · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: Rekayasa Balik Apa Pun

@@ -20,7 +20,7 @@

 **[Situs Web](https://rea.tools/id/) · [Panduan](https://rea.tools/id/guides/) · [Contoh Penggunaan](https://rea.tools/id/showcase/)**

-[Mulai Cepat](#mulai-cepat) · [Cara Kerja REA](#cara-kerja-rea) · [Hal yang Dapat Anda Analisis](#hal-yang-dapat-anda-analisis) · [Contoh Penggunaan](#contoh-penggunaan) · [FAQ](#faq) · [Alat GNU objdump dan Rizin](../reverse-engineering-tools.md) · [Dokumentasi](#dokumentasi)
+[Mulai Cepat](#mulai-cepat) · [Cara Kerja REA](#cara-kerja-rea) · [Hal yang Dapat Anda Analisis](#hal-yang-dapat-anda-analisis) · [Contoh Penggunaan](#contoh-penggunaan) · [Membangun lingkungan RL](#build-rl-environments) · [FAQ](#faq) · [Alat GNU objdump dan Rizin](../reverse-engineering-tools.md) · [Dokumentasi](#dokumentasi)

 <code>npx rea-agents setup</code>

@@ -162,6 +162,7 @@ Alat tambahan dan dukungan sistem host bergantung pada target yang dianalisis:
 | Rust binaries              | Embedded cargo-auditable dependency list                                                              | [Rust binaries](../rust-binaries.md)                                                                                           |
 | ELF notes                  | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                       | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                   |
 | Apple IPS crashes          | .ips metadata, threads, images, registers and crash classes                                           | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                  |
+| Linux kernel modules       | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                           | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                         |
 | Erlang BEAM                | IFF chunks, atoms, exports, and tables                                                                | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                              |
 | Crash Linux yang direkam   | Catatan mentah, register/sinyal setiap thread yang direkam, dan kandidat pemetaan opsional            | pwntools yang disediakan pemanggil; GDB/pwndbg opsional; [crash yang direkam](../recorded-crashes.md)                          |
 | Instalasi desktop          | Kandidat runtime, berkas pendukung, penanda komponen, dan langkah berikutnya                          | Pemeriksaan direktori dan header terbatas；[Aplikasi desktop](../desktop-applications.md)                                      |
@@ -230,8 +231,51 @@ Periksa instruksi 16-bit dari gim PC-98 asli, pulihkan perhitungan sudut tetap d

 [Baca studi kasus](https://rea.tools/id/showcase/th04/) · [Repositori rekonstruksi](https://github.com/N0zoM1z0/th04)

+### Bangun lingkungan RL dengan REA
+
+Rekam sesi aplikasi web, ubah API menjadi alat, lalu ekspor lingkungan yang dapat digunakan agen AI. Jalankan dengan AgentEnv dan tambahkan tugas serta pemeriksaan reward untuk pelatihan RL atau evaluasi.
+
+[Panduan membangun lingkungan](https://rea.tools/guides/rl-environments/) ·
+[Tonton demo di X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 Jika Anda telah menggunakan REA untuk menganalisis sesuatu yang menarik, kami ingin melihat hasilnya. Bagikan kasus Anda melalui [issue](https://github.com/morluto/rea/issues) atau [pull request](https://github.com/morluto/rea/pulls), sertakan target, pertanyaan Anda, bagaimana REA membantu, dan apa yang Anda temukan.

+<a id="build-rl-environments"></a>
+
+## Membangun lingkungan RL
+
+Buat lingkungan lokal agar agen AI dapat berlatih tugas seperti mencari issue atau membuat folder tanpa menjalankan aplikasi aslinya. Gunakan untuk pembelajaran penguatan (RL) atau menguji kemampuan agen menyelesaikan tugas.
+
+REA mengubah permintaan dan respons API yang direkam menjadi alat yang dapat dipanggil agen. Lingkungan memakai data rekaman dan hanya mendukung perubahan yang dampaknya dikonfirmasi oleh rekaman.
+
+Setelah menyiapkan REA di agen, ganti URL contoh dan tugas folder di bawah sesuai aplikasi Anda:
+
+```text
+Gunakan REA untuk membuat lingkungan RL dari aplikasi web uji saya di
+http://127.0.0.1:3000.
+Cakup daftar, pembuatan, penggantian nama, dan penghapusan folder. Boleh membuat
+dan menghapus folder uji, tetapi jangan ubah data yang sudah ada.
+Simpan dalam folder bernama my-env, periksa operasi yang berfungsi, dan beri tahu cara menjalankannya.
+```
+
+<details>
+<summary>Gunakan baris perintah</summary>
+
+Gunakan perintah ini jika Anda sudah punya file rekaman permintaan dan respons aplikasi di browser. Untuk menjalankan hasilnya, Anda juga perlu AgentEnv dan Docker.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA mengekspor lingkungan yang dapat dijalankan dengan uji dasar untuk memeriksa bahwa lingkungan mulai dan merespons. Hubungkan ke framework RL untuk menetapkan tujuan tugas, menambahkan pemeriksaan reward, dan menjalankan pelatihan.
+
+[Panduan membangun lingkungan](https://rea.tools/guides/rl-environments/) ·
+[Referensi lingkungan](../agent-environments.md) ·
+[Tonton demo di X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## FAQ

 <details>
@@ -322,7 +366,7 @@ Laporkan kerentanan melalui [SECURITY.md](../../SECURITY.md).

