fix: restore dry-run option to docs generate and clean up docs run PR

- Restore --dry-run option to docs_generate signature (fixes NameError from removed parameter still referenced in body) - Delete accidentally committed raw git-diff file from repo root - Fix inconsistent indentation of dry_run option in docs_run - Remove stray trailing whitespace in cli_run_all - Document dry_run arg in SuiteExecutor docstring - Remove commented-out skip decorator on dry-run test - Strengthen dry-run test to assert not_run status and "Dry run" skip reason Co-authored-by: Mervin Praison <[email protected]>
Add dry-run support for docs run command
2026-11-07 17:33:33 -10:00 · 2026-07-06 22:45:49 +01:00 · 2026-07-06 22:45:49 +01:00
3047 changed files with 47776 additions and 466028 deletions
@@ -0,0 +1,239 @@
+<!-- wp:paragraph -->
+<p><strong>v4.6.113</strong> — three Python packages, strict dependency direction, and <strong>C8 complete</strong>: reverse wrapper imports eliminated from <code>praisonai-code</code>. Tap the diagrams; tables hold the rules.</p>
+<!-- /wp:paragraph -->
+
+<!-- wp:quote -->
+<blockquote class="wp-block-quote"><p><strong>One rule (unchanged):</strong> <code>praisonai-code</code> never lists <code>praisonai</code> in <code>pyproject.toml</code>. Wrapper access is <strong>bridge-only</strong> via <code>_wrapper_bridge</code> — zero direct <code>from praisonai</code> imports remain.</p></blockquote>
+<!-- /wp:quote -->
+
+<!-- wp:heading -->
+<h2 class="wp-block-heading">✅ C8 validation summary</h2>
+<!-- /wp:heading -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Plan target</th><th>Before (C7.1)</th><th>After (C8 / v4.6.113)</th><th>Verdict</th></tr></thead><tbody><tr><td>Wrapper import lines</td><td>225</td><td><strong>0</strong></td><td>✅ Exceeded (~40–60 floor)</td></tr><tr><td>Allowlisted files</td><td>47</td><td><strong>0</strong> (empty)</td><td>✅</td></tr><tr><td>Regression baseline</td><td>225</td><td><strong>50</strong> (headroom gate)</td><td>✅</td></tr><tr><td>No PyPI dep on wrapper</td><td>Yes</td><td>Yes</td><td>✅</td></tr><tr><td>Hot path standalone</td><td>Yes</td><td>Yes</td><td>✅</td></tr><tr><td><code>main.py</code> ≤ 300 lines</td><td>7,454 lines</td><td>~7,492 lines</td><td>⏳ Partial — legacy helpers extracted; full decompose deferred</td></tr><tr><td>PyPI splits (bot/frameworks)</td><td>Out of scope</td><td>Out of scope</td><td>—</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:paragraph -->
+<p><strong>Shipped:</strong> PR <a href="https://github.com/MervinPraison/PraisonAI/pull/2590">#2590</a> merged · Release <a href="https://github.com/MervinPraison/PraisonAI/releases/tag/v4.6.113">v4.6.113</a></p>
+<!-- /wp:paragraph -->
+
+<!-- wp:heading {"level":3} -->
+<h3 class="wp-block-heading">What C8 moved (repatriation)</h3>
+<!-- /wp:heading -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Phase</th><th>What happened</th><th>Status</th></tr></thead><tbody><tr><td><strong>C8.1</strong></td><td><code>_WRAPPER_RESIDENT_COMMANDS</code>, import-gate regex fix, boundary tests</td><td>✅ Done</td></tr><tr><td><strong>C8.2</strong></td><td>Commands → wrapper: langfuse, train, docs, serve bridge, n8n, replay, …</td><td>✅ Done</td></tr><tr><td><strong>C8.3</strong></td><td>Features → wrapper: recipe, templates, deploy, eval, registry, …</td><td>✅ Done</td></tr><tr><td><strong>C8.4</strong></td><td><code>praisonai/cli/legacy/</code> + <code>prompt_dispatch.py</code> in code</td><td>✅ Partial</td></tr><tr><td><strong>C8.5</strong></td><td>Bridge normalisation + <code>TemplateStore</code> / <code>SessionStore</code> / <code>ServeHandler</code> protocols</td><td>✅ Done</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:separator -->
+<hr class="wp-block-separator has-alpha-channel-opacity"/>
+<!-- /wp:separator -->
+
+<!-- wp:heading -->
+<h2 class="wp-block-heading">📦 Three tiers at a glance</h2>
+<!-- /wp:heading -->
+
+<!-- wp:merpress/mermaidjs {"align":"full"} -->
+<div class="wp-block-merpress-mermaidjs diagram-source-mermaid alignfull"><pre class="mermaid">%%{init: {"theme": "base", "themeVariables": {"background": "transparent", "lineColor": "#000000"}}}%%
+flowchart TB
+  subgraph tier1 ["Tier 1 — Core SDK"]
+    Agents["praisonaiagents<br/>Agent, tools, memory, hooks, protocols"]
+  end
+  subgraph tier2 ["Tier 2 — Terminal CLI"]
+    Code["praisonai-code<br/>run, chat, code, Typer, runtime"]
+  end
+  subgraph tier3 ["Tier 3 — Wrapper"]
+    Wrapper["praisonai<br/>gateway, bots, framework_adapters, repatriated CLI"]
+  end
+  Agents --> Code
+  Agents --> Wrapper
+  Code -.->|"bridge only<br/>0 direct imports"| Wrapper
+  classDef agent fill:#8B0000,color:#fff
+  classDef tool fill:#189AB4,color:#fff
+  classDef decision fill:#444,color:#fff
+  class Agents agent
+  class Code tool
+  class Wrapper decision
+</pre></div>
+<!-- /wp:merpress/mermaidjs -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Tier</th><th>Package</th><th>Owns</th><th>Version (v4.6.113)</th></tr></thead><tbody><tr><td><strong>1</strong></td><td><code>praisonaiagents</code></td><td>Agent, tools, memory, hooks, CLI protocols (C8.5)</td><td>1.6.113</td></tr><tr><td><strong>2</strong></td><td><code>praisonai-code</code></td><td><code>run</code>, <code>chat</code>, <code>code</code>, Typer hot path, bridge</td><td>0.0.11</td></tr><tr><td><strong>3</strong></td><td><code>praisonai</code></td><td>bots, gateway, adapters, repatriated commands/features</td><td>4.6.113</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:heading {"level":3} -->
+<h3 class="wp-block-heading">Tier 1 — <code>praisonaiagents</code></h3>
+<!-- /wp:heading -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Module</th><th>What it does</th></tr></thead><tbody><tr><td><code>agent/</code></td><td>Agent class, execution, handoffs</td></tr><tr><td><code>tools/</code></td><td><code>@tool</code>, BaseTool, registry</td></tr><tr><td><code>memory/</code>, <code>hooks/</code>, <code>llm/</code></td><td>Memory, events, model routing</td></tr><tr><td><code>frameworks/</code></td><td>Protocols only — not CrewAI/AutoGen impls</td></tr><tr><td><code>cli/protocols.py</code></td><td><strong>C8.5:</strong> TemplateStore, SessionStore, ServeHandler protocols</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:heading {"level":3} -->
+<h3 class="wp-block-heading">Tier 2 — <code>praisonai-code</code></h3>
+<!-- /wp:heading -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Component</th><th>What it does</th></tr></thead><tbody><tr><td><code>run/chat/code</code></td><td>Agentic hot path — standalone, strict gate</td></tr><tr><td><code>cli/app.py</code></td><td>Typer router + <code>_WRAPPER_RESIDENT_COMMANDS</code></td></tr><tr><td><code>_wrapper_bridge.py</code></td><td><strong>Only</strong> path to wrapper modules (string-based lazy import)</td></tr><tr><td><code>cli/commands/serve.py</code></td><td>SDK serve + bridge to wrapper gateway/endpoints</td></tr><tr><td><code>cli/features/doctor/</code></td><td>Health checks; wrapper checks SKIP if standalone</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:heading {"level":3} -->
+<h3 class="wp-block-heading">Tier 3 — <code>praisonai</code> (now owns repatriated CLI)</h3>
+<!-- /wp:heading -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Component</th><th>What it does</th></tr></thead><tbody><tr><td><code>cli/commands/*</code></td><td>bot, gateway, train, langfuse, docs, n8n, replay, …</td></tr><tr><td><code>cli/features/*</code></td><td>recipe, templates, deploy, eval, serve orchestration</td></tr><tr><td><code>cli/legacy/</code></td><td>inbuilt_tools, framework_run (C8.4)</td></tr><tr><td><code>bots/</code>, <code>gateway/</code></td><td>Multi-platform bot orchestration</td></tr><tr><td><code>framework_adapters/</code></td><td>CrewAI, AutoGen, registry</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:separator -->
+<hr class="wp-block-separator has-alpha-channel-opacity"/>
+<!-- /wp:separator -->
+
+<!-- wp:heading -->
+<h2 class="wp-block-heading">🔀 CLI routing</h2>
+<!-- /wp:heading -->
+
+<!-- wp:merpress/mermaidjs {"align":"full"} -->
+<div class="wp-block-merpress-mermaidjs diagram-source-mermaid alignfull"><pre class="mermaid">%%{init: {"theme": "base", "themeVariables": {"background": "transparent", "lineColor": "#000000"}}}%%
+flowchart LR
+  User[User] --> Entry{Entry}
+  Entry -->|praisonai-code| Hot["run / chat / code"]
+  Entry -->|praisonai| Router[Typer router]
+  Router --> App[praisonai_code.cli.app]
+  Router --> Legacy[Legacy YAML]
+  App --> Resident{_WRAPPER_RESIDENT?}
+  Resident -->|yes + wrapper| WrapCmd[praisonai.cli.commands.*]
+  Resident -->|no| CodeCmd[praisonai_code.cli.commands.*]
+  Resident -->|no wrapper| Hide[Hidden from help]
+  classDef agent fill:#8B0000,color:#fff
+  classDef tool fill:#189AB4,color:#fff
+  classDef decision fill:#444,color:#fff
+  class Hot tool
+  class WrapCmd decision
+  class Resident decision
+</pre></div>
+<!-- /wp:merpress/mermaidjs -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Command type</th><th>Loaded from</th><th>Standalone?</th></tr></thead><tbody><tr><td><code>run</code>, <code>chat</code>, <code>code</code></td><td><code>praisonai_code</code></td><td>✅</td></tr><tr><td><code>bot</code>, <code>gateway</code>, <code>train</code>, …</td><td><code>praisonai.cli.commands.*</code></td><td>❌ hidden</td></tr><tr><td>Legacy YAML / <code>--framework crewai</code></td><td><code>cli/main.py</code> + bridge</td><td>❌</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:quote -->
+<blockquote class="wp-block-quote"><p><strong>C8 change:</strong> 30+ commands are <code>_WRAPPER_RESIDENT</code> — implementation lives only in the wrapper; code package routes lazily with no duplicate modules.</p></blockquote>
+<!-- /wp:quote -->
+
+<!-- wp:separator -->
+<hr class="wp-block-separator has-alpha-channel-opacity"/>
+<!-- /wp:separator -->
+
+<!-- wp:heading -->
+<h2 class="wp-block-heading">🌉 Bridge-only access (post-C8)</h2>
+<!-- /wp:heading -->
+
+<!-- wp:merpress/mermaidjs {"align":"full"} -->
+<div class="wp-block-merpress-mermaidjs diagram-source-mermaid alignfull"><pre class="mermaid">%%{init: {"theme": "base", "themeVariables": {"background": "transparent", "lineColor": "#000000"}}}%%
+sequenceDiagram
+  participant Code as praisonai_code
+  participant Bridge as _wrapper_bridge
+  participant Wrap as praisonai
+  Code->>Bridge: import_wrapper_module("praisonai.cli.features.serve")
+  alt wrapper installed
+    Bridge->>Wrap: importlib.import_module
+    Wrap-->>Code: module handle
+  else standalone
+    Bridge-->>Code: ImportError + pip install praisonai hint
+  end
+</pre></div>
+<!-- /wp:merpress/mermaidjs -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Before C8</th><th>After C8</th></tr></thead><tbody><tr><td>225 direct <code>from praisonai</code> lines</td><td><strong>0</strong> — all bridge string imports</td></tr><tr><td>47 allowlisted files</td><td><strong>0</strong> — empty allowlist</td></tr><tr><td>Duplicate command copies in code + wrapper</td><td>Single impl in wrapper; code routes only</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:separator -->
+<hr class="wp-block-separator has-alpha-channel-opacity"/>
+<!-- /wp:separator -->
+
+<!-- wp:heading -->
+<h2 class="wp-block-heading">🛡️ Import gates (CI)</h2>
+<!-- /wp:heading -->
+
+<!-- wp:merpress/mermaidjs {"align":"full"} -->
+<div class="wp-block-merpress-mermaidjs diagram-source-mermaid alignfull"><pre class="mermaid">%%{init: {"theme": "base", "themeVariables": {"background": "transparent", "lineColor": "#000000"}}}%%
+flowchart TD
+  CI[CI smoke] --> Venv[Standalone venv]
+  Venv --> Hot[Hot-path gate]
+  Venv --> Script[check_c7_imports.sh]
+  Script --> Strict[Strict: run/chat/code/app]
+  Script --> Base["Baseline max 50 lines"]
+  Script --> Allow[Empty allowlist enforced]
+  Venv --> Run[praisonai-code run]
+  classDef tool fill:#189AB4,color:#fff
+  classDef agent fill:#8B0000,color:#fff
+  class CI agent
+  class Script tool
+</pre></div>
+<!-- /wp:merpress/mermaidjs -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Gate</th><th>Check</th><th>Status</th></tr></thead><tbody><tr><td>Hot path</td><td>No module-level wrapper import in main/app/run/chat/code</td><td>✅</td></tr><tr><td>Strict</td><td>Zero wrapper imports in app/run/chat/code</td><td>✅</td></tr><tr><td>Baseline</td><td>≤ <strong>50</strong> direct import lines (current: <strong>0</strong>)</td><td>✅</td></tr><tr><td>Allowlist</td><td>Any offender must be listed (list is empty)</td><td>✅</td></tr><tr><td>Smoke</td><td>Standalone <code>praisonai-code run</code></td><td>✅</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:code -->
+<pre class="wp-block-code"><code>bash scripts/check_c7_imports.sh
+pytest src/praisonai/tests/unit/test_c7_1_boundaries.py
+pytest src/praisonai/tests/unit/test_c5_backward_compat.py</code></pre>
+<!-- /wp:code -->
+
+<!-- wp:separator -->
+<hr class="wp-block-separator has-alpha-channel-opacity"/>
+<!-- /wp:separator -->
+
+<!-- wp:heading -->
+<h2 class="wp-block-heading">🔌 Framework adapters</h2>
+<!-- /wp:heading -->
+
+<!-- wp:merpress/mermaidjs {"align":"full"} -->
+<div class="wp-block-merpress-mermaidjs diagram-source-mermaid alignfull"><pre class="mermaid">%%{init: {"theme": "base", "themeVariables": {"background": "transparent", "lineColor": "#000000"}}}%%
+flowchart TB
+  subgraph sdk [praisonaiagents]
+    P[frameworks protocols]
+    CP[cli protocols C8.5]
+  end
+  subgraph wrap [praisonai]
+    R[framework_adapters registry]
+    C[CrewAI AutoGen]
+  end
+  subgraph code [praisonai-code]
+    B[_wrapper_bridge]
+  end
+  P -.-> R
+  CP -.-> wrap
+  B -->|lazy| R
+  classDef agent fill:#8B0000,color:#fff
+  classDef tool fill:#189AB4,color:#fff
+  class P agent
+  class B tool
+</pre></div>
+<!-- /wp:merpress/mermaidjs -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Layer</th><th>Location</th></tr></thead><tbody><tr><td>Framework protocols</td><td><code>praisonaiagents/frameworks/</code></td></tr><tr><td>CLI protocols (C8.5)</td><td><code>praisonaiagents/cli/protocols.py</code></td></tr><tr><td>Implementations</td><td><code>praisonai/framework_adapters/</code></td></tr><tr><td>Access from code</td><td><code>_wrapper_bridge</code> only</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:separator -->
+<hr class="wp-block-separator has-alpha-channel-opacity"/>
+<!-- /wp:separator -->
+
+<!-- wp:heading -->
+<h2 class="wp-block-heading">📋 Milestone status</h2>
+<!-- /wp:heading -->
+
+<!-- wp:table -->
+<figure class="wp-block-table"><table><thead><tr><th>Milestone</th><th>State</th><th>Release</th></tr></thead><tbody><tr><td>C7 hot path</td><td>✅ Complete</td><td>—</td></tr><tr><td>C7.1 boundaries</td><td>✅ Complete</td><td>v4.6.110</td></tr><tr><td><strong>C8 reverse imports</strong></td><td>✅ Complete</td><td><strong>v4.6.113</strong></td></tr><tr><td>C8.4 full main.py split</td><td>⏳ Deferred</td><td>Future</td></tr><tr><td>PyPI splits (bot / frameworks)</td><td>⏳ Out of scope</td><td>—</td></tr></tbody></table></figure>
+<!-- /wp:table -->
+
+<!-- wp:paragraph -->
+<p><a href="https://github.com/MervinPraison/PraisonAI/blob/main/ARCHITECTURE.md">ARCHITECTURE.md</a> · <a href="https://github.com/MervinPraison/PraisonAI/blob/main/src/praisonai/tests/C7.1_BOUNDARIES.md">C7.1 boundaries</a> · <a href="https://github.com/MervinPraison/PraisonAI/blob/main/src/praisonai/tests/C8_BACKLOG.md">C8 backlog</a> · <a href="https://github.com/MervinPraison/PraisonAI/releases/tag/v4.6.113">v4.6.113 release</a> · <a href="https://github.com/MervinPraison/PraisonAI/pull/2590">PR #2590</a></p>
+<!-- /wp:paragraph -->
@@ -17,7 +17,6 @@ GROQ_API_KEY=gsk_...           # Groq (fast inference)
 COHERE_API_KEY=...             # Cohere models
 AZURE_OPENAI_API_KEY=...       # Azure OpenAI
 AZURE_OPENAI_ENDPOINT=...      # Azure OpenAI endpoint
-EVOLINK_API_KEY=...            # EvoLink.AI OpenAI-compatible models. Get yours at https://evolink.ai/dashboard/keys