 ## Riwayat Bintang

-🎉 **300.000 bintang GitHub, terima kasih!**
+🎉 **400.000 bintang GitHub, terima kasih!**

 Terima kasih kepada semua orang yang menggunakan REA, melaporkan bug, meminta fitur, menguji build, dan berkontribusi dalam perbaikan.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · **Italiano**
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: Reverse Engineer Anything

@@ -20,7 +20,7 @@

 **[Sito web](https://rea.tools/it/) · [Guide](https://rea.tools/it/guides/) · [Showcase](https://rea.tools/it/showcase/)**

-[Avvio rapido](#avvio-rapido) · [Come funziona REA](#come-funziona-rea) · [Cosa puoi analizzare](#cosa-puoi-analizzare) · [Showcase](#showcase) · [FAQ](#faq) · [Strumenti GNU objdump e Rizin](../reverse-engineering-tools.md) · [Documentazione](#documentazione)
+[Avvio rapido](#avvio-rapido) · [Come funziona REA](#come-funziona-rea) · [Cosa puoi analizzare](#cosa-puoi-analizzare) · [Showcase](#showcase) · [Creare ambienti RL](#build-rl-environments) · [FAQ](#faq) · [Strumenti GNU objdump e Rizin](../reverse-engineering-tools.md) · [Documentazione](#documentazione)

 <code>npx rea-agents setup</code>

@@ -158,6 +158,7 @@ REA richiede Node.js 22.x (>=22.23.4), 24.x (>=24.22.1) o 26+ (>=26.12.1), oltre
 | Bytecode EVM                 | Selettori di dispatch, offset dei byte, argomenti inferiti e mutabilità                                 | Carrier raw/hex locale; [guida EVM offline](../evm-bytecode.md)                                                                          |
 | Rust binaries                | Embedded cargo-auditable dependency list                                                                | [Rust binaries](../rust-binaries.md)                                                                                                     |
 | ELF notes                    | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                         | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                             |
+| Linux kernel modules         | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                             | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                                   |
 | Erlang BEAM                  | IFF chunks, atoms, exports, and tables                                                                  | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                        |
 | Apple IPS crashes            | .ips metadata, threads, images, registers and crash classes                                             | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                            |
 | Crash Linux registrati       | Note grezze, registri/segnai di ogni thread registrato e candidati mapping opzionali                    | pwntools fornito dal chiamante; GDB/pwndbg opzionale; [crash registrati](../recorded-crashes.md)                                         |
@@ -219,8 +220,51 @@ Ispeziona le istruzioni a 16 bit del gioco PC-98 originale, recupera i calcoli d

 [Leggi il case study](https://rea.tools/it/showcase/th04/) · [Repository di ricostruzione](https://github.com/N0zoM1z0/th04)

+### Creare ambienti RL con REA
+
+Registra una sessione di un’app web, trasforma la sua API in strumenti ed esporta un ambiente utilizzabile da un agente IA. Eseguilo con AgentEnv, poi aggiungi attività e controlli sulle ricompense per l’addestramento RL o la valutazione.
+
+[Guida alla creazione di un ambiente](https://rea.tools/guides/rl-environments/) ·
+[Guarda la demo su X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 Se hai usato REA su qualcosa di interessante, ci piacerebbe vederlo. Condividi il tuo caso in una [issue](https://github.com/morluto/rea/issues) o in una [pull request](https://github.com/morluto/rea/pulls), includendo il bersaglio, la tua domanda, come REA ti ha aiutato e cosa hai scoperto.

+<a id="build-rl-environments"></a>
+
+## Creare ambienti RL
+
+Crea un ambiente locale in cui un agente IA possa esercitarsi in attività come cercare una issue o creare una cartella, senza eseguire l’app originale. Usalo per l’apprendimento per rinforzo (RL) o per verificare come l’agente completa le attività.
+
+REA trasforma le richieste e le risposte API registrate in strumenti che l’agente può chiamare. L’ambiente usa i dati registrati e supporta modifiche solo quando la registrazione ne conferma gli effetti.
+
+Configura REA nel tuo agente, poi sostituisci l’URL e le attività sulle cartelle dell’esempio con i tuoi:
+
+```text
+Usa REA per creare un ambiente RL dalla mia app web di prova su
+http://127.0.0.1:3000.
+Includi elenco, creazione, rinomina ed eliminazione delle cartelle. Puoi creare
+e rimuovere cartelle di prova, ma non modificare i dati esistenti.
+Salvalo in una cartella chiamata my-env, verifica le operazioni disponibili e spiegami come eseguirlo.
+```
+
+<details>
+<summary>Usare la riga di comando</summary>
+
+Usa questi comandi se hai già un file con le richieste e le risposte dell’app registrate nel browser. Per eseguire il risultato servono anche AgentEnv e Docker.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA esporta un ambiente eseguibile con un test di base che ne verifica l’avvio e le risposte. Usalo con il tuo framework RL per definire gli obiettivi, aggiungere controlli sulle ricompense ed eseguire l’addestramento.
+
+[Guida alla creazione di un ambiente](https://rea.tools/guides/rl-environments/) ·
+[Riferimento degli ambienti](../agent-environments.md) ·
+[Guarda la demo su X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## FAQ

 <details>
@@ -301,7 +345,7 @@ Segnala vulnerabilità tramite [SECURITY.md](../../SECURITY.md).