 # === Optional: Memory backends ===
 MEM0_API_KEY=...               # Mem0 memory service
@@ -6,11 +6,6 @@ labels: bug
 assignees: ''
 ---

-## SDK / package
- [ ] Python (`pip install praisonai` / `praisonaiagents`)
- [ ] TypeScript / JavaScript (`npm install praisonai`) — fixes in `src/praisonai-ts/`
- [ ] Cross-language / parity (file here on PraisonAI)
-
 ## Environment
 - Provider (select one):
  - [ ] Anthropic
@@ -19,7 +14,6 @@ assignees: ''
  - [ ] AWS Bedrock
  - [ ] Other: <!-- specify -->
 - PraisonAI version: <!-- if known -->
- Node.js version (TS/JS only): <!-- e.g. 20.x -->
 - Operating System: <!-- e.g. macOS 14.3, Windows 11, Ubuntu 22.04 -->

 ## Full Code
@@ -37,4 +31,4 @@ assignees: ''
 <!-- What actually happened -->

 ## Additional Context
-<!-- Add any other context about the problem here, such as screenshots, logs, etc. -->
+<!-- Add any other context about the problem here, such as screenshots, logs, etc. --> 
@@ -222,13 +222,10 @@ runs:

        STEP 2 — ARCHITECTURE VALIDATION & ROUTING (MANDATORY before writing code):
        Before implementing anything, answer these questions:
-        - CORE vs WRAPPER vs TOOLS vs PLUGINS ROUTING:
+        - CORE vs WRAPPER vs TOOLS ROUTING:
          1. Core SDK (praisonaiagents/): Only core protocols, base classes, decorators. No heavy implementations.
          2. Wrapper (praisonai/): CLI, heavy implementations, optional dependencies.
-          3. Tools → MervinPraison/PraisonAI-Tools: agent-callable integrations at runtime (Composio, Slack, APIs). Do NOT add to praisonaiagents/.
-          4. Plugins → MervinPraison/PraisonAI-Plugins: lifecycle extensions (tracing, logging, hooks, guardrails). Not agent tools.
-          5. Sandbox backends → PraisonAI-Plugins via `praisonai.sandbox` entry point (core protocol only).
-          6. TypeScript SDK → src/praisonai-ts/ in this monorepo (read src/praisonai-ts/AGENTS.md for TS rules).
+          3. Tools (PraisonAI-Tools): Specific integrations, external tools (e.g. SurrealDB, Slack), and community extensions MUST go to the `MervinPraison/PraisonAI-Tools` repository. If the feature is a tool, clone `https://github.com/MervinPraison/PraisonAI-Tools`, implement it there, and create the PR using `gh pr create -R MervinPraison/PraisonAI-Tools`.
        - Does it duplicate existing functionality? Check if Agent already supports this via existing params (reflection, planning, tools, hooks, memory).
        - Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
        - Does it inherit from Agent properly? New agent types MUST inherit Agent, not wrap it with composition.
@@ -288,7 +285,7 @@ runs:
        fi
        
        # Add allowed tools (include GitHub tools by default)
-        TOOLS="mcp__github__get_issue,mcp__github__get_issue_comments,mcp__github__update_issue,mcp__github__search_issues,mcp__github__list_issues,mcp__github__add_issue_comment,mcp__github__get_pull_request,mcp__github__get_pull_request_files,mcp__github__get_pull_request_reviews,mcp__github__get_pull_request_status,Read,Write,Edit,Bash"
+        TOOLS="mcp__github__get_issue,mcp__github__get_issue_comments,mcp__github__update_issue,mcp__github__search_issues,mcp__github__list_issues,mcp__github__create_comment,Read,Write,Edit,Bash"
        if [[ -n "$INPUT_ALLOWED_TOOLS" ]]; then
          TOOLS="$TOOLS,$INPUT_ALLOWED_TOOLS"
        fi
@@ -328,7 +325,6 @@ runs:
        
        # Execute Claude Code with timeout, using stdin for the prompt
        TIMEOUT_SECONDS=$(($INPUT_TIMEOUT_MINUTES * 60))
-        timeout $TIMEOUT_SECONDS claude "${CMD_ARGS[@]}" < "$PROMPT_FILE" \
-          | tee "$GITHUB_WORKSPACE/.claude-assess-output.jsonl"
+        timeout $TIMEOUT_SECONDS claude "${CMD_ARGS[@]}" < "$PROMPT_FILE"
        
        echo "✅ Claude Code execution completed" 
@@ -1,5 +1,5 @@
 name: Install PraisonAI monorepo packages
-description: Install praisonai-agents, praisonai-code, praisonai-bot, praisonai-train, praisonai-browser, praisonai-mcp, praisonai-sandbox, praisonai-deploy, and praisonai wrapper from local paths (mirrors PyPI nine-package install order).
+description: Install praisonai-agents, praisonai-code, and praisonai wrapper from local paths (mirrors PyPI three-package install order).

 inputs:
  repo-root:
@@ -36,11 +36,6 @@ runs:
        AGENTS_PKG="${BASE}src/praisonai-agents"
        CODE_PKG="${BASE}src/praisonai-code"
        BOT_PKG="${BASE}src/praisonai-bot"
-        TRAIN_PKG="${BASE}src/praisonai-train"
-        BROWSER_PKG="${BASE}src/praisonai-browser"
-        MCP_PKG="${BASE}src/praisonai-mcp"
-        SANDBOX_PKG="${BASE}src/praisonai-sandbox"
-        DEPLOY_PKG="${BASE}src/praisonai-deploy"
        WRAPPER_PKG="${BASE}src/praisonai"

        normalise_extras() {
@@ -62,16 +57,6 @@ runs:
          uv pip install --system -e .
          cd "$BOT_PKG"
          uv pip install --system -e .
-          cd "$TRAIN_PKG"
-          uv pip install --system -e .
-          cd "$BROWSER_PKG"
-          uv pip install --system -e .
-          cd "$MCP_PKG"
-          uv pip install --system -e .
-          cd "$SANDBOX_PKG"
-          uv pip install --system -e .
-          cd "$DEPLOY_PKG"
-          uv pip install --system -e .
          cd "$WRAPPER_PKG"
          uv pip install --system "${WRAPPER_SUFFIX}"
        else
@@ -81,16 +66,6 @@ runs:
          pip install -e .
          cd "$BOT_PKG"
          pip install -e .
-          cd "$TRAIN_PKG"
-          pip install -e .
-          cd "$BROWSER_PKG"
-          pip install -e .
-          cd "$MCP_PKG"
-          pip install -e .
-          cd "$SANDBOX_PKG"
-          pip install -e .
-          cd "$DEPLOY_PKG"
-          pip install -e .
          cd "$WRAPPER_PKG"
          pip install -e "${WRAPPER_SUFFIX}"
        fi
@@ -33,20 +33,12 @@ steps:
      Second, read the issue: execute_command 'cat .github/triage-context.md'. Do NOT pass cwd.

      Third, read architecture guidelines: execute_command 'cat src/praisonai-agents/AGENTS.md'.
-      If the issue is TypeScript/JavaScript SDK, also execute_command 'cat src/praisonai-ts/AGENTS.md'.

-      Fourth, decide routing before planning:
-      - TypeScript/JavaScript SDK → src/praisonai-ts/ in this monorepo (read src/praisonai-ts/AGENTS.md).
-      - Tools → PraisonAI-Tools: agent-callable integrations at runtime (Composio, Slack, APIs).
-      - Plugins → PraisonAI-Plugins: lifecycle extensions (tracing, logging, hooks, guardrails).
-      - Sandbox backends → PraisonAI-Plugins via `praisonai.sandbox` entry point.
-      Core SDK/wrapper for Python protocols and CLI; external repos for Tools/Plugins/Docs only.
-
-      Fifth, decide if this issue requires code changes:
+      Fourth, decide if this issue requires code changes:
      - If YES: identify the exact files and lines that must change. Output a concrete file-level plan.
      - If NO (question, discussion, duplicate, invalid): say so clearly. No code changes needed.

-      Output: routing decision (Core / Wrapper / TS-monorepo / Tools-external / Plugins-external / No-change), validation result, and exact files/lines to change.
+      Output: routing decision (Core SDK / Wrapper / Tools / No-change), validation result, and exact files/lines to change.
    expected_output: A decision on whether code changes are needed, and if so a concrete file-level plan.

  - name: Implement Fix
@@ -3,7 +3,7 @@
 * @see .github/workflows/auto-pr-comment.yml, claude.yml, bot-pr-recovery.yml
 */

-const KICK_AUTHORS = new Set(['MervinPraison', 'github-actions[bot]', 'praisonai-triage-agent[bot]']);
+const KICK_AUTHORS = new Set(['MervinPraison', 'github-actions[bot]']);
 const BOT_PR_AUTHORS = new Set(['praisonai-triage-agent[bot]', 'github-actions[bot]']);