 ## Cronologia delle stelle

-🎉 **300.000 stelle su GitHub — grazie!**
+🎉 **400.000 stelle su GitHub — grazie!**

 Grazie a tutti coloro che usano REA, segnalano bug, propongono funzionalità, testano le build e contribuiscono con correzioni.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · **日本語** · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA：あらゆるものをリバースエンジニアリング

@@ -20,7 +20,7 @@

 **[ウェブサイト](https://rea.tools/ja/) · [ガイド](https://rea.tools/ja/guides/) · [事例](https://rea.tools/ja/showcase/)**

-[クイックスタート](#クイックスタート) · [REA の仕組み](#rea-の仕組み) · [分析できる対象](#分析できる対象) · [事例](#事例) · [よくある質問](#よくある質問) · [GNU objdump・Rizin ツール](../reverse-engineering-tools.md) · [ドキュメント](#ドキュメント)
+[クイックスタート](#クイックスタート) · [REA の仕組み](#rea-の仕組み) · [分析できる対象](#分析できる対象) · [事例](#事例) · [RL 環境を構築する](#build-rl-environments) · [よくある質問](#よくある質問) · [GNU objdump・Rizin ツール](../reverse-engineering-tools.md) · [ドキュメント](#ドキュメント)

 <code>npx rea-agents setup</code>

@@ -159,6 +159,7 @@ REA には Node.js 22.x（>=22.23.4）、24.x（>=24.22.1）、または 26+ (>=
 | Rust binaries                    | Embedded cargo-auditable dependency list                                                    | [Rust binaries](../rust-binaries.md)                                                                                                           |
 | ELF notes                        | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                             | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                                   |
 | Apple IPS crashes                | .ips metadata, threads, images, registers and crash classes                                 | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                                  |
+| Linux kernel modules             | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                 | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                                         |
 | Erlang BEAM                      | IFF chunks, atoms, exports, and tables                                                      | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                              |
 | 記録済みの Linux クラッシュ      | 生の note レコード、記録された全スレッドのレジスター／シグナル、任意のマッピング候補        | Linux x64 で利用者が用意する pwntools；GDB/pwndbg は任意；[記録済みクラッシュ](../recorded-crashes.md)                                         |
 | デスクトップのインストール先     | ランタイム候補、根拠ファイル、コンポーネントの目印、次の調査手順                            | 上限付きのディレクトリ・ヘッダー検査；[デスクトップアプリ](../desktop-applications.md)                                                         |
@@ -224,8 +225,51 @@ REA には Node.js 22.x（>=22.23.4）、24.x（>=24.22.1）、または 26+ (>=
 [事例を読む](https://rea.tools/ja/showcase/th04/) ·
 [再構築リポジトリ](https://github.com/N0zoM1z0/th04)

+### REA で RL 環境を構築する
+
+Web アプリのセッションを記録し、API をツールに変換して、AI エージェントが使える環境をエクスポートします。AgentEnv で実行し、タスクと報酬のチェックを追加して、RL の学習や評価に使えます。
+
+[環境構築ガイド](https://rea.tools/guides/rl-environments/) ·
+[X でデモを見る](https://x.com/reatools/status/2112574822584918075?s=20)
+
 REA で興味深い対象を調べたら、ぜひ共有してください。[issue](https://github.com/morluto/rea/issues) または [pull request](https://github.com/morluto/rea/pulls) に、対象、調べたかったこと、REA がどう役立ったか、何が分かったかを記載してください。

+<a id="build-rl-environments"></a>
+
+## RL 環境を構築する
+
+元のアプリを動かさずに、AI エージェントが issue の検索やフォルダーの作成などを練習できるローカル環境を構築します。強化学習（RL）や、エージェントのタスク遂行能力のテストに使えます。
+
+REA は記録した API のリクエストと応答を、エージェントが呼び出せるツールに変換します。環境は記録したデータを使い、記録で効果が確認された変更だけをサポートします。
+
+エージェントに REA を設定したら、次の URL とフォルダー操作を自分の環境に合わせて変更してください。
+
+```text
+REA を使い、次のテスト用 Web アプリから RL 環境を構築してください。
+http://127.0.0.1:3000
+フォルダーの一覧表示、作成、名前変更、削除を対象にしてください。
+テスト用フォルダーの作成と削除は許可します。既存のデータは変更しないでください。
+my-env というフォルダーに保存し、使える操作を確認して実行方法を教えてください。
+```
+
+<details>
+<summary>コマンドラインを使う場合</summary>
+
+アプリのブラウザーリクエストと応答を記録したファイルがあれば、このコマンドを使えます。作成した環境の実行には AgentEnv と Docker も必要です。
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA は実行可能な環境と、起動して応答することを確認する基本テストをエクスポートします。RL フレームワークに接続して、タスクの目標や報酬のチェックを定義し、学習を実行できます。
+
+[環境構築ガイド](https://rea.tools/guides/rl-environments/) ·
+[環境リファレンス](../agent-environments.md) ·
+[X でデモを見る](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## よくある質問

 <details>
@@ -306,7 +350,7 @@ npx rea-agents@latest setup

 ## スター履歴

-🎉 **GitHub スター 300,000 件、ありがとうございます！**
+🎉 **GitHub スター 400,000 件、ありがとうございます！**

 REA の利用、バグ報告、機能の要望、ビルドのテスト、修正への貢献に感謝します。

@@ -324,9 +368,7 @@ REA の利用、バグ報告、機能の要望、ビルドのテスト、修正

 REA は、法令に従った研究、教育、相互運用性の確保、ソフトウェアの保存、および所有するソフトウェアや調査を許可されたソフトウェアの解析を目的としています。

-The project's position on illegal or unauthorized use covers all REA
-versions, distribution channels, and platforms; each copy retains its
-applicable licenses.
+違法または無許可の利用に関するプロジェクトの立場は、REA のすべてのバージョン、配布チャネル、およびプラットフォームに適用されます。各コピーには、それぞれに適用されるライセンスが引き続き適用されます。

 ## 貢献する

@@ -338,14 +380,6 @@ REA への貢献を歓迎します！[issue を作成](https://github.com/morlut

 [MIT](../../LICENSE)

-REA-authored code is licensed under MIT. Third-party material retains its own
-licenses and copyright notices; see [Third-party notices](../../THIRD_PARTY_NOTICES.md)
-for the dependency inventory, preserved license texts, and external-tool terms.
+REA が作成したコードは MIT ライセンスの下で提供されます。サードパーティの素材には、それぞれのライセンスと著作権表示が引き続き適用されます。依存関係の一覧、保存されたライセンス本文、および外部ツールの利用条件については、[サードパーティ通知](../../THIRD_PARTY_NOTICES.md)を参照してください。

-**You must legally obtain and be authorized to use commercial tools**, including
-IDA Pro / Hex-Rays decompilers, Hopper, and JEB, under their applicable licenses.
-REA grants no tool license, key, or activation entitlement. Trials and demos
-remain subject to vendor terms, including user, feature, automation, and output
-sharing restrictions. Cracked copies, stolen keys, unauthorized key sharing,
-and bypassing license restrictions are not authorized. This guidance does not
-amend MIT or third-party licenses.
+**IDA Pro / Hex-Rays デコンパイラ、Hopper、JEB を含む商用ツールは、適用されるライセンスに従って合法的に入手し、使用する権限を得ている必要があります。** REA はツールのライセンス、キー、またはアクティベーションの権利を一切付与しません。試用版やデモ版も、ユーザー、機能、自動化、および出力の共有に関する制限を含め、ベンダーの利用条件に従います。クラックされたコピー、盗まれたキー、無許可のキー共有、およびライセンス制限の回避は認められていません。このガイダンスは、MIT ライセンスやサードパーティのライセンスを変更するものではありません。
@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · **한국어** · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: 무엇이든 리버스 엔지니어링

@@ -20,7 +20,7 @@

 **[웹사이트](https://rea.tools/ko/) · [가이드](https://rea.tools/ko/guides/) · [사례](https://rea.tools/ko/showcase/)**

-[빠른 시작](#빠른-시작) · [REA의 작동 방식](#rea의-작동-방식) · [분석할 수 있는 대상](#분석할-수-있는-대상) · [사례](#사례) · [자주 묻는 질문](#자주-묻는-질문) · [문서](#문서)
+[빠른 시작](#빠른-시작) · [REA의 작동 방식](#rea의-작동-방식) · [분석할 수 있는 대상](#분석할-수-있는-대상) · [사례](#사례) · [RL 환경 만들기](#build-rl-environments) · [자주 묻는 질문](#자주-묻는-질문) · [문서](#문서)

 <code>npx rea-agents setup</code>

@@ -159,6 +159,7 @@ REA에는 Node.js 22.x(>=22.23.4), 24.x(>=24.22.1) 또는 26+ (>=26.12.1)와 npm
 | PE imports             | Import and delay-load DLL names, ordinals, IAT RVAs and pefile import hash    | Built-in static PE inspection; [PE imports](../pe-imports.md)                                                                     |
 | ELF notes              | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields               | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                      |
 | Apple IPS crashes      | .ips metadata, threads, images, registers and crash classes                   | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                     |
+| Linux kernel modules   | .modinfo keys, __versions CRCs, this_module presence, and signature trailer   | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                            |
 | Erlang BEAM            | IFF chunks, atoms, exports, and tables                                        | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                 |
 | WASM 아티팩트          | 유효성 검사, 섹션, import/export의 정확한 WAT 형식, 디코딩된 WAT              | 호출자 제공 WABT 1.0.42; `inspect_wasm_artifact`                                                                                  |
 | EVM 바이트코드         | 디스패치 선택자, 바이트 오프셋, 추론한 인자와 상태 변경 가능 여부             | Linux x64의 로컬 원시 바이트/16진수 입력 파일; [오프라인 EVM 가이드](../evm-bytecode.md)                                          |
@@ -224,8 +225,51 @@ REA에는 Node.js 22.x(>=22.23.4), 24.x(>=24.22.1) 또는 26+ (>=26.12.1)와 npm
 [사례 읽기](https://rea.tools/ko/showcase/th04/) ·
 [재구현 저장소](https://github.com/N0zoM1z0/th04)