 async function listAllComments(github, owner, repo, issueNumber) {
@@ -1,93 +0,0 @@
-#!/usr/bin/env node
-/**
- * Run: node .github/scripts/ci-failure-claude-selftest.js
- */
-const ciFix = require('./ci-failure-claude.js');
-const mergeGate = require('./merge-gate.js');
-
-let failed = 0;
-function assert(name, cond) {
-  if (!cond) {
-    console.error('FAIL:', name);
-    failed += 1;
-  } else {
-    console.log('ok:', name);
-  }
-}
-
-const LOG_2767 = `
-test-core (cli)	UNKNOWN STEP	2026-07-07T17:21:49.8096670Z FAILED (0.0100s) tests/unit/cli/test_typer_cli.py::TestConfigCommand::test_config_list - ValueError: I/O operation on closed file.
-test-core (cli)	UNKNOWN STEP	2026-07-07T17:21:49.8097323Z ============= 1 failed, 1401 passed, 1 skipped in 88.86s (0:01:28) =============
-test-core (cli)	UNKNOWN STEP	2026-07-07T17:21:49.8693341Z ##[error]Process completed with exit code 1.
-`;
-
-const parsed = ciFix.parsePytestFailures(LOG_2767);
-assert('parses pytest failure from log', parsed.length === 1);
-assert(
-  'extracts test path',
-  parsed[0]?.testId === 'tests/unit/cli/test_typer_cli.py::TestConfigCommand::test_config_list'
-);
-assert(
-  'extracts error message',
-  parsed[0]?.error.includes('ValueError: I/O operation on closed file')
-);
-
-const comment = ciFix.buildCiFixComment({
-  headSha: 'dfb81bb0ae7f36bf8d66d8f45053464c18c005a3',
-  failedChecks: [
-    {
-      name: 'test-core (cli)',
-      workflow: 'Core Tests',
-      html_url: 'https://github.com/MervinPraison/PraisonAI/actions/runs/28885180173/job/85683605433',
-    },
-  ],
-  failureSummaries: [{ jobName: 'test-core (cli)', failures: parsed }],
-});
-assert('comment includes @claude', comment.includes('@claude'));
-assert('comment includes short sha', comment.includes('dfb81bb0'));
-assert('comment includes test path', comment.includes('test_typer_cli.py::TestConfigCommand::test_config_list'));
-assert('comment includes job url', comment.includes('85683605433'));
-assert('comment requires critical review verdict', comment.includes('Critical review first'));
-assert('comment forbids weakening tests', comment.includes('do not weaken, skip, or delete tests'));
-assert('comment mentions SDK guardrails', comment.includes('SDK guardrails'));
-assert('comment asks for legitimacy verdict', comment.includes('legitimate fix'));
-
-const headSha = 'dfb81bb0ae7f36bf8d66d8f45053464c18c005a3';
-const commentsWithFix = [
-  {
-    user: { login: 'MervinPraison' },
-    body: '@claude CI failed on HEAD `dfb81bb0`. Please fix...',
-    created_at: '2026-07-07T18:00:00Z',
-  },
-];
-assert('sha dedup detects existing comment', ciFix.hasCiFixCommentForSha(commentsWithFix, headSha));
-
-const skipNoFinal = ciFix.shouldSkipCiFix({
-  comments: [],
-  headSha,
-  labels: [],
-  hasFinal: false,
-  claudeInProgress: false,
-  failedChecks: [{ name: 'test-core' }],
-});
-assert('skips when final not posted', skipNoFinal.skip && skipNoFinal.reason.includes('final'));
-
-const skipPending = ciFix.shouldSkipCiFix({
-  comments: [],
-  headSha,
-  labels: [ciFix.CI_FIX_LABEL],
-  hasFinal: true,
-  claudeInProgress: false,
-  failedChecks: [{ name: 'test-core' }],
-});
-assert('skips when ci fix pending label', skipPending.skip && skipPending.reason.includes('pending'));
-
-const failedRuns = mergeGate.listFailedChecksOnSha([
-  { status: 'completed', conclusion: 'success', name: 'smoke' },
-  { status: 'completed', conclusion: 'failure', name: 'test-core (cli)' },
-  { status: 'in_progress', conclusion: null, name: 'pending-job' },
-]);
-assert('listFailedChecksOnSha finds failures only', failedRuns.length === 1);
-assert('failed check name', failedRuns[0].name === 'test-core (cli)');
-
-process.exit(failed ? 1 : 0);
@@ -1,294 +0,0 @@
-/**
- * Post @claude comments with CI failure details for internal PRs.
- * @see .github/workflows/ci-failure-claude.yml
- */
-
-const mergeGate = require('./merge-gate.js');
-
-const CI_FIX_LABEL = 'claude-ci-fix-pending';
-const COOLDOWN_MS = 12 * 60 * 60 * 1000;
-const AUTO_ACTORS = mergeGate.AUTO_ACTORS;
-const MAX_FAILURES = 15;
-const MAX_JOBS_TO_FETCH = 5;
-
-function shortSha(headSha) {
-  return (headSha || '').slice(0, 8);
-}
-
-function ciFixShaMarker(headSha) {
-  return `ci failed on head \`${shortSha(headSha)}`.toLowerCase();
-}
-
-function isCiFixComment(comment) {
-  const body = (comment.body || '').toLowerCase();
-  return body.includes('@claude') && body.includes('ci failed on head');
-}
-
-function hasCiFixCommentForSha(comments, headSha) {
-  const marker = shortSha(headSha).toLowerCase();
-  return comments.some((c) => {
-    if (!AUTO_ACTORS.includes(c.user.login)) return false;
-    if (!isCiFixComment(c)) return false;
-    return (c.body || '').toLowerCase().includes(marker);
-  });
-}
-
-function hasRecentCiFixComment(comments, headSha) {
-  const cutoff = Date.now() - COOLDOWN_MS;
-  const marker = shortSha(headSha).toLowerCase();
-  return comments.some((c) => {
-    if (!AUTO_ACTORS.includes(c.user.login)) return false;
-    if (!isCiFixComment(c)) return false;
-    const body = (c.body || '').toLowerCase();
-    if (body.includes(marker)) return true;
-    return new Date(c.created_at).getTime() > cutoff;
-  });
-}
-
-function shouldSkipCiFix({ comments, headSha, labels, hasFinal, claudeInProgress, failedChecks }) {
-  if (!failedChecks.length) return { skip: true, reason: 'no failed checks' };
-  if (labels.includes(CI_FIX_LABEL)) return { skip: true, reason: 'ci fix pending' };
-  if (!hasFinal) return { skip: true, reason: 'awaiting final claude review trigger' };
-  if (claudeInProgress) return { skip: true, reason: 'claude in progress' };
-  if (hasCiFixCommentForSha(comments, headSha)) {
-    return { skip: true, reason: 'already commented for this sha' };
-  }
-  if (hasRecentCiFixComment(comments, headSha)) {
-    return { skip: true, reason: 'recent ci fix comment cooldown' };
-  }
-  return { skip: false };
-}
-
-function parsePytestFailures(logText) {
-  if (!logText) return [];
-  const lines = logText.split('\n');
-  const failures = [];
-  const seen = new Set();
-
-  for (let i = lines.length - 1; i >= 0 && failures.length < MAX_FAILURES; i -= 1) {
-    const line = lines[i].trim();
-    if (!line) continue;
-
-    const pytestMatch = line.match(
-      /FAILED\s*(?:\([^)]+\))?\s+(tests\/[^\s]+(?:::[^\s-]+)*)\s*-\s*(.+)/i
-    );
-    if (pytestMatch) {
-      const testId = pytestMatch[1];
-      if (!seen.has(testId)) {
-        seen.add(testId);
-        failures.push({ testId, error: pytestMatch[2].trim() });
-      }
-      continue;
-    }
-
-    const errorMatch = line.match(/##\[error\](.+)/);
-    if (errorMatch && /tests\//.test(errorMatch[1])) {
-      const msg = errorMatch[1].trim();
-      if (!seen.has(msg)) {
-        seen.add(msg);
-        failures.push({ testId: msg, error: msg });
-      }
-    }
-  }
-
-  return failures;
-}
-
-async function fetchJobFailureSummary(github, owner, repo, jobId, jobName) {
-  try {
-    const response = await github.rest.actions.downloadJobLogsForWorkflowRun({
-      owner,
-      repo,
-      job_id: jobId,
-    });
-    let logText = typeof response.data === 'string' ? response.data : String(response.data || '');
-    if (logText.length > 100000) {
-      logText = logText.slice(-100000);
-    }
-    return { jobName, jobId, failures: parsePytestFailures(logText) };
-  } catch (err) {
-    return { jobName, jobId, failures: [], error: err.message };
-  }
-}
-
-function mapFailedChecks(runs) {
-  return runs.map((run) => ({
-    name: run.name,
-    id: run.id,
-    html_url: run.html_url || run.details_url,
-    workflow: run.app?.slug || run.check_suite?.app?.slug || run.name,
-  }));
-}
-
-function buildCiFixComment({ headSha, failedChecks, failureSummaries }) {
-  const parts = [
-    `@claude CI failed on HEAD \`${shortSha(headSha)}\`. Please fix the failures below and push to this branch.`,
-    '',
-    '## Failed checks',
-  ];
-
-  for (const check of failedChecks) {
-    parts.push(`- **${check.workflow || check.name}** / \`${check.name}\` — ${check.html_url}`);
-  }
-
-  parts.push('', '## Failures (extracted)');
-  let idx = 0;
-  for (const summary of failureSummaries) {
-    for (const failure of summary.failures) {
-      idx += 1;
-      if (idx > MAX_FAILURES) break;
-      parts.push(`${idx}. \`${failure.testId}\` — \`${failure.error}\``);
-      parts.push(`   - Job: \`${summary.jobName}\``);
-    }
-    if (idx >= MAX_FAILURES) break;
-  }
-
-  if (idx === 0) {
-    parts.push('_(Could not extract pytest details — see job logs above.)_');
-  }
-
-  const exampleTest = failureSummaries.find((s) => s.failures.length)?.failures[0]?.testId;
-  parts.push(
-    '',
-    '## Critical review first',
-    'Before changing code or tests, decide **which side is wrong**:',
-    '1. **Legitimate feature change** — the PR intent is correct but implementation or tests need updating. Preserve SDK guarantees; update tests only when behaviour intentionally changed and document why.',
-    '2. **Regression / bug in this PR** — the failure exposes a real breakage introduced here. Fix the implementation; **do not weaken, skip, or delete tests** just to go green.',
-    '3. **Pre-existing flake or unrelated failure** — say so explicitly; prefer fixing the root cause over masking it.',
-    '',
-    '**SDK guardrails (AGENTS.md):**',
-    '- Agent-callable tools → PraisonAI-Tools; lifecycle plugins → PraisonAI-Plugins; sandbox backends → PraisonAI-Plugins (`praisonai.sandbox`) — not praisonaiagents/.',
-    '- Do not disturb core SDK contracts to accommodate a wrapper/feature change.',
-    '- Tests must continue to guard backward compatibility and hot-path behaviour — passing CI by lowering test standards is not acceptable.',
-    '- If the feature does not genuinely add SDK value, recommend reverting or narrowing scope instead of patching around failures.',
-    '',
-    '## What to do',
-    '1. State your verdict: **legitimate fix**, **regression fix**, or **needs human review** — and why (1–3 sentences).',
-    '2. Fix root cause with **minimal changes**; never bloat the Agent class with extra params.',
-    exampleTest
-      ? `3. Run failing tests locally, e.g. \`pytest ${exampleTest} -q\`, plus any related SDK tests touched by the PR.`
-      : '3. Run failing tests locally with targeted pytest, plus any related SDK tests touched by the PR.',
-    '4. Push to this branch and comment: files changed, review verdict, and why tests still protect SDK behaviour.',
-  );
-
-  return parts.join('\n');
-}
-
-async function maybeClearCiFixLabel(github, owner, repo, prNumber, labels, headSha, core) {
-  if (!labels.includes(CI_FIX_LABEL)) return false;
-  const ciGreen = await mergeGate.allChecksGreenOnSha(github, owner, repo, headSha, core);
-  if (!ciGreen) return false;
-  try {
-    await github.rest.issues.removeLabel({
-      owner,
-      repo,
-      issue_number: prNumber,
-      name: CI_FIX_LABEL,
-    });
-    core?.info?.(`Removed ${CI_FIX_LABEL} from PR #${prNumber}`);
-  } catch (err) {
-    if (err.status !== 404) throw err;
-  }
-  return true;
-}
-
-async function maybeTriggerCiFixClaude(github, owner, repo, prNumber, core, opts = {}) {
-  const baseRepo = `${owner}/${repo}`;
-  const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
-  const pr = ctx.pr;
-
-  if (pr.state !== 'open') return { skipped: true, reason: 'not open' };
-  if (pr.draft) return { skipped: true, reason: 'draft' };
-
-  const headRepo = pr.head.repo?.full_name;
-  if (headRepo && headRepo !== baseRepo && !pr.maintainer_can_modify) {
-    return { skipped: true, reason: 'fork without maintainer edits' };
-  }
-
-  const headSha = pr.head.sha;
-  const labels = ctx.labels;
-
-  if (await maybeClearCiFixLabel(github, owner, repo, prNumber, labels, headSha, core)) {
-    return { skipped: true, reason: 'ci green, label cleared' };
-  }
-
-  const ciGreen = await mergeGate.allChecksGreenOnSha(github, owner, repo, headSha, core);
-  if (ciGreen) return { skipped: true, reason: 'ci green' };
-
-  const runs = await mergeGate.listChecksOnSha(github, owner, repo, headSha);
-  const failedRuns = mergeGate.listFailedChecksOnSha(runs);
-  if (failedRuns.length === 0) {
-    return { skipped: true, reason: 'no failed checks yet (may be pending)' };
-  }
-
-  const hasFinal = mergeGate.hasFinalClaudeReviewTrigger(ctx.comments);
-  const claudeInProgress = await mergeGate.hasInProgressClaudeAssistant(
-    github, owner, repo, prNumber
-  );
-  const skip = shouldSkipCiFix({
-    comments: ctx.comments,
-    headSha,
-    labels,
-    hasFinal,
-    claudeInProgress,
-    failedChecks: failedRuns,
-  });
-  if (skip.skip) return { skipped: true, reason: skip.reason };
-
-  const failedChecks = mapFailedChecks(failedRuns);
-  const failureSummaries = [];
-  for (const check of failedChecks.slice(0, MAX_JOBS_TO_FETCH)) {
-    failureSummaries.push(
-      await fetchJobFailureSummary(github, owner, repo, check.id, check.name)
-    );
-  }
-
-  const body = buildCiFixComment({ headSha, failedChecks, failureSummaries });
-
-  await github.rest.issues.addLabels({
-    owner,
-    repo,
-    issue_number: prNumber,
-    labels: [CI_FIX_LABEL],
-  });
-  await github.rest.issues.createComment({
-    owner,
-    repo,
-    issue_number: prNumber,
-    body,
-  });
-
-  core?.info?.(`Posted CI fix @claude on PR #${prNumber} (${shortSha(headSha)})`);
-  return { triggered: true, headSha: shortSha(headSha) };
-}
-
-async function processWorkflowRunFailure(github, owner, repo, workflowRun, core) {
-  if (workflowRun.conclusion !== 'failure') {
-    return { skipped: true, reason: `conclusion=${workflowRun.conclusion}` };
-  }
-  const allowed = ['Core Tests', 'Optimized Test Suite'];
-  if (!allowed.includes(workflowRun.name)) {
-    return { skipped: true, reason: `workflow ${workflowRun.name}` };
-  }
-  const prNumber = await mergeGate.resolvePrNumberFromWorkflowRun(
-    github, owner, repo, workflowRun
-  );
-  if (!prNumber) return { skipped: true, reason: 'no linked PR' };
-  return maybeTriggerCiFixClaude(github, owner, repo, prNumber, core);
-}
-
-module.exports = {
-  CI_FIX_LABEL,
-  COOLDOWN_MS,
-  ciFixShaMarker,
-  isCiFixComment,
-  hasCiFixCommentForSha,
-  hasRecentCiFixComment,
-  shouldSkipCiFix,
-  parsePytestFailures,
-  fetchJobFailureSummary,
-  buildCiFixComment,
-  maybeClearCiFixLabel,
-  maybeTriggerCiFixClaude,
-  processWorkflowRunFailure,
-};
@@ -27,75 +27,6 @@ const withRecovery = [
 ];
 assert('not stale when @claude after head', !mg.isStaleFinalAfterPush(withRecovery, '2026-06-12T09:00:00Z'));