+### REA로 RL 환경 만들기
+
+웹 앱 세션을 기록하고 API를 도구로 바꿔 AI 에이전트가 사용할 수 있는 환경을 내보냅니다. AgentEnv로 실행한 뒤 작업과 보상 검사를 추가해 RL 학습이나 평가에 사용하세요.
+
+[환경 만들기 가이드](https://rea.tools/guides/rl-environments/) ·
+[X에서 데모 보기](https://x.com/reatools/status/2112574822584918075?s=20)
+
 REA로 흥미로운 대상을 분석했다면 알려 주세요. [issue](https://github.com/morluto/rea/issues) 또는 [pull request](https://github.com/morluto/rea/pulls)에 대상, 조사하려던 질문, REA가 어떻게 도움이 되었는지, 무엇을 알아냈는지를 담아 공유하세요.

+<a id="build-rl-environments"></a>
+
+## RL 환경 만들기
+
+원래 앱을 실행하지 않고도 AI 에이전트가 이슈 찾기나 폴더 만들기 같은 작업을 연습할 수 있는 로컬 환경을 만듭니다. 강화 학습(RL)이나 에이전트의 작업 수행 능력 평가에 사용할 수 있습니다.
+
+REA는 기록한 API 요청과 응답을 에이전트가 호출할 수 있는 도구로 바꿉니다. 환경은 기록된 데이터를 사용하며, 기록에서 효과가 확인된 변경만 지원합니다.
+
+에이전트에 REA를 설정한 뒤 아래 예시 URL과 폴더 작업을 자신의 환경에 맞게 바꾸세요.
+
+```text
+REA를 사용해 다음 테스트 웹 앱에서 RL 환경을 만들어 주세요.
+http://127.0.0.1:3000
+폴더 목록 조회, 생성, 이름 변경, 삭제를 포함해 주세요.
+테스트 폴더를 만들고 삭제해도 됩니다. 기존 데이터는 변경하지 마세요.
+my-env라는 폴더에 저장하고, 사용 가능한 작업을 확인한 뒤 실행 방법을 알려 주세요.
+```
+
+<details>
+<summary>명령줄을 사용하는 경우</summary>
+
+앱의 브라우저 요청과 응답을 기록한 파일이 이미 있으면 이 명령을 사용할 수 있습니다. 생성된 환경을 실행하려면 AgentEnv와 Docker도 필요합니다.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA는 실행 가능한 환경과 시작 및 응답 여부를 확인하는 기본 테스트를 내보냅니다. RL 프레임워크에 연결해 작업 목표와 보상 검사를 정의하고 학습을 실행할 수 있습니다.
+
+[환경 만들기 가이드](https://rea.tools/guides/rl-environments/) ·
+[환경 참조 문서](../agent-environments.md) ·
+[X에서 데모 보기](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## 자주 묻는 질문

 <details>
@@ -306,7 +350,7 @@ npx rea-agents@latest setup

 ## 스타 기록

-🎉 **GitHub 스타 300,000개, 감사합니다!**
+🎉 **GitHub 스타 400,000개, 감사합니다!**

 REA를 사용하고, 버그를 보고하고, 기능을 요청하고, 빌드를 테스트하고, 수정에 기여해 주신 모든 분께 감사드립니다.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · **മലയാളം** · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · **മലയാളം** · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: എന്തും Reverse Engineer ചെയ്യുക

@@ -20,7 +20,7 @@

 **[വെബ്സൈറ്റ്](https://rea.tools/) · [ഗൈഡുകൾ](https://rea.tools/guides/) · [ഉദാഹരണങ്ങൾ](https://rea.tools/showcase/)**

-[ദ്രുതാരംഭം](#ദ്രുതാരംഭം) · [REA എങ്ങനെ പ്രവർത്തിക്കുന്നു](#rea-എങ്ങനെ-പ്രവർത്തിക്കുന്നു) · [എന്തൊക്കെ വിശകലനം ചെയ്യാം](#എന്തൊക്കെ-വിശകലനം-ചെയ്യാം) · [ഉദാഹരണങ്ങൾ](#ഉദാഹരണങ്ങൾ) · [പതിവുചോദ്യങ്ങൾ](#പതിവുചോദ്യങ്ങൾ) · [ഡോക്യുമെന്റേഷൻ](#ഡോക്യുമെന്റേഷൻ)
+[ദ്രുതാരംഭം](#ദ്രുതാരംഭം) · [REA എങ്ങനെ പ്രവർത്തിക്കുന്നു](#rea-എങ്ങനെ-പ്രവർത്തിക്കുന്നു) · [എന്തൊക്കെ വിശകലനം ചെയ്യാം](#എന്തൊക്കെ-വിശകലനം-ചെയ്യാം) · [ഉദാഹരണങ്ങൾ](#ഉദാഹരണങ്ങൾ) · [RL പരിതസ്ഥിതികൾ നിർമ്മിക്കുക](#build-rl-environments) · [പതിവുചോദ്യങ്ങൾ](#പതിവുചോദ്യങ്ങൾ) · [ഡോക്യുമെന്റേഷൻ](#ഡോക്യുമെന്റേഷൻ)

 <code>npx rea-agents setup</code>

@@ -158,6 +158,7 @@ REA-യ്ക്ക് Node.js 22.x (>=22.23.4), 24.x (>=24.22.1), അല്ല
 | PE certificates        | Authenticode WIN_CERTIFICATE entries and PKCS#7 signer/X.509 identity fields                | Built-in static PE inspection; [PE certificates](../pe-certificates.md)                                                           |
 | PE imports             | Import and delay-load DLL names, ordinals, IAT RVAs and pefile import hash                  | Built-in static PE inspection; [PE imports](../pe-imports.md)                                                                     |
 | ELF notes              | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                             | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                      |
+| Linux kernel modules   | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                 | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                            |
 | Erlang BEAM            | IFF chunks, atoms, exports, and tables                                                      | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                 |
 | WASM artifact          | Validation, sections, കൃത്യമായ import/export WAT രൂപങ്ങൾ, decoded WAT                            | Caller നൽകുന്ന WABT 1.0.42; `inspect_wasm_artifact`                                                                                 |
 | EVM bytecode           | Dispatch selectors, byte offsets, അനുമാനിച്ച arguments, mutability                             | Linux x64-ൽ local raw/hex carrier; [offline EVM guide](../evm-bytecode.md)                                                        |
@@ -228,8 +229,51 @@ Renderer-ന്റെ clipboard API കണ്ടെത്തി, അതിനെ
 [Case study വായിക്കുക](https://rea.tools/showcase/th04/) ·
 [പുനർനിർമ്മാണ repository](https://github.com/N0zoM1z0/th04)

+### REA ഉപയോഗിച്ച് RL പരിതസ്ഥിതികൾ നിർമ്മിക്കുക
+
+വെബ് ആപ്പ് സെഷൻ റെക്കോർഡ് ചെയ്ത് API ടൂളുകളാക്കി AI ഏജന്റിന് ഉപയോഗിക്കാവുന്ന പരിതസ്ഥിതി എക്‌സ്‌പോർട്ട് ചെയ്യുക. AgentEnv ഉപയോഗിച്ച് പ്രവർത്തിപ്പിച്ച ശേഷം RL പരിശീലനത്തിനോ മൂല്യനിർണയത്തിനോ ടാസ്‌ക്കുകളും റിവാർഡ് പരിശോധനകളും ചേർക്കുക.
+
+[പരിതസ്ഥിതി നിർമ്മാണ മാർഗ്ഗദർശി](https://rea.tools/guides/rl-environments/) ·
+[X-ൽ ഡെമോ കാണുക](https://x.com/reatools/status/2112574822584918075?s=20)
+
 REA ഉപയോഗിച്ച് നിങ്ങൾ രസകരമായ എന്തെങ്കിലും പരിശോധിച്ചിട്ടുണ്ടെങ്കിൽ അത് കാണാൻ ഞങ്ങൾ ആഗ്രഹിക്കുന്നു. പരിശോധിച്ച target, നിങ്ങളുടെ ചോദ്യം, REA എങ്ങനെ സഹായിച്ചു, നിങ്ങൾ കണ്ടെത്തിയത് എന്നിവ ഉൾപ്പെടുത്തി [issue](https://github.com/morluto/rea/issues) അല്ലെങ്കിൽ [pull request](https://github.com/morluto/rea/pulls) വഴി നിങ്ങളുടെ case പങ്കിടുക.