-const withClaudeReply = [
-  ...finals,
-  {
-    user: { login: 'praisonai-triage-agent[bot]' },
-    body: "**Claude finished @MervinPraison's task** —— [View job](https://github.com/)",
-    created_at: '2026-06-12T08:30:00Z',
-  },
-];
-assert('not stale when Claude replied after FINAL', !mg.isStaleFinalAfterPush(withClaudeReply, '2026-06-12T09:00:00Z'));
-assert('claude final reply detected', mg.isClaudeFinalReplyComment(withClaudeReply[1]));
-
-assert('cancelled detect-and-trigger does not block', mg.OPTIONAL_CANCELLED_CHECKS.has('detect-and-trigger'));
-
-const coreGreenRuns = [
-  { name: 'test-core', status: 'completed', conclusion: 'success' },
-  { name: 'test-core (cli)', status: 'completed', conclusion: 'success' },
-  { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  { name: 'test-windows', status: 'completed', conclusion: 'cancelled' },
-];
-assert('core green allows cancelled smoke', mg.isAcceptableCheckConclusion(
-  { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  coreGreenRuns
-));
-assert('core green allows cancelled test-windows', mg.isAcceptableCheckConclusion(
-  { name: 'test-windows', status: 'completed', conclusion: 'cancelled' },
-  coreGreenRuns
-));
-assert('cancelled smoke blocks when core missing', !mg.isAcceptableCheckConclusion(
-  { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  [{ name: 'smoke', status: 'completed', conclusion: 'cancelled' }]
-));
-assert('cancelled smoke blocks when core failed', !mg.isAcceptableCheckConclusion(
-  { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  [
-    { name: 'test-core', status: 'completed', conclusion: 'failure' },
-    { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-  ]
-));
-assert('bestRunsByName prefers success over cancelled', (() => {
-  const best = mg.bestRunsByName([
-    { name: 'smoke', conclusion: 'cancelled' },
-    { name: 'smoke', conclusion: 'success' },
-  ]);
-  return best.length === 1 && best[0].conclusion === 'success';
-})());
-assert('bestRunsByName prefers pending over completed cancelled', (() => {
-  const best = mg.bestRunsByName([
-    { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-    { name: 'smoke', status: 'in_progress', conclusion: null },
-  ]);
-  return best.length === 1 && best[0].status === 'in_progress';
-})());
-assert('bestRunsByName keeps pending regardless of order', (() => {
-  const best = mg.bestRunsByName([
-    { name: 'smoke', status: 'in_progress', conclusion: null },
-    { name: 'smoke', status: 'completed', conclusion: 'success' },
-  ]);
-  return best.length === 1 && best[0].status === 'in_progress';
-})());
-assert('allChecksGreenOnSha style: pending re-run blocks despite core green', (() => {
-  const runs = mg.bestRunsByName([
-    { name: 'test-core', status: 'completed', conclusion: 'success' },
-    { name: 'smoke', status: 'completed', conclusion: 'cancelled' },
-    { name: 'smoke', status: 'queued', conclusion: null },
-  ]);
-  const smoke = runs.find((r) => r.name === 'smoke');
-  return smoke.status !== 'completed';
-})());
-
 // Stale-FINAL recovery guards (PR #2560 push loop)
 const nowMs = Date.now();
 const iso = (ms) => new Date(ms).toISOString();
@@ -151,40 +82,6 @@ assert('verdict after head accepted', mg.findMergeGateVerdict(
  '2026-06-12T09:00:00Z'
 ) === 'APPROVE');

-const fallbackApprove = [
-  {
-    body: 'MERGE_GATE_VERDICT: APPROVE\n\nAutomated fallback — Claude assess did not post a verdict comment.',
-    created_at: '2026-06-12T10:00:00Z',
-  },
-];
-assert(
-  'automated fallback APPROVE ignored when Opus required',
-  mg.findMergeGateVerdict(fallbackApprove, null, '2026-06-12T09:00:00Z', { excludeAutomatedFallback: true }) === null
-);
-assert(
-  'automated fallback APPROVE still visible without Opus-only filter',
-  mg.findMergeGateVerdict(fallbackApprove, null, '2026-06-12T09:00:00Z') === 'APPROVE'
-);
-
-const fallbackBlockNewFormat = [
-  {
-    body: 'MERGE_GATE_VERDICT: BLOCK\n\nAutomated fallback — Opus merge gate assessment did not complete.',
-    created_at: '2026-06-12T10:00:00Z',
-  },
-];
-assert(
-  'new-format fallback BLOCK ignored when Opus required',
-  mg.findMergeGateVerdict(fallbackBlockNewFormat, null, '2026-06-12T09:00:00Z', { excludeAutomatedFallback: true }) === null
-);
-assert(
-  'new-format fallback BLOCK detected by marker helper',
-  mg.isAutomatedFallbackVerdict(fallbackBlockNewFormat[0].body)
-);
-assert(
-  'findMergeGateVerdict null-safe with explicit null options',
-  mg.findMergeGateVerdict(fallbackApprove, null, '2026-06-12T09:00:00Z', null) === 'APPROVE'
-);
-
 const noise = [{ user: { login: 'MervinPraison' }, body: '**Merge gate scan** — wait for `@claude`', created_at: new Date().toISOString() }];
 assert('diagnostic comment not a trigger', !mg.hasRecentClaudeTrigger(noise, 35));

@@ -213,33 +110,6 @@ assert(
  mg.findMergeGateVerdict(recentVerdictOnHead, null, '2026-06-27T09:55:00Z') === 'APPROVE'
 );

-assert(
-  'scan kickoff text is not a verdict',
-  mg.findMergeGateVerdict([
-    {
-      body: '**Merge gate scan** — eligible for assessment. Claude merge gate will assess and may auto-merge if `MERGE_GATE_VERDICT: APPROVE`.',
-      created_at: '2026-06-27T10:05:00Z',
-    },
-  ], null, '2026-06-27T09:55:00Z') === null
-);
-
-const finalWithFinished = [
-  { user: { login: 'MervinPraison' }, body: '@claude You are the FINAL architecture reviewer.', created_at: '2026-06-27T10:00:00Z' },
-  { user: { login: 'praisonai-triage-agent[bot]' }, body: 'Claude finished', created_at: '2026-06-27T10:05:00Z' },
-];
-assert('final complete requires Claude finished reply', mg.finalClaudeCompletedOnSha(finalWithFinished, '2026-06-27T09:55:00Z'));
-assert('final trigger alone is incomplete', !mg.finalClaudeCompletedOnSha(
-  [{ user: { login: 'MervinPraison' }, body: '@claude You are the FINAL architecture reviewer.', created_at: '2026-06-27T10:00:00Z' }],
-  '2026-06-27T09:55:00Z'
-));
-
-assert('recent scan comment detected', mg.hasRecentMergeGateScanComment([
-  { body: '**Merge gate scan** — eligible', created_at: new Date().toISOString() },
-]));
-assert('old scan comment not recent', !mg.hasRecentMergeGateScanComment([
-  { body: '**Merge gate scan** — eligible', created_at: '2020-01-01T00:00:00Z' },
-]));
-
 // Sensitive + secrets
 assert('workflow path sensitive', mg.sensitivePathReasons([{ filename: '.github/workflows/foo.yml' }]).length === 1);
 assert('ci-only label exempts workflows', mg.sensitivePathReasons(
@@ -284,13 +154,8 @@ const finalAfterRebase = {
  body: '@claude You are the FINAL architecture reviewer.',
  created_at: conflictIso(-20 * 60 * 1000),
 };
-const claudeFinishedAfterRebase = {
-  user: { login: 'praisonai-triage-agent[bot]' },
-  body: 'Claude finished',
-  created_at: conflictIso(-19 * 60 * 1000),
-};
 const headAfterRebase = conflictIso(-21 * 60 * 1000);
-const rebaseComments = [conflictTrigger, rebaseDone, finalAfterRebase, claudeFinishedAfterRebase];
+const rebaseComments = [conflictTrigger, rebaseDone, finalAfterRebase];
 assert('conflict blocks before rebase done', mg.hasRecentConflictComment([conflictTrigger], headAfterRebase));
 assert('conflict clears after rebase + FINAL on HEAD', !mg.hasRecentConflictComment(rebaseComments, headAfterRebase));
 assert('conflict still blocks without FINAL on HEAD', mg.hasRecentConflictComment(
@@ -304,16 +169,6 @@ assert('sdk with tests ok', mg.missingTestsReason([
  { filename: 'src/praisonai-agents/a/b.py', additions: 3 },
  { filename: 'src/praisonai-agents/tests/test_x.py', additions: 10 },
 ]) === null);
-assert('ts sdk without tests', mg.missingTestsReason([
-  { filename: 'src/praisonai-ts/src/agent/simple.ts', additions: 5 },
-]) !== null);
-assert('ts sdk with tests ok', mg.missingTestsReason([
-  { filename: 'src/praisonai-ts/src/agent/simple.ts', additions: 5 },
-  { filename: 'src/praisonai-ts/tests/unit/agent/history-restore.test.ts', additions: 10 },
-]) === null);
-assert('touches ts sdk', mg.touchesSdk([{ filename: 'src/praisonai-ts/src/agent/simple.ts' }]));
-assert('final body requires sdk value table', mg.FINAL_CLAUDE_REVIEW_BODY.includes('| **SDK value** |'));
-assert('final body requires ts agents md', mg.FINAL_CLAUDE_REVIEW_BODY.includes('src/praisonai-ts/AGENTS.md'));

 // PR size
 assert('large PR blocked', mg.prSizeReasons([{ additions: 900 }]).length > 0);
@@ -329,54 +184,4 @@ assert('fork sync PR link rejected', !mg.isInternalPullRequestLink(
  'PraisonAI'
 ));

-assert('dispatch blocked when merge gate active', mg.mergeGateDispatchBlockedReason({
-  labels: ['claude-merge-gate-active'],
-  pendingRuns: 0,
-}) === 'merge gate already active on PR');
-assert('dispatch blocked when queue saturated', mg.mergeGateDispatchBlockedReason({
-  labels: [],
-  pendingRuns: 3,
-})?.includes('already queued or in progress'));
-assert('dispatch allowed when queue below cap', mg.mergeGateDispatchBlockedReason({
-  labels: [],
-  pendingRuns: 2,
-}) == null);
-
-// Pending count excludes workflow_run auto-dispatch probes (PR #4534)
-assert('workflow_run probes excluded from pending count', mg.countSubstantiveMergeGateRuns([
-  { event: 'workflow_dispatch' },
-  { event: 'workflow_run' },
-  { event: 'workflow_run' },
-]) === 1);
-assert('all-probe runs count as zero pending', mg.countSubstantiveMergeGateRuns([
-  { event: 'workflow_run' },
-  { event: 'workflow_run' },
-]) === 0);
-assert('substantive dispatches still counted', mg.countSubstantiveMergeGateRuns([
-  { event: 'workflow_dispatch' },
-  { event: 'schedule' },
-]) === 2);
-assert('countSubstantiveMergeGateRuns null-safe', mg.countSubstantiveMergeGateRuns(null) === 0);
-assert('rate limit threshold is 200', mg.MIN_CORE_RATE_LIMIT_REMAINING === 200);
-
-(async () => {
-  const skipLow = await mg.shouldSkipMergeGateDispatch(
-    {
-      rest: {
-        rateLimit: {
-          get: async () => ({ data: { resources: { core: { remaining: 50 } } } }),
-        },
-      },
-    },
-    'owner',
-    'repo',
-    1,
-    { info: () => {} }
-  );
-  assert('rate limit low skips dispatch', skipLow === true);
-
-  process.exit(failed ? 1 : 0);
-})().catch((err) => {
-  console.error(err);
-  process.exit(1);
-});
+process.exit(failed ? 1 : 0);
@@ -17,8 +17,7 @@ const PR_MAX_AUTO_FILES = 30;
 const MANUAL_ONLY_LABELS = new Set(['security', 'breaking-change', 'needs-manual-review', 'release']);
 const WORKFLOW_ONLY_LABEL = 'merge-gate-ci-only';
 const CI_ONLY_PATH_PREFIXES = ['.github/workflows/', '.github/actions/', '.github/scripts/merge-gate'];
-const SDK_PATH_PREFIXES = ['src/praisonai-agents/', 'src/praisonai/', 'src/praisonai-ts/'];
-const TS_SDK_SOURCE_PREFIX = 'src/praisonai-ts/src/';
+const SDK_PATH_PREFIXES = ['src/praisonai-agents/', 'src/praisonai/'];
 const SENSITIVE_PATH_PATTERNS = [
  /^\.github\/workflows\//,
  /praisonaiagents\/(auth|approval|policy|sandbox)\//,
@@ -27,17 +26,7 @@ const SENSITIVE_PATH_PATTERNS = [
  /\.env(\.|$)/,
  /credentials\.json$/i,
 ];
-const REQUIRED_SDK_CHECK_PATTERNS = [
-  /test/i,
-  /smoke/i,
-  /core/i,
-  /python package/i,
-  /comprehensive/i,
-  /optimized/i,
-  /praisonai-ts/i,
-  /npm/i,
-  /webview/i,
-];
+const REQUIRED_SDK_CHECK_PATTERNS = [/test/i, /smoke/i, /core/i, /python package/i, /comprehensive/i, /optimized/i];
 const SECRET_PATTERNS = [
  /sk-[a-zA-Z0-9]{20,}/,
  /AKIA[0-9A-Z]{16}/,
@@ -52,11 +41,6 @@ const BLOCK_LABELS = new Set([
  'no-auto-merge',
  'auto-merged-by-gate',
 ]);
-const MERGE_READY_LABEL = 'pipeline/merge-ready';
-/** Superseded concurrency runs; must not block merge when real tests passed. */
-const OPTIONAL_CANCELLED_CHECKS = new Set(['detect-and-trigger']);
-/** Cancelled smoke/windows after timeout are non-blocking when core shards passed on HEAD. */
-const OPTIONAL_CANCELLED_WHEN_CORE_GREEN = new Set(['smoke', 'test-windows']);
 const BOT_REVIEWER_PATTERNS = [
  'coderabbit',
  'qodo',
@@ -83,16 +67,6 @@ function isClaudeTriggerNoise(c) {
  return false;
 }

-function isClaudeFinalReplyComment(c) {
-  const login = (c.user?.login || '').toLowerCase();
-  const fromAutomation =
-    login.includes('praisonai-triage') ||
-    login.includes('github-actions') ||
-    AUTO_ACTORS.some((a) => a.toLowerCase() === login);
-  if (!fromAutomation) return false;
-  return (c.body || '').includes('Claude finished');
-}
-
 function hasRecentClaudeTrigger(comments, minutes = 35) {
  const cutoff = Date.now() - minutes * 60 * 1000;
  return comments.some((c) => {
@@ -111,47 +85,15 @@ function isConflictRebaseTriggerComment(c) {

 function isConflictRebaseCompletionComment(c) {
  const login = (c.user?.login || '').toLowerCase();
-  const fromAutomation =
-    login.includes('praisonai-triage') ||
-    login.includes('github-actions') ||
-    AUTO_ACTORS.some((a) => a.toLowerCase() === login);
-  if (!fromAutomation) return false;
+  if (!login.includes('praisonai-triage') && !login.includes('github-actions')) return false;
  const body = (c.body || '').toLowerCase();
  return (
    body.includes('rebase complete') ||
    body.includes('rebase onto') ||
-    body.includes('force-pushed') ||
    (body.includes('conflict') && body.includes('resolved'))
  );
 }