+<a id="build-rl-environments"></a>
+
+## RL പരിതസ്ഥിതികൾ നിർമ്മിക്കുക
+
+യഥാർഥ ആപ്പ് പ്രവർത്തിപ്പിക്കാതെ issue കണ്ടെത്തൽ, ഫോൾഡർ സൃഷ്ടിക്കൽ തുടങ്ങിയ ജോലികൾ AI ഏജന്റിന് പരിശീലിക്കാൻ ഒരു പ്രാദേശിക പരിതസ്ഥിതി നിർമ്മിക്കുക. റീഇൻഫോഴ്‌സ്‌മെന്റ് ലേണിംഗിനോ (RL) ഏജന്റ് ജോലികൾ എത്ര നന്നായി പൂർത്തിയാക്കുന്നു എന്ന് പരിശോധിക്കാനോ ഇത് ഉപയോഗിക്കാം.
+
+REA റെക്കോർഡ് ചെയ്ത API അഭ്യർത്ഥനകളും പ്രതികരണങ്ങളും ഏജന്റിന് വിളിക്കാവുന്ന ടൂളുകളാക്കുന്നു. പരിതസ്ഥിതി റെക്കോർഡ് ചെയ്ത ഡാറ്റ ഉപയോഗിക്കുന്നു. റെക്കോർഡ് ഫലം സ്ഥിരീകരിക്കുന്ന മാറ്റങ്ങൾ മാത്രമാണ് പിന്തുണയ്ക്കുന്നത്.
+
+ഏജന്റിൽ REA സജ്ജീകരിച്ച ശേഷം ഉദാഹരണത്തിലെ URL-ഉം ഫോൾഡർ ജോലികളും നിങ്ങളുടെ ആപ്പിന് അനുസരിച്ച് മാറ്റുക:
+
+```text
+എന്റെ പരീക്ഷണ വെബ് ആപ്പിൽ നിന്ന് REA ഉപയോഗിച്ച് RL പരിതസ്ഥിതി നിർമ്മിക്കുക:
+http://127.0.0.1:3000
+ഫോൾഡറുകൾ പട്ടികപ്പെടുത്തൽ, സൃഷ്ടിക്കൽ, പേരുമാറ്റൽ, ഇല്ലാതാക്കൽ എന്നിവ ഉൾപ്പെടുത്തുക.
+പരീക്ഷണ ഫോൾഡറുകൾ സൃഷ്ടിക്കാനും നീക്കാനും അനുമതിയുണ്ട്. നിലവിലുള്ള ഡാറ്റ മാറ്റരുത്.
+my-env എന്ന ഫോൾഡറിൽ സംരക്ഷിച്ച് ഏതെല്ലാം പ്രവർത്തനങ്ങൾ ലഭ്യമാണെന്നും എങ്ങനെ പ്രവർത്തിപ്പിക്കണമെന്നും പറയുക.
+```
+
+<details>
+<summary>കമാൻഡ് ലൈൻ ഉപയോഗിക്കുക</summary>
+
+ബ്രൗസറിലെ ആപ്പിന്റെ അഭ്യർത്ഥനകളും പ്രതികരണങ്ങളും റെക്കോർഡ് ചെയ്ത ഫയൽ ഉണ്ടെങ്കിൽ ഈ കമാൻഡുകൾ ഉപയോഗിക്കാം. ഫലം പ്രവർത്തിപ്പിക്കാൻ AgentEnv-ഉം Docker-ഉം വേണം.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+പ്രവർത്തനം തുടങ്ങുന്നതും പ്രതികരിക്കുന്നതും പരിശോധിക്കുന്ന അടിസ്ഥാന ടെസ്റ്റിനൊപ്പം പ്രവർത്തിപ്പിക്കാവുന്ന പരിതസ്ഥിതി REA എക്‌സ്‌പോർട്ട് ചെയ്യുന്നു. ടാസ്‌ക് ലക്ഷ്യങ്ങളും റിവാർഡ് പരിശോധനകളും നിർവചിക്കാനും പരിശീലനം നടത്താനും RL ഫ്രെയിംവർക്കുമായി ബന്ധിപ്പിക്കുക.
+
+[പരിതസ്ഥിതി നിർമ്മാണ മാർഗ്ഗദർശി](https://rea.tools/guides/rl-environments/) ·
+[പരിതസ്ഥിതി റഫറൻസ്](../agent-environments.md) ·
+[X-ൽ ഡെമോ കാണുക](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## പതിവുചോദ്യങ്ങൾ

 <details>
@@ -311,7 +355,7 @@ npx rea-agents@latest setup

 ## Star ചരിത്രം

-🎉 **250,000 GitHub stars — നന്ദി!**
+🎉 **400,000 GitHub stars — നന്ദി!**

 REA ഉപയോഗിക്കുന്നവർക്കും, bugs റിപ്പോർട്ട് ചെയ്യുന്നവർക്കും, features ആവശ്യപ്പെടുന്നവർക്കും, builds പരിശോധിക്കുന്നവർക്കും, fixes സംഭാവന ചെയ്യുന്നവർക്കും നന്ദി.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · **Polski** · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md) · [Roman Urdu](README_ur-Latn.md) · [Română](README_ro.md)

 # REA: Reverse Engineer Anything

@@ -20,7 +20,7 @@

 **[Strona internetowa](https://rea.tools/pl/) · [Przewodniki](https://rea.tools/pl/guides/) · [Przykłady zastosowań](https://rea.tools/pl/showcase/)**

-[Szybki start](#szybki-start) · [Jak działa REA](#jak-działa-rea) · [Co możesz analizować](#co-możesz-analizować) · [Przykłady zastosowań](#przykłady-zastosowań) · [FAQ](#faq) · [Narzędzia GNU objdump i Rizin](../reverse-engineering-tools.md) · [Dokumentacja](#dokumentacja)
+[Szybki start](#szybki-start) · [Jak działa REA](#jak-działa-rea) · [Co możesz analizować](#co-możesz-analizować) · [Przykłady zastosowań](#przykłady-zastosowań) · [Tworzenie środowisk RL](#build-rl-environments) · [FAQ](#faq) · [Narzędzia GNU objdump i Rizin](../reverse-engineering-tools.md) · [Dokumentacja](#dokumentacja)