-/** HEAD landed after conflict rebase but no FINAL @claude since that push. */
-function needsFinalReReviewAfterConflictRebase(comments, headPushedAt) {
-  if (!headPushedAt) return false;
-  const headTime = new Date(headPushedAt).getTime();
-  const conflictTriggers = comments.filter(isConflictRebaseTriggerComment);
-  if (conflictTriggers.length === 0) return false;
-
-  const latestConflict = conflictTriggers.reduce((a, b) =>
-    new Date(a.created_at) > new Date(b.created_at) ? a : b
-  );
-  const conflictTime = new Date(latestConflict.created_at).getTime();
-  if (headTime <= conflictTime) return false;
-
-  const rebaseDone = comments.some(
-    (c) =>
-      new Date(c.created_at).getTime() > conflictTime && isConflictRebaseCompletionComment(c)
-  );
-  if (!rebaseDone) return false;
-
-  const finalsAfterHead = comments.filter(
-    (c) =>
-      isFinalClaudeTriggerComment(c) &&
-      new Date(c.created_at).getTime() >= headTime - 60000
-  );
-  return finalsAfterHead.length === 0;
-}
-
 function conflictRebaseQuiescent(comments, headPushedAt) {
  const conflictTriggers = comments.filter(isConflictRebaseTriggerComment);
  if (conflictTriggers.length === 0) return true;
@@ -233,11 +175,6 @@ function isStaleFinalAfterPush(comments, headPushedAt) {
  );
  const finalTime = new Date(latestFinal.created_at).getTime();
  if (headTime <= finalTime + 60000) return false;
-  const claudeRepliedAfterFinal = comments.some((c) => {
-    if (!isClaudeFinalReplyComment(c)) return false;
-    return new Date(c.created_at).getTime() >= finalTime - 60000;
-  });
-  if (claudeRepliedAfterFinal) return false;
  const claudeSinceHead = comments.some((c) => {
    if (!CLAUDE_TRIGGER_LOGINS.includes(c.user.login)) return false;
    if (isClaudeTriggerNoise(c)) return false;
@@ -292,9 +229,6 @@ function shouldSkipStaleFinalRecovery(comments, headPushedAt, headPusherLogin =
  if (headPusherLogin && isClaudeAutomationLogin(headPusherLogin)) {
    return { skip: true, reason: 'head pushed by Claude automation' };
  }
-  if (needsFinalReReviewAfterConflictRebase(comments, headPushedAt)) {
-    return { skip: false, reason: '' };
-  }
  if (isPushSoonAfterLatestFinal(comments, headPushedAt)) {
    return {
      skip: true,
@@ -315,20 +249,11 @@ function shouldSkipStaleFinalRecovery(comments, headPushedAt, headPusherLogin =
 function finalClaudeCompletedOnSha(comments, headPushedAt) {
  if (!hasFinalClaudeReviewTrigger(comments)) return false;
  if (isStaleFinalAfterPush(comments, headPushedAt)) return false;
-  const finals = comments.filter(isFinalClaudeTriggerComment);
-  if (finals.length === 0) return false;
-  const latestFinal = finals.reduce((a, b) =>
-    new Date(a.created_at) > new Date(b.created_at) ? a : b
-  );
-  const finalTime = new Date(latestFinal.created_at).getTime();
-  return comments.some((c) => {
-    if (!isClaudeFinalReplyComment(c)) return false;
-    return new Date(c.created_at).getTime() >= finalTime - 60000;
-  });
+  return true;
 }

 const FINAL_CLAUDE_REVIEW_BODY =
-  '@claude You are the FINAL architecture reviewer. If the branch is under MervinPraison/PraisonAI (not a fork), you are able to make modifications to this branch and push directly. SCOPE: Review changes in this PR. Python SDK: praisonaiagents, praisonai. TypeScript SDK: src/praisonai-ts/. Do NOT modify src/praisonai-rust. Read ALL comments above from Gemini, Qodo, CodeRabbit, and Copilot carefully before responding.\n\n**MANDATORY READ (before reviewing):**\n- Always read src/praisonai-agents/AGENTS.md\n- If this PR touches src/praisonai-ts/, also read src/praisonai-ts/AGENTS.md §2.1.2 (TS triage + PR review checklist)\n\n**Phase 1: Review per AGENTS.md**\n1. Protocol-driven: check heavy implementations vs core SDK\n2. Backward compatible: ensure zero feature regressions\n3. Performance: no hot-path regressions\n4. SDK value: review in depth whether the change genuinely adds value to the SDK — never add features for the sake of adding them. It must strengthen the SDK (simpler, more user-friendly, robust, world-class, secure). If it does not clearly add value, request changes or recommend rejecting/closing rather than merging scope creep\n5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.\n6. Repo routing: agent-callable tools → PraisonAI-Tools; lifecycle plugins → PraisonAI-Plugins; optional sandbox backends → PraisonAI-Plugins (`praisonai.sandbox` entry point) — request changes if wrongly added to praisonaiagents/\n\n**MANDATORY COMMENT FORMAT — include this Phase 1 table in your review comment:**\n#### Phase 1 — AGENTS.md review\n| Check | Result |\n|---|---|\n| Protocol-driven / no heavy impl in core | ✅ or ❌ + one-line rationale |\n| Backward compatible | ✅ or ❌ + one-line rationale |\n| Performance (hot path) | ✅ or ❌ + one-line rationale |\n| **SDK value** | ✅ or ❌ + one-line rationale (explicitly judge whether the change strengthens the SDK) |\n| No Agent param bloat | ✅ or ❌ + one-line rationale |\n| Repo routing | ✅ or ❌ + one-line rationale |\n\nFor TypeScript PRs (src/praisonai-ts/), also add:\n| TS types / parity / tests | ✅ or ❌ + one-line rationale (npm run build && npm test) |\n\n**Phase 2: FIX Valid Issues**\n7. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n8. Also independently identify and fix any gaps or issues you find in the changed code — do not rely only on prior reviewer feedback\n9. Push all code fixes directly to THIS branch (do NOT create a new PR)\n10. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n11. If all issues are resolved, approve the PR / close the Issue\n12. If blocking issues remain, request changes / leave clear action items';
+  '@claude You are the FINAL architecture reviewer. If the branch is under MervinPraison/PraisonAI (not a fork), you are able to make modifications to this branch and push directly. SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify praisonai-rust or praisonai-ts. Read ALL comments above from Gemini, Qodo, CodeRabbit, and Copilot carefully before responding.\n\n**Phase 1: Review per AGENTS.md**\n1. Protocol-driven: check heavy implementations vs core SDK\n2. Backward compatible: ensure zero feature regressions\n3. Performance: no hot-path regressions\n4. SDK value: review in depth whether the change genuinely adds value to the SDK — never add features for the sake of adding them. It must strengthen the SDK (simpler, more user-friendly, robust, world-class, secure). If it does not clearly add value, request changes or recommend rejecting/closing rather than merging scope creep\n5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.\n\n**Phase 2: FIX Valid Issues**\n5. For any VALID bugs or architectural flaws found by Gemini, CodeRabbit, Qodo, Copilot, or any other reviewer: implement the fix\n6. Push all code fixes directly to THIS branch (do NOT create a new PR)\n7. Comment a summary of exact files modified and what you skipped\n\n**Phase 3: Final Verdict**\n8. If all issues are resolved, approve the PR / close the Issue\n9. If blocking issues remain, request changes / leave clear action items';

 async function getMergeState(github, owner, repo, prNumber) {
  const query = `
@@ -369,87 +294,14 @@ async function getMergeState(github, owner, repo, prNumber) {
  };
 }

-async function listChecksOnSha(github, owner, repo, sha) {
+async function allChecksGreenOnSha(github, owner, repo, sha, core) {
  const { data } = await github.rest.checks.listForRef({
    owner,
    repo,
    ref: sha,
    per_page: 100,
  });
-  return (data.check_runs || []).filter((r) => r.head_sha === sha);
-}
-
-function listFailedChecksOnSha(runs) {
-  return (runs || []).filter((run) => {
-    if (run.status !== 'completed') return false;
-    return run.conclusion === 'failure';
-  });
-}
-
-function isCoreTestRun(run) {
-  const name = run?.name || '';
-  return name === 'test-core' || name.startsWith('test-core ') || name === 'test-core-collect';
-}
-
-function coreTestsGreenOnRuns(runs) {
-  const coreRuns = (runs || []).filter(isCoreTestRun);
-  if (coreRuns.length === 0) return false;
-  return coreRuns.every(
-    (run) =>
-      run.status === 'completed' &&
-      ['success', 'neutral', 'skipped'].includes(run.conclusion)
-  );
-}
-
-function checkConclusionRank(conclusion) {
-  if (conclusion === 'success') return 4;
-  if (conclusion === 'neutral') return 3;
-  if (conclusion === 'skipped') return 2;
-  if (conclusion === 'cancelled') return 1;
-  return 0;
-}
-
-function isPendingRun(run) {
-  return !!(run && run.status && run.status !== 'completed');
-}
-
-function bestRunsByName(runs) {
-  const byName = new Map();
-  for (const run of runs || []) {
-    if (!run) continue;
-    const existing = byName.get(run.name);
-    if (!existing) {
-      byName.set(run.name, run);
-      continue;
-    }
-    const runPending = isPendingRun(run);
-    const existingPending = isPendingRun(existing);
-    if (existingPending) continue;
-    if (
-      runPending ||
-      checkConclusionRank(run.conclusion) > checkConclusionRank(existing.conclusion)
-    ) {
-      byName.set(run.name, run);
-    }
-  }
-  return [...byName.values()];
-}
-
-function isAcceptableCheckConclusion(run, runs) {
-  if (['success', 'neutral', 'skipped'].includes(run.conclusion)) return true;
-  if (run.conclusion === 'cancelled' && OPTIONAL_CANCELLED_CHECKS.has(run.name)) return true;
-  if (
-    run.conclusion === 'cancelled' &&
-    OPTIONAL_CANCELLED_WHEN_CORE_GREEN.has(run.name) &&
-    coreTestsGreenOnRuns(runs)
-  ) {
-    return true;
-  }
-  return false;
-}
-
-async function allChecksGreenOnSha(github, owner, repo, sha, core) {
-  const runs = bestRunsByName(await listChecksOnSha(github, owner, repo, sha));
+  const runs = (data.check_runs || []).filter((r) => r.head_sha === sha);
  if (runs.length === 0) {
    core?.info?.(`No check runs on ${sha.slice(0, 7)} — allowing (e.g. docs-only PR)`);
    return true;
@@ -459,17 +311,11 @@ async function allChecksGreenOnSha(github, owner, repo, sha, core) {
      core?.info?.(`Check pending: ${run.name} (${run.status})`);
      return false;
    }
-    if (!isAcceptableCheckConclusion(run, runs)) {
+    const ok = ['success', 'neutral', 'skipped'].includes(run.conclusion);
+    if (!ok) {
      core?.info?.(`Check failed: ${run.name} (${run.conclusion})`);
      return false;
    }
-    if (
-      run.conclusion === 'cancelled' &&
-      OPTIONAL_CANCELLED_WHEN_CORE_GREEN.has(run.name) &&
-      coreTestsGreenOnRuns(runs)
-    ) {
-      core?.info?.(`Ignoring cancelled ${run.name} — test-core green on HEAD`);
-    }
  }
  return true;
 }
@@ -484,79 +330,6 @@ function hasBlockingClaudeRunForPr(runs, headRef) {
  return (runs || []).some((r) => claudeRunBlocksPr(r, headRef));
 }

-const MERGE_GATE_WORKFLOW_FILE = 'claude-merge-gate.yml';
-const MERGE_GATE_ACTIVE_LABEL = 'claude-merge-gate-active';
-const MAX_PENDING_MERGE_GATE_RUNS = 3;
-const MIN_CORE_RATE_LIMIT_REMAINING = 200;
-
-function mergeGateDispatchBlockedReason({ labels, pendingRuns, maxPending = MAX_PENDING_MERGE_GATE_RUNS }) {
-  if ((labels || []).includes(MERGE_GATE_ACTIVE_LABEL)) {
-    return 'merge gate already active on PR';
-  }
-  if (pendingRuns >= maxPending) {
-    return `${pendingRuns} merge gate run(s) already queued or in progress (max ${maxPending})`;
-  }
-  return null;
-}
-
-// workflow_run probes (auto-dispatch) share concurrency and must not count
-// toward backpressure — they blocked dispatches for merge-ready PRs.
-function countSubstantiveMergeGateRuns(runs) {
-  return (runs || []).filter((r) => r && r.event !== 'workflow_run').length;
-}
-
-async function countPendingMergeGateRuns(github, owner, repo) {
-  let pending = 0;
-  for (const status of ['queued', 'in_progress']) {
-    try {
-      const { data } = await github.rest.actions.listWorkflowRuns({
-        owner,
-        repo,
-        workflow_id: MERGE_GATE_WORKFLOW_FILE,
-        status,
-        per_page: 30,
-      });
-      pending += countSubstantiveMergeGateRuns(data.workflow_runs);
-    } catch {
-      // Best-effort backpressure only.
-    }
-  }
-  return pending;
-}
-
-async function getCoreRateLimitRemaining(github) {
-  try {
-    const { data } = await github.rest.rateLimit.get();
-    return data?.resources?.core?.remaining ?? null;
-  } catch {
-    return null;
-  }
-}
-
-async function shouldSkipMergeGateDispatch(github, owner, repo, prNumber, core, options = {}) {
-  const maxPending = options.maxPending ?? MAX_PENDING_MERGE_GATE_RUNS;
-  const minCoreRemaining = options.minCoreRemaining ?? MIN_CORE_RATE_LIMIT_REMAINING;
-  const remaining = await getCoreRateLimitRemaining(github);
-  if (remaining !== null && remaining < minCoreRemaining) {
-    core?.info?.(
-      `Skip merge gate dispatch for PR #${prNumber}: rate limit low (${remaining} core remaining)`
-    );
-    return true;
-  }
-  const ctx = await loadPrContext(github, owner, repo, prNumber);
-  const pendingRuns = await countPendingMergeGateRuns(github, owner, repo);
-  const reason = mergeGateDispatchBlockedReason({
-    labels: ctx.labels,
-    pendingRuns,
-    maxPending,
-  });
-  if (reason) {
-    core?.info?.(`Skip merge gate dispatch for PR #${prNumber}: ${reason}`);
-    return true;
-  }
-  return false;
-}
-
 async function hasInProgressClaudeAssistant(github, owner, repo, prNumber = null) {
  try {
    const { data } = await github.rest.actions.listWorkflowRuns({
@@ -720,35 +493,18 @@ function prSizeReasons(files) {
 }

 function missingTestsReason(files) {
-  const pySdkAdds = files.filter(
+  const sdkAdds = files.filter(
    (f) =>
      f.filename.startsWith('src/praisonai-agents/') &&
      f.filename.endsWith('.py') &&
      !f.filename.endsWith('__init__.py') &&
      (f.additions || 0) > 0
  );
-  const tsSdkAdds = files.filter(
-    (f) =>
-      f.filename.startsWith(TS_SDK_SOURCE_PREFIX) &&
-      f.filename.endsWith('.ts') &&
-      !f.filename.endsWith('.d.ts') &&
-      (f.additions || 0) > 0
-  );
-  if (pySdkAdds.length === 0 && tsSdkAdds.length === 0) return null;
-  const hasPyTestChange = files.some(
+  if (sdkAdds.length === 0) return null;
+  const hasTestChange = files.some(
    (f) => /\/tests?\//.test(f.filename) || /test_.*\.py$/.test(f.filename) || /_test\.py$/.test(f.filename)
  );
-  const hasTsTestChange = files.some(
-    (f) =>
-      f.filename.startsWith('src/praisonai-ts/tests/') ||
-      /\.(test|spec)\.ts$/.test(f.filename)
-  );
-  if (pySdkAdds.length > 0 && !hasPyTestChange) {
-    return 'Python SDK code added without test file changes — requires manual review';
-  }
-  if (tsSdkAdds.length > 0 && !hasTsTestChange) {
-    return 'TS SDK code added without test file changes — requires manual review';
-  }
+  if (!hasTestChange) return 'SDK code added without test file changes — requires manual review';
  return null;
 }

@@ -953,67 +709,10 @@ async function evaluatePipelineQuiescent(github, owner, repo, prNumber, core, op
  };
 }

-async function listPrNumbersForMergeGateScan(github, owner, repo, core) {
-  let mergeReadyIssues;
-  if (typeof github.paginate === 'function') {
-    mergeReadyIssues = await github.paginate(github.rest.issues.listForRepo, {
-      owner,
-      repo,
-      state: 'open',
-      labels: MERGE_READY_LABEL,
-      per_page: 100,
-    });
-  } else {
-    ({ data: mergeReadyIssues } = await github.rest.issues.listForRepo({
-      owner,
-      repo,
-      state: 'open',
-      labels: MERGE_READY_LABEL,
-      per_page: 100,
-    }));
-  }
-  const mergeReady = mergeReadyIssues
-    .filter((issue) => issue.pull_request)
-    .map((issue) => issue.number)
-    .sort((a, b) => a - b);
-
-  if (mergeReady.length > 0) {
-    core?.info?.(
-      `Merge gate scan: ${mergeReady.length} ${MERGE_READY_LABEL} PR(s) (skipping unlabelled open PRs)`
-    );
-    return mergeReady;
-  }
-
-  core?.info?.(`No ${MERGE_READY_LABEL} PRs — scanning oldest open PRs`);
-  const prs =
-    typeof github.paginate === 'function'
-      ? await github.paginate(github.rest.pulls.list, {
-          owner,
-          repo,
-          state: 'open',
-          per_page: 100,
-          sort: 'created',
-          direction: 'asc',
-        })
-      : (await github.rest.pulls.list({
-          owner,
-          repo,
-          state: 'open',
-          per_page: 100,
-          sort: 'created',
-          direction: 'asc',
-        })).data;
-  return prs.map((pr) => pr.number);
-}
-
 async function selectMergeGateCandidates(github, owner, repo, prNumbers, maxCandidates, core) {
  const readyList = [];
  const skipped = [];
  for (const num of prNumbers) {
-    if (readyList.length >= maxCandidates) {
-      core?.info?.(`Found ${maxCandidates} candidate(s) — skipping remaining PR scans`);
-      break;
-    }
    const result = await evaluatePipelineQuiescent(github, owner, repo, num, core);
    if (result.ready) {
      readyList.push({ pr_number: num, head_sha: result.headSha });
@@ -1028,35 +727,12 @@ async function selectMergeGateCandidates(github, owner, repo, prNumbers, maxCand
  };
 }

-const AUTOMATED_FALLBACK_MARKER = 'Automated fallback —';
-const MERGE_GATE_SCAN_MARKER = 'Merge gate scan';
-
-function isAutomatedFallbackVerdict(body) {
-  return (body || '').includes(AUTOMATED_FALLBACK_MARKER);
-}
-
-function isMergeGateVerdictComment(body) {
-  const text = body || '';
-  if (text.includes(MERGE_GATE_SCAN_MARKER)) return false;
-  return /(?:^|\n)\s*MERGE_GATE_VERDICT:\s*(APPROVE|BLOCK)\b/m.test(text);
-}
-
-function hasRecentMergeGateScanComment(comments, withinMinutes = 30) {
-  const cutoff = Date.now() - withinMinutes * 60 * 1000;
-  return (comments || []).some((c) => {
-    if (!(c.body || '').includes(MERGE_GATE_SCAN_MARKER)) return false;
-    return new Date(c.created_at).getTime() > cutoff;
-  });
-}
-
-function findMergeGateVerdict(comments, minCreatedAt = null, headPushedAt = null, options = {}) {
-  const { excludeAutomatedFallback = false } = options || {};
+function findMergeGateVerdict(comments, minCreatedAt = null, headPushedAt = null) {
  const minTime = minCreatedAt ? new Date(minCreatedAt).getTime() : 0;
  const headTime = headPushedAt ? new Date(headPushedAt).getTime() - 60000 : 0;
  const gateComments = comments
    .filter((c) => {
-      if (!isMergeGateVerdictComment(c.body)) return false;
-      if (excludeAutomatedFallback && isAutomatedFallbackVerdict(c.body)) return false;
+      if (!(c.body || '').includes('MERGE_GATE_VERDICT:')) return false;
      const created = new Date(c.created_at).getTime();
      if (minTime && created < minTime) return false;
      if (headTime && created < headTime) return false;
@@ -1065,8 +741,8 @@ function findMergeGateVerdict(comments, minCreatedAt = null, headPushedAt = null
    .sort((a, b) => new Date(b.created_at) - new Date(a.created_at));
  if (gateComments.length === 0) return null;
  const body = gateComments[0].body || '';
-  if (/MERGE_GATE_VERDICT:\s*APPROVE\b/.test(body)) return 'APPROVE';
-  if (/MERGE_GATE_VERDICT:\s*BLOCK\b/.test(body)) return 'BLOCK';
+  if (body.includes('MERGE_GATE_VERDICT: APPROVE')) return 'APPROVE';
+  if (body.includes('MERGE_GATE_VERDICT: BLOCK')) return 'BLOCK';
  return null;
 }

@@ -1075,27 +751,16 @@ module.exports = {
  AUTO_ACTORS,
  isFinalClaudeTriggerComment,
  isClaudeTriggerNoise,
-  isClaudeFinalReplyComment,
  hasRecentClaudeTrigger,
  hasRecentConflictComment,
  isConflictRebaseTriggerComment,
  isConflictRebaseCompletionComment,
-  needsFinalReReviewAfterConflictRebase,
  conflictRebaseQuiescent,
  hasHumanChangesRequested,
  hasAnyChangesRequested,
  hasFinalClaudeReviewTrigger,
  finalClaudeCompletedOnSha,
  getMergeState,
-  OPTIONAL_CANCELLED_CHECKS,
-  OPTIONAL_CANCELLED_WHEN_CORE_GREEN,
-  isCoreTestRun,
-  coreTestsGreenOnRuns,
-  isPendingRun,
-  bestRunsByName,
-  isAcceptableCheckConclusion,
-  listChecksOnSha,
-  listFailedChecksOnSha,
  allChecksGreenOnSha,
  hasInProgressClaudeAssistant,
  claudeRunBlocksPr,
@@ -1132,21 +797,6 @@ module.exports = {
  FINAL_CLAUDE_REVIEW_BODY,
  loadPrContext,
  evaluatePipelineQuiescent,
-  MERGE_READY_LABEL,
-  listPrNumbersForMergeGateScan,
  selectMergeGateCandidates,
-  isAutomatedFallbackVerdict,
-  AUTOMATED_FALLBACK_MARKER,
-  isMergeGateVerdictComment,
-  hasRecentMergeGateScanComment,
  findMergeGateVerdict,
-  MERGE_GATE_WORKFLOW_FILE,
-  MERGE_GATE_ACTIVE_LABEL,
-  MAX_PENDING_MERGE_GATE_RUNS,
-  MIN_CORE_RATE_LIMIT_REMAINING,
-  getCoreRateLimitRemaining,
-  mergeGateDispatchBlockedReason,
-  countSubstantiveMergeGateRuns,
-  countPendingMergeGateRuns,
-  shouldSkipMergeGateDispatch,
 };
@@ -5,7 +5,6 @@

 const mergeGate = require('./merge-gate.js');
 const chain = require('./bot-pr-review-chain.js');
-const ciFix = require('./ci-failure-claude.js');

 const PIPELINE_PREFIX = 'pipeline/';
 const STAGE_LABELS = [
@@ -156,18 +155,6 @@ async function syncPipelineLabels(github, owner, repo, prNumber, core) {
  }

  core?.info?.(`PR #${prNumber}: stage=${stage} blockers=[${blockers.join(', ')}]`);
-
-  const ciNotGreen = (evalResult.reasons || []).some((r) =>
-    r.toLowerCase().includes('ci not green')
-  );
-  if (ciNotGreen || blockers.includes('pipeline/blocked:ci')) {
-    await ciFix.maybeTriggerCiFixClaude(github, owner, repo, prNumber, core);
-  } else {
-    await ciFix.maybeClearCiFixLabel(
-      github, owner, repo, prNumber, ctx.labels, ctx.headSha, core
-    );
-  }
-
  return {
    synced: true,
    stage,
@@ -181,10 +168,10 @@ async function syncPipelineLabels(github, owner, repo, prNumber, core) {

 async function dispatchMergeGateForOldestReady(github, owner, repo, readyCandidates, core) {
  if (!readyCandidates.length) return 0;
-  const mergeGate = require('./merge-gate.js');
  readyCandidates.sort((a, b) => a.createdAt - b.createdAt);
  for (const cand of readyCandidates) {
-    if (await mergeGate.shouldSkipMergeGateDispatch(github, owner, repo, cand.prNumber, core)) {
+    if ((cand.labels || []).includes('claude-merge-gate-active')) {
+      core?.info?.(`Skip dispatch PR #${cand.prNumber}: merge gate already active`);
      continue;
    }
    await github.rest.repos.createDispatchEvent({
@@ -81,31 +81,4 @@ assert(
  chain.priorReviewersReady([coderabbit, greptile], [geminiReview], { optionalWaitMs: 0 }).ready
 );

-const oldPr = new Date(Date.now() - 31 * 60 * 1000).toISOString();
-assert(
-  'prior not ready without coderabbit before timeout',
-  !chain.priorReviewersReady([greptile], [], { prCreatedAt: new Date().toISOString(), requiredWaitMs: 30 * 60 * 1000 }).ready
-);
-assert(
-  'prior timeout when coderabbit silent after 30m',
-  chain.priorReviewersReady([greptile], [], { prCreatedAt: oldPr, requiredWaitMs: 30 * 60 * 1000 }).ready
-);
-assert(
-  'claude FINAL timeout when required reviewer silent and no prior FINAL',
-  chain.claudeFinalReady([greptile], [], { prCreatedAt: oldPr, requiredWaitMs: 30 * 60 * 1000 }).ready
-);
-assert(
-  'claude FINAL timeout auto-skips copilot without explicit skipCopilot',
-  chain.claudeFinalReady([greptile], [], { prCreatedAt: oldPr, requiredWaitMs: 30 * 60 * 1000 }).copilotSkipped
-);
-const finalClaude = {
-  user: { login: 'github-actions[bot]' },
-  body: '@claude You are the FINAL architecture reviewer for this PR.',
-  created_at: '2026-07-02T07:25:00Z',
-};
-assert(
-  'claude FINAL not re-posted when already triggered',
-  !chain.claudeFinalReady([greptile, finalClaude], [], { prCreatedAt: oldPr, requiredWaitMs: 0 }).ready
-);
-
 process.exit(failed ? 1 : 0);
@@ -16,7 +16,6 @@ const CLAUDE_TRIGGER_LOGINS = new Set(['MervinPraison', 'github-actions[bot]']);
 const REQUIRED_PRIOR = ['coderabbit', 'greptile'];
 const OPTIONAL_PRIOR = ['qodo', 'gemini'];
 const OPTIONAL_PRIOR_WAIT_MS = 20 * 60 * 1000;
-const REQUIRED_PRIOR_WAIT_MS = 30 * 60 * 1000;

 function loginOf(item) {
  return (item?.user?.login || '').toLowerCase();
@@ -76,23 +75,11 @@ function priorReviewerStatus(comments, reviews = []) {

 function priorReviewersReady(comments, reviews = [], options = {}) {
  const waitMs = options.optionalWaitMs ?? OPTIONAL_PRIOR_WAIT_MS;
-  const requiredWaitMs = options.requiredWaitMs ?? REQUIRED_PRIOR_WAIT_MS;
  const prCreatedAt = options.prCreatedAt || null;
  const status = priorReviewerStatus(comments, reviews);

  const missingRequired = REQUIRED_PRIOR.filter((id) => !status[id]);
  if (missingRequired.length) {
-    if (prCreatedAt) {
-      const age = Date.now() - new Date(prCreatedAt).getTime();
-      if (age >= requiredWaitMs) {
-        return {
-          ready: true,
-          reason: `required reviewer timeout (${missingRequired.join(', ')} silent after ${Math.round(requiredWaitMs / 60000)}m)`,
-          status,
-          requiredTimeout: true,
-        };
-      }
-    }
    return { ready: false, reason: `waiting for ${missingRequired.join(', ')}`, status };
  }

@@ -170,13 +157,8 @@ function claudeFinalReady(comments, reviews = [], options = {}) {
  if (!prior.ready) {
    return { ready: false, reason: prior.reason };
  }
-  if (isSkipCopilot(options) || prior.requiredTimeout) {
-    return {
-      ready: true,
-      reason: prior.requiredTimeout ? prior.reason : 'copilot skipped',
-      copilotSkipped: true,
-      requiredTimeout: prior.requiredTimeout,
-    };
+  if (isSkipCopilot(options)) {
+    return { ready: true, reason: 'copilot skipped', copilotSkipped: true };
  }
  const copilot = copilotReviewReady(comments, reviews);
  if (copilot.ready) {
@@ -209,7 +191,6 @@ async function maybeTriggerClaudeFinal(github, owner, repo, prNumber, finalBody,
  const { data: pr } = await github.rest.pulls.get({ owner, repo, pull_number: prNumber });
  const { comments, reviews } = await listCommentsAndReviews(github, owner, repo, prNumber);
  const gate = claudeFinalReady(comments, reviews, {
-    ...options,
    prCreatedAt: pr.created_at,
    optionalWaitMs: options.optionalWaitMs,
    allowCopilotTimeout: options.allowCopilotTimeout !== false,
@@ -224,11 +205,7 @@ async function maybeTriggerClaudeFinal(github, owner, repo, prNumber, finalBody,
    issue_number: prNumber,
    body: finalBody,
  });
-  const note = gate.requiredTimeout
-    ? ' (required reviewer timeout fallback)'
-    : gate.copilotSkipped
-      ? ' (Copilot timeout fallback)'
-      : '';
+  const note = gate.copilotSkipped ? ' (Copilot timeout fallback)' : '';
  core?.info?.(`Posted Claude FINAL on PR #${prNumber}${note}`);
  return { posted: true, reason: '' };
 }
@@ -304,7 +281,6 @@ module.exports = {
  isSkipCopilot,
  REQUIRED_PRIOR,
  OPTIONAL_PRIOR,
-  REQUIRED_PRIOR_WAIT_MS,
  COPILOT_REVIEW_BODY,
  priorReviewerStatus,
  priorReviewersReady,
@@ -11,112 +11,10 @@ assert.ok(versions.currentCode);
 assert.ok(versions.currentWrapper);
 assert.ok(versions.targetCode);
 assert.ok(rg.PACKAGE_PATHS.includes('src/praisonai-code'));
-// Every released package must make the gate's path-change check eligible.
-for (const p of [
-  'src/praisonai', 'src/praisonai-agents', 'src/praisonai-code',
-  'src/praisonai-bot', 'src/praisonai-train', 'src/praisonai-browser',
-  'src/praisonai-mcp', 'src/praisonai-sandbox', 'src/praisonai-deploy',
-]) {
-  assert.ok(rg.PACKAGE_PATHS.includes(p), `PACKAGE_PATHS missing ${p}`);
-}
-
-const noonUtc = new Date('2026-07-08T12:00:00Z');
-const dayStart = rg.utcDayStart(noonUtc);
-assert.strictEqual(dayStart.toISOString(), '2026-07-08T00:00:00.000Z');
-
-function mockGithub({ runs = [], releases = [] } = {}) {
-  return {
-    rest: {
-      actions: {
-        listWorkflowRuns: async () => ({ data: { workflow_runs: runs } }),
-      },
-      repos: {
-        listReleases: async () => ({ data: releases }),
-      },
-    },
-  };
-}