 <code>npx rea-agents setup</code>

@@ -158,6 +158,7 @@ REA wymaga Node.js 22.x (>=22.23.4), 24.x (>=24.22.1) lub 26+ (>=26.12.1) oraz n
 | Kod bajtowy EVM                         | Selektory wywołań, przesunięcia bajtowe, wywnioskowane argumenty i mutowalność                                        | Lokalny plik z surowymi bajtami lub zapisem szesnastkowym w systemie Linux x64; [przewodnik EVM offline](../evm-bytecode.md)                          |
 | Rust binaries                           | Embedded cargo-auditable dependency list                                                                              | [Rust binaries](../rust-binaries.md)                                                                                                                  |
 | ELF notes                               | PT_NOTE/SHT_NOTE owners, types, GNU build-id and ABI-tag fields                                                       | Built-in static ELF inspection; [ELF notes](../elf-notes.md)                                                                                          |
+| Linux kernel modules                    | .modinfo keys, __versions CRCs, this_module presence, and signature trailer                                           | Built-in static ELF inspection; [kernel modules](../kernel-modules.md)                                                                                |
 | Erlang BEAM                             | IFF chunks, atoms, exports, and tables                                                                                | Built-in static BEAM inspection; [Erlang BEAM](../erlang-beam.md)                                                                                     |
 | Apple IPS crashes                       | .ips metadata, threads, images, registers and crash classes                                                           | Built-in static JSON inspection; [Apple IPS](../apple-ips.md)                                                                                         |
 | Zarejestrowane awarie systemu Linux     | Surowe rekordy note, rejestry/sygnały każdego zarejestrowanego wątku i opcjonalni kandydaci na mapowania              | pwntools dostarczone przez użytkownika w systemie Linux x64; opcjonalnie GDB/pwndbg; [zarejestrowane awarie](../recorded-crashes.md)                  |
@@ -222,8 +223,51 @@ Sprawdź 16-bitowe instrukcje oryginalnej gry na PC-98, odtwórz obliczenia kąt

 [Przeczytaj studium przypadku](https://rea.tools/pl/showcase/th04/) · [Repozytorium odtworzonej implementacji](https://github.com/N0zoM1z0/th04)

+### Twórz środowiska RL z REA
+
+Nagraj sesję aplikacji internetowej, zamień jej API w narzędzia i wyeksportuj środowisko dla agenta AI. Uruchom je za pomocą AgentEnv, a następnie dodaj zadania i sprawdzanie nagród do treningu RL lub oceny.
+
+[Przewodnik tworzenia środowiska](https://rea.tools/guides/rl-environments/) ·
+[Obejrzyj demo w X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 Jeśli użyłeś REA do czegoś ciekawego, chętnie to zobaczymy. Opisz swój przypadek w [zgłoszeniu](https://github.com/morluto/rea/issues) lub [pull requeście](https://github.com/morluto/rea/pulls), podając cel analizy, pytanie, sposób, w jaki REA pomogło, i swoje ustalenia.

+<a id="build-rl-environments"></a>
+
+## Tworzenie środowisk RL
+
+Stwórz lokalne środowisko, w którym agent AI może ćwiczyć zadania, takie jak wyszukiwanie zgłoszenia lub tworzenie folderu, bez uruchamiania oryginalnej aplikacji. Użyj go do uczenia ze wzmocnieniem (RL) lub sprawdzania, jak agent wykonuje zadania.
+
+REA zamienia nagrane żądania i odpowiedzi API w narzędzia, które agent może wywoływać. Środowisko używa nagranych danych i obsługuje zmiany tylko wtedy, gdy nagranie potwierdza ich efekty.
+
+Skonfiguruj REA w agencie, a następnie zastąp przykładowy URL i zadania dotyczące folderów własnymi:
+
+```text
+Za pomocą REA zbuduj środowisko RL z mojej testowej aplikacji internetowej:
+http://127.0.0.1:3000
+Uwzględnij wyświetlanie listy folderów, tworzenie, zmianę nazwy i usuwanie.
+Możesz tworzyć i usuwać foldery testowe. Nie zmieniaj istniejących danych.
+Zapisz w folderze my-env, sprawdź dostępne operacje i powiedz mi, jak uruchomić środowisko.
+```
+
+<details>
+<summary>Użyj wiersza poleceń</summary>
+
+Użyj tych poleceń, jeśli masz już plik z nagranymi żądaniami i odpowiedziami aplikacji w przeglądarce. Do uruchomienia wyniku potrzebujesz też AgentEnv i Dockera.
+
+```sh
+rea environment-build ./session.har ./my-env --name my-env --json
+agent-env run ./my-env
+```
+
+</details>
+
+REA eksportuje gotowe do uruchomienia środowisko z podstawowym testem uruchamiania i odpowiedzi. Połącz je ze swoim frameworkiem RL, aby określić cele zadań, dodać sprawdzanie nagród i uruchomić trening.
+
+[Przewodnik tworzenia środowiska](https://rea.tools/guides/rl-environments/) ·
+[Dokumentacja środowisk](../agent-environments.md) ·
+[Obejrzyj demo w X](https://x.com/reatools/status/2112574822584918075?s=20)
+
 ## FAQ

 <details>
@@ -304,7 +348,7 @@ Zgłaszaj podatności zgodnie z [SECURITY.md](../../SECURITY.md).

 ## Historia gwiazdek

-🎉 **300 000 gwiazdek na GitHubie — dziękujemy!**
+🎉 **400 000 gwiazdek na GitHubie — dziękujemy!**

 Dziękujemy wszystkim, którzy używają REA, zgłaszają błędy, proponują nowe funkcje, testują kompilacje i przesyłają poprawki.