 (async () => {
  assert.strictEqual(await rg.pypiVersionExists('praisonaiagents', '0.0.0'), false);
-
-  assert.strictEqual(rg.PATCH_RELEASE_INTERVAL_DAYS, 3);
-
-  // Dedupe is release-based: a v* release inside the window blocks…
-  const recentRelease = mockGithub({
-    releases: [{ tag_name: 'v4.6.159', published_at: '2026-07-08T09:00:00Z' }],
-  });
-  assert.strictEqual(
-    await rg.hasSuccessfulReleaseWithinDays(recentRelease, 'o', 'r', noonUtc),
-    true
-  );
-
-  const result = await rg.evaluateReleasePreflight(
-    recentRelease, 'o', 'r',
-    { headSha: 'abc', isCiTrigger: false, bump: 'patch', now: noonUtc },
-    null
-  );
-  assert.ok(result.reasons.some((r) => r.includes('every 3 days')));
-
-  // …an old release does not…
-  const oldRelease = mockGithub({
-    releases: [{ tag_name: 'v4.6.150', published_at: '2026-07-04T09:00:00Z' }],
-  });
-  assert.strictEqual(
-    await rg.hasSuccessfulReleaseWithinDays(oldRelease, 'o', 'r', noonUtc),
-    false
-  );
-
-  // …and a dry-run "success" (workflow run, no release) does not consume the
-  // window: only real releases count.
-  const dryRunOnly = mockGithub({
-    runs: [{ conclusion: 'success', created_at: '2026-07-08T09:00:00Z', status: 'completed' }],
-    releases: [],
-  });
-  assert.strictEqual(
-    await rg.hasSuccessfulReleaseWithinDays(dryRunOnly, 'o', 'r', noonUtc),
-    false
-  );
-
-  // Active-run blocking: fresh waiting run blocks…
-  const freshWaiting = mockGithub({
-    runs: [{ status: 'waiting', conclusion: null, created_at: '2026-07-08T11:00:00Z', html_url: 'x' }],
-  });
-  assert.strictEqual(
-    await rg.hasActiveReleaseRun(freshWaiting, 'o', 'r', noonUtc, null),
-    true
-  );
-
-  // …a waiting run stuck longer than STALE_WAITING_HOURS no longer blocks…
-  const staleWaiting = mockGithub({
-    runs: [{ status: 'waiting', conclusion: null, created_at: '2026-07-08T01:00:00Z', html_url: 'x' }],
-  });
-  const warnings = [];
-  const fakeCore = { warning: (m) => warnings.push(m), info: () => {} };
-  assert.strictEqual(rg.STALE_WAITING_HOURS, 6);
-  assert.strictEqual(
-    await rg.hasActiveReleaseRun(staleWaiting, 'o', 'r', noonUtc, fakeCore),
-    false
-  );
-  assert.ok(warnings.length === 1 && warnings[0].includes('approve or cancel'));
-
-  // …but an in_progress run always blocks regardless of age.
-  const oldInProgress = mockGithub({
-    runs: [{ status: 'in_progress', conclusion: null, created_at: '2026-07-07T01:00:00Z', html_url: 'x' }],
-  });
-  assert.strictEqual(
-    await rg.hasActiveReleaseRun(oldInProgress, 'o', 'r', noonUtc, null),
-    true
-  );
-
  console.log('ok: bumpPatch');
  console.log('ok: readVersionsFromTree');
-  console.log('ok: PACKAGE_PATHS covers all 9 released packages');
  console.log('ok: pypiVersionExists missing version');
-  console.log('ok: utcDayStart');
-  console.log('ok: release-based dedupe (recent blocks, old does not)');
-  console.log('ok: dry-run success does not consume the release window');
-  console.log('ok: 3-day dedupe blocks second release');
-  console.log('ok: fresh waiting run blocks; stale waiting run ignored with warning');
-  console.log('ok: in_progress always blocks');
 })();
@@ -4,31 +4,10 @@

 const https = require('https');

-/** Every directory whose changes should make a release eligible — all nine
- * published packages (mirrors the skip_* inputs in pypi-release.yml). */
-const PACKAGE_PATHS = [
-  'src/praisonai',
-  'src/praisonai-agents',
-  'src/praisonai-code',
-  'src/praisonai-bot',
-  'src/praisonai-train',
-  'src/praisonai-browser',
-  'src/praisonai-mcp',
-  'src/praisonai-sandbox',
-  'src/praisonai-deploy',
-];
-/** Minimum days between successful patch auto-releases. */
-const PATCH_RELEASE_INTERVAL_DAYS = 3;
+const PACKAGE_PATHS = ['src/praisonai', 'src/praisonai-agents', 'src/praisonai-code'];
 const ACTIVE_RELEASE_STATUSES = new Set([
  'queued', 'in_progress', 'waiting', 'pending', 'requested',
 ]);
-/** A run stuck in `waiting` (environment approval) longer than this no longer
- * blocks the gate. GitHub only auto-fails unapproved deployments after 30
- * days, so without a cutoff one forgotten manual dispatch stalls all
- * auto-releases for up to a month. The run is warned about, never cancelled —
- * if later approved, the pypi-release concurrency group serializes it and its
- * pypi_exists checks no-op anything already published. */
-const STALE_WAITING_HOURS = 6;

 function bumpPatch(version) {
  const parts = version.split('.');
@@ -84,65 +63,18 @@ function pypiVersionExists(packageName, version) {
  });
 }

-async function hasActiveReleaseRun(github, owner, repo, now = new Date(), core = null) {
+async function hasActiveReleaseRun(github, owner, repo) {
  const runs = await github.rest.actions.listWorkflowRuns({
    owner,
    repo,
    workflow_id: 'pypi-release.yml',
    per_page: 20,
  });
-  const staleCutoff = now.getTime() - STALE_WAITING_HOURS * 60 * 60 * 1000;
-  return runs.data.workflow_runs.some((r) => {
-    if (!ACTIVE_RELEASE_STATUSES.has(r.status) || r.conclusion) return false;
-    if (r.status === 'waiting' && new Date(r.created_at).getTime() < staleCutoff) {
-      if (core) {
-        core.warning(
-          `Ignoring release run waiting >${STALE_WAITING_HOURS}h for environment approval: `
-          + `${r.html_url} — approve or cancel it. It no longer blocks auto-releases.`
-        );
-      }
-      return false;
-    }
-    return true;
-  });
-}
-
-function utcDayStart(now = new Date()) {
-  return new Date(Date.UTC(now.getUTCFullYear(), now.getUTCMonth(), now.getUTCDate()));
-}
-
-function releaseIntervalStart(now = new Date(), intervalDays = PATCH_RELEASE_INTERVAL_DAYS) {
-  return new Date(now.getTime() - intervalDays * 24 * 60 * 60 * 1000);
-}
-
-async function hasSuccessfulReleaseWithinDays(
-  github,
-  owner,
-  repo,
-  now = new Date(),
-  intervalDays = PATCH_RELEASE_INTERVAL_DAYS,
-) {
-  const windowStart = releaseIntervalStart(now, intervalDays);
-  // Dedupe on GitHub releases (v* tags) rather than run conclusions: a
-  // dry_run=true dispatch concludes 'success' without publishing anything and
-  // must not consume the release window. Only a real full release creates a
-  // v* GitHub release (bump_and_release.py's `gh release create`).
-  const releases = await github.rest.repos.listReleases({
-    owner,
-    repo,
-    per_page: 10,
-  });
-  return releases.data.some(
-    (r) => r.tag_name && r.tag_name.startsWith('v')
-      && new Date(r.published_at || r.created_at) >= windowStart
+  return runs.data.workflow_runs.some(
+    (r) => ACTIVE_RELEASE_STATUSES.has(r.status) && !r.conclusion
  );
 }

-/** @deprecated Use hasSuccessfulReleaseWithinDays — kept for selftests. */
-async function hasSuccessfulReleaseToday(github, owner, repo, now = new Date()) {
-  return hasSuccessfulReleaseWithinDays(github, owner, repo, now, 1);
-}
-
 async function lastGreenCoreTestsSha(github, owner, repo) {
  const runs = await github.rest.actions.listWorkflowRuns({
    owner,
@@ -179,21 +111,11 @@ async function evaluateReleasePreflight(github, owner, repo, options, core) {
    return out;
  }

-  const referenceTime = options.now instanceof Date ? options.now : new Date();
-
-  if (await hasActiveReleaseRun(github, owner, repo, referenceTime, core)) {
+  if (await hasActiveReleaseRun(github, owner, repo)) {
    reasons.push('PyPI Release already in progress or awaiting approval');
    return out;
  }

-  if (await hasSuccessfulReleaseWithinDays(github, owner, repo, referenceTime)) {
-    reasons.push(
-      `already released within last ${PATCH_RELEASE_INTERVAL_DAYS} days; `
-      + `max one patch release every ${PATCH_RELEASE_INTERVAL_DAYS} days`
-    );
-    return out;
-  }
-
  let versions;
  try {
    versions = readVersionsFromTree();
@@ -260,35 +182,8 @@ async function evaluateReleasePreflight(github, owner, repo, options, core) {
    out.headSha = evalSha;
    const greenSha = await lastGreenCoreTestsSha(github, owner, repo);
    if (greenSha !== evalSha) {
-      // Core Tests has path filters and honors [skip ci] (the release
-      // safety-net commit uses it), so the tip of main may legitimately have
-      // no Core Tests run of its own — e.g. a docs-only commit, or the
-      // "chore(release): … [skip ci]" commit right after a release. Accept a
-      // green ancestor when nothing under the released package paths changed
-      // after it; otherwise the cron path stalls until the next src/** push.
-      let greenAncestorOk = false;
-      if (greenSha && /^[0-9a-f]{40}$/.test(greenSha)) {
-        try {
-          execSync(`git merge-base --is-ancestor ${greenSha} ${evalSha}`);
-          const delta = execSync(
-            `git diff --name-only ${greenSha} ${evalSha} -- ${PACKAGE_PATHS.join(' ')}`,
-            { encoding: 'utf8' }
-          ).trim();
-          greenAncestorOk = delta === '';
-        } catch {
-          greenAncestorOk = false;
-        }
-      }
-      if (!greenAncestorOk) {
-        reasons.push(`CI not green on HEAD (last green: ${greenSha ? greenSha.slice(0, 7) : 'none'})`);
-        return out;
-      }
-      if (core) {
-        core.info(
-          `HEAD ${evalSha.slice(0, 7)} has no Core Tests run; accepting green ancestor `
-          + `${greenSha.slice(0, 7)} (no package-path changes since).`
-        );
-      }
+      reasons.push(`CI not green on HEAD (last green: ${greenSha ? greenSha.slice(0, 7) : 'none'})`);
+      return out;
    }
  }

@@ -302,13 +197,6 @@ module.exports = {
  bumpPatch,
  readVersionsFromTree,
  pypiVersionExists,
-  PATCH_RELEASE_INTERVAL_DAYS,
-  STALE_WAITING_HOURS,
-  releaseIntervalStart,
-  hasActiveReleaseRun,
-  hasSuccessfulReleaseWithinDays,
-  hasSuccessfulReleaseToday,
-  utcDayStart,
  evaluateReleasePreflight,
  ACTIVE_RELEASE_STATUSES,
  PACKAGE_PATHS,
@@ -42,5 +42,5 @@ jobs:
              issue_number: context.issue.number,
              owner: context.repo.owner,
              repo: context.repo.repo,
-              body: '🤖 Auto-triaging with Claude. Analyzing issue and implementing a fix...\n\nClaude will:\n1. Route correctly: TypeScript → src/praisonai-ts/; agent tools → PraisonAI-Tools; lifecycle plugins → PraisonAI-Plugins\n2. Search codebase for root cause\n3. Implement a minimal fix following AGENTS.md\n4. Create a PR with the changes'
+              body: '🤖 Auto-triaging with Claude. Analyzing issue and implementing a fix...\n\nClaude will:\n1. Classify this issue\n2. Search codebase for root cause\n3. Implement a minimal fix following AGENTS.md\n4. Create a PR with the changes'
            });
@@ -91,8 +91,8 @@ jobs:
    steps:
      - uses: actions/checkout@v4

-      - name: Wait for prior reviewers (30 min)
-        run: sleep 1800
+      - name: Wait for prior reviewers (25 min)
+        run: sleep 1500

      - name: Post Claude FINAL (skip Copilot)
        uses: actions/github-script@v7
@@ -1,102 +0,0 @@
-name: Auto CI Failure → Claude
-
-# Detects internal PRs with failing CI and posts @claude with extracted failure details.
-
-on:
-  workflow_run:
-    workflows: [Core Tests, Optimized Test Suite]
-    types: [completed]
-  pull_request:
-    types: [opened, synchronize, reopened]
-  workflow_dispatch:
-    inputs:
-      pr_number:
-        description: 'Optional PR number to process (default: scan blocked PRs)'
-        required: false
-        type: string
-  schedule:
-    - cron: '15 */6 * * *'
-
-concurrency:
-  group: ci-failure-scan-${{ github.repository }}-${{ github.event.pull_request.number || github.event.workflow_run.id || github.run_id }}
-  cancel-in-progress: true
-
-env:
-  # PAT posts as MervinPraison so issue_comment triggers claude.yml (GITHUB_TOKEN cannot chain workflows)
-  GH_TOKEN: ${{ secrets.GH_TOKEN || github.token }}
-
-permissions:
-  pull-requests: read
-  issues: write
-  actions: read
-
-jobs:
-  detect-and-trigger:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          persist-credentials: false
-
-      - name: Detect CI failures and trigger Claude
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ env.GH_TOKEN }}
-          script: |
-            const path = require('path');
-            const ciFix = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/ci-failure-claude.js'));
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const baseRepo = `${owner}/${repo}`;
-
-            async function processPR(prNumber) {
-              return ciFix.maybeTriggerCiFixClaude(github, owner, repo, prNumber, core);
-            }
-
-            let results = [];
-
-            if (context.eventName === 'workflow_run') {
-              const wr = context.payload.workflow_run;
-              const result = await ciFix.processWorkflowRunFailure(
-                github, owner, repo, wr, core
-              );
-              results.push({ event: 'workflow_run', workflow: wr.name, ...result });
-            } else if (context.eventName === 'pull_request') {
-              results.push({
-                pr: context.payload.pull_request.number,
-                ...(await processPR(context.payload.pull_request.number)),
-              });
-            } else {
-              let prNumbers = [];
-              if (context.eventName === 'workflow_dispatch' && context.payload.inputs?.pr_number) {
-                prNumbers = [Number(context.payload.inputs.pr_number)];
-              } else {
-                const prs = await github.paginate(github.rest.pulls.list, {
-                  owner,
-                  repo,
-                  state: 'open',
-                  per_page: 100,
-                });
-                for (const pr of prs) {
-                  if (pr.draft) continue;
-                  const headRepo = pr.head?.repo?.full_name;
-                  if (headRepo && headRepo !== baseRepo) continue;
-                  const { data: issue } = await github.rest.issues.get({
-                    owner,
-                    repo,
-                    issue_number: pr.number,
-                  });
-                  const labels = issue.labels.map((l) => l.name);
-                  if (labels.includes('pipeline/blocked:ci') || labels.includes(ciFix.CI_FIX_LABEL)) {
-                    prNumbers.push(pr.number);
-                  }
-                }
-              }
-
-              for (const num of prNumbers) {
-                results.push({ pr: num, ...(await processPR(num)) });
-              }
-            }
-
-            core.summary.addRaw('```json\n' + JSON.stringify(results, null, 2) + '\n```');
-            await core.summary.write();
@@ -33,13 +33,12 @@ on:
      - claude-merge-gate

 concurrency:
-  # Serialize workflow_run auto-dispatches (Core Tests / Claude Assistant fan-out).
-  group: claude-merge-gate-${{ github.repository }}-${{ github.event.inputs.pr_number || github.event.client_payload.pr_number || (github.event_name == 'workflow_run' && 'auto-dispatch') || 'scan' }}
+  group: claude-merge-gate-${{ github.repository }}-${{ github.event.inputs.pr_number || github.event.client_payload.pr_number || github.event.workflow_run.id || 'scan' }}
  cancel-in-progress: false

 env:
  GH_TOKEN: ${{ secrets.GH_TOKEN || github.token }}
-  MAX_CANDIDATES: 3
+  MAX_CANDIDATES: 1
  DISPATCH_PR_NUMBER: ${{ github.event.inputs.pr_number || github.event.client_payload.pr_number || '' }}

 permissions:
@@ -57,22 +56,15 @@ jobs:
      pull-requests: read
      issues: read
      actions: write
-      id-token: write
    steps:
      - uses: actions/checkout@v4

-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
      - name: Dispatch merge gate when PR pipeline is ready
        uses: actions/github-script@v7
+        env:
+          PAT: ${{ secrets.GH_TOKEN }}
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ secrets.GH_TOKEN }}
          script: |
            const path = require('path');
            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
@@ -80,6 +72,11 @@ jobs:
            const owner = context.repo.owner;
            const repo = context.repo.repo;

+            if (!process.env.PAT) {
+              core.setFailed('GH_TOKEN secret is required for merge gate auto-dispatch (needs repo + workflow scope).');
+              return;
+            }
+
            if (wr.conclusion !== 'success') {
              core.info(`Skip dispatch: ${wr.name} conclusion=${wr.conclusion}`);
              return;
@@ -108,10 +105,6 @@ jobs:
              return;
            }

-            if (await mergeGate.shouldSkipMergeGateDispatch(github, owner, repo, prNumber, core)) {
-              return;
-            }
-
            await github.rest.repos.createDispatchEvent({
              owner,
              repo,
@@ -128,26 +121,17 @@ jobs:
      pull-requests: read
      issues: write
      actions: read
-      id-token: write
    outputs:
      matrix: ${{ steps.scan.outputs.matrix }}
      has_candidates: ${{ steps.scan.outputs.has_candidates }}
    steps:
      - uses: actions/checkout@v4

-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
      - name: Scan open PRs for merge gate eligibility
        id: scan
        uses: actions/github-script@v7
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ env.GH_TOKEN }}
          script: |
            const path = require('path');
            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
@@ -172,9 +156,10 @@ jobs:
                skipped.push({ pr: n, reasons: result.reasons });
              }
            } else {
-              const prNumbers = await mergeGate.listPrNumbersForMergeGateScan(
-                github, owner, repo, core
-              );
+              const prs = await github.paginate(github.rest.pulls.list, {
+                owner, repo, state: 'open', per_page: 100, sort: 'created', direction: 'asc',
+              });
+              const prNumbers = prs.map((p) => p.number);
              const selected = await mergeGate.selectMergeGateCandidates(
                github, owner, repo, prNumbers, maxCandidates, core
              );
@@ -201,26 +186,17 @@ jobs:
                '**Actions:** wait for CI and the Claude review chain, or add label `needs-manual-review` and merge manually.',
                '**Opt out:** label `no-auto-merge`.',
              ].join('\n');
-              const ctx = await mergeGate.loadPrContext(github, owner, repo, skipped[0].pr);
-              if (!mergeGate.hasRecentMergeGateScanComment(ctx.comments)) {
-                await github.rest.issues.createComment({
-                  owner, repo, issue_number: skipped[0].pr, body,
-                });
-              }
+              await github.rest.issues.createComment({
+                owner, repo, issue_number: skipped[0].pr, body,
+              });
            } else if (inputPr && candidates.length === 1) {
-              const prNum = candidates[0].pr_number;
-              const ctx = await mergeGate.loadPrContext(github, owner, repo, prNum);
-              if (!mergeGate.hasRecentMergeGateScanComment(ctx.comments)) {
-                await github.rest.issues.createComment({
-                  owner, repo, issue_number: prNum,
-                  body: '**Merge gate scan** — eligible for assessment. Claude merge gate will assess and may auto-merge on an APPROVE verdict.',
-                });
-              }
+              await github.rest.issues.createComment({
+                owner, repo, issue_number: candidates[0].pr_number,
+                body: '**Merge gate scan** — eligible for assessment. Claude merge gate will assess and may auto-merge if `MERGE_GATE_VERDICT: APPROVE`.',
+              });
            }

-            await ps.syncOpenPullRequests(
-              github, owner, repo, { maxPrs: 10, dispatchMergeGate: false }, core
-            );
+            await ps.syncOpenPullRequests(github, owner, repo, { maxPrs: 20 }, core);

  claude-assess:
    needs: scan-candidates
@@ -254,7 +230,7 @@ jobs:
        id: mark_active
        uses: actions/github-script@v7
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ env.GH_TOKEN }}
          script: |
            core.setOutput('started_at', new Date().toISOString());
            await github.rest.issues.addLabels({
@@ -303,13 +279,12 @@ jobs:
            Review checklist:
            1. Read AGENTS.md and the PR diff on the current branch.
            2. Read all PR comments and reviews (FINAL architecture reviewer / Lead Engineer must have run).
-            3. Confirm SDK value gate: change strengthens the relevant SDK (Python: praisonaiagents/praisonai; TypeScript: src/praisonai-ts/) — no scope creep. The aim is a LIGHTWEIGHT AND POWERFUL package — BLOCK changes that add params/modules/exports duplicating existing Agent capabilities (instructions/backstory/tools/hooks/memory), or add knobs/fields with no live consumer, i.e. scope creep for the sake of it. FINAL architecture review must include the Phase 1 table with an explicit **SDK value** row.
-            4. Repo routing: BLOCK if agent-callable tools (→ PraisonAI-Tools), lifecycle plugins (→ PraisonAI-Plugins), or optional sandbox backends (→ PraisonAI-Plugins via `praisonai.sandbox`) were added to praisonaiagents/ instead of the external repo.
-            5. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
-            6. If agent.py adds >100 lines or new Agent __init__ params, respond MERGE_GATE_VERDICT: BLOCK (manual review required).
-            7. BLOCK if labels security/breaking-change/needs-manual-review/release, sensitive paths (.github/workflows, auth, pyproject.toml), secrets in diff, PR >800 lines or >30 files, or SDK changes without tests. Label `merge-gate-ci-only` exempts CI-only changes under `.github/workflows/`, `.github/actions/`, or merge-gate scripts.
-            8. Confirm no CHANGES_REQUESTED reviews and CI green on HEAD ${{ matrix.head_sha }}.
-            9. If ready to merge: MERGE_GATE_VERDICT: APPROVE. Otherwise: MERGE_GATE_VERDICT: BLOCK with reasons.
+            3. Confirm SDK value gate: change strengthens praisonaiagents (no scope creep).
+            4. Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
+            5. If agent.py adds >100 lines or new Agent __init__ params, respond MERGE_GATE_VERDICT: BLOCK (manual review required).
+            6. BLOCK if labels security/breaking-change/needs-manual-review/release, sensitive paths (.github/workflows, auth, pyproject.toml), secrets in diff, PR >800 lines or >30 files, or SDK changes without tests. Label `merge-gate-ci-only` exempts CI-only changes under `.github/workflows/`, `.github/actions/`, or merge-gate scripts.
+            7. Confirm no CHANGES_REQUESTED reviews and CI green on HEAD ${{ matrix.head_sha }}.
+            8. If ready to merge: MERGE_GATE_VERDICT: APPROVE. Otherwise: MERGE_GATE_VERDICT: BLOCK with reasons.

            Do not approve or merge via GitHub UI/API — only post the verdict comment.
          disallowed_tools: |
@@ -318,100 +293,17 @@ jobs:
            Write
            Replace
          allowed_tools: |
-            mcp__github__add_issue_comment
-            mcp__github__get_pull_request
-            mcp__github__get_pull_request_files
-            mcp__github__get_pull_request_reviews
-            mcp__github__get_pull_request_status
-            mcp__github__get_issue
-            mcp__github__get_issue_comments
-            Glob
-            Grep
+            View
+            GlobTool
+            GrepTool
            Read
          timeout_minutes: 15

-      - name: Post Opus verdict from assess output if MCP missed
-        id: relay_verdict
-        if: always() && steps.assess.conclusion != 'skipped'
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const fs = require('fs');
-            const mergeGate = require('/tmp/merge-gate.js');
-            const owner = context.repo.owner;
-            const repo = context.repo.repo;
-            const prNumber = ${{ matrix.pr_number }};
-
-            const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
-            const minCreatedAt = new Date(Date.now() - 25 * 60 * 1000).toISOString();
-            const existing = mergeGate.findMergeGateVerdict(
-              ctx.comments, minCreatedAt, ctx.headPushedAt, { excludeAutomatedFallback: true }
-            );
-            if (existing) {
-              core.info(`Opus verdict already on PR: ${existing}`);
-              return;
-            }
-
-            const outPath = `${process.env.GITHUB_WORKSPACE}/.claude-assess-output.jsonl`;
-            if (!fs.existsSync(outPath)) {
-              core.info('No assess output file to relay');
-              return;
-            }
-
-            const lines = fs.readFileSync(outPath, 'utf8').split('\n').filter(Boolean);
-            let verdict = null;
-            let rationale = '';
-            for (let i = lines.length - 1; i >= 0; i--) {
-              const line = lines[i];
-              if (line.includes('MERGE_GATE_VERDICT: APPROVE')) {
-                verdict = 'APPROVE';
-                rationale = line;
-                break;
-              }
-              if (line.includes('MERGE_GATE_VERDICT: BLOCK')) {
-                verdict = 'BLOCK';
-                rationale = line;
-                break;
-              }
-              try {
-                const evt = JSON.parse(line);
-                const text = JSON.stringify(evt);
-                if (text.includes('MERGE_GATE_VERDICT: APPROVE')) {
-                  verdict = 'APPROVE';
-                  rationale = text;
-                  break;
-                }
-                if (text.includes('MERGE_GATE_VERDICT: BLOCK')) {
-                  verdict = 'BLOCK';
-                  rationale = text;
-                  break;
-                }
-              } catch {
-                // Not JSON — keep scanning.
-              }
-            }
-            if (!verdict) {
-              core.info('Assess output had no MERGE_GATE_VERDICT to relay');
-              return;
-            }
-
-            const body = [
-              `MERGE_GATE_VERDICT: ${verdict}`,
-              '',
-              'Relayed from Opus merge gate assess output (GitHub MCP comment post was unavailable).',
-            ].join('\n');
-            await github.rest.issues.createComment({
-              owner, repo, issue_number: prNumber, body,
-            });
-            core.info(`Relayed Opus verdict to PR comment: ${verdict}`);
-
-      - name: Post fallback verdict if Opus did not comment
+      - name: Post fallback verdict if Claude did not comment
        id: fallback_verdict
-        if: always() && steps.assess.conclusion != 'skipped'
        uses: actions/github-script@v7
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ env.GH_TOKEN }}
          script: |
            const mergeGate = require('/tmp/merge-gate.js');
            const owner = context.repo.owner;
@@ -420,11 +312,10 @@ jobs:

            const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
            const minCreatedAt = new Date(Date.now() - 25 * 60 * 1000).toISOString();
-            const existing = mergeGate.findMergeGateVerdict(
-              ctx.comments, minCreatedAt, ctx.headPushedAt, { excludeAutomatedFallback: true }
-            );
+            const existing = mergeGate.findMergeGateVerdict(ctx.comments, minCreatedAt, ctx.headPushedAt);
            if (existing) {
              core.info(`Verdict already posted: ${existing}`);
+              core.setOutput('verdict', existing);
              return;
            }

@@ -435,7 +326,7 @@ jobs:
            const lines = [
              `MERGE_GATE_VERDICT: ${verdict}`,
              '',
-              'Automated fallback — Opus merge gate did not post a PR comment.',
+              'Automated fallback — Claude assess did not post a verdict comment (e.g. GitHub MCP unavailable).',
            ];
            if (check.ready) {
              lines.push('All deterministic merge gates passed.');
@@ -447,12 +338,13 @@ jobs:
              body: lines.join('\n'),
            });
            core.info(`Posted fallback verdict: ${verdict}`);
+            core.setOutput('verdict', verdict);

-      - name: Capture Opus MERGE_GATE_VERDICT
-        id: capture_verdict
+      - name: Verify verdict posted
+        id: verdict
        uses: actions/github-script@v7
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ env.GH_TOKEN }}
          script: |
            const mergeGate = require('/tmp/merge-gate.js');
            const comments = await mergeGate.listAllComments(
@@ -462,23 +354,15 @@ jobs:
              github, context.repo.owner, context.repo.repo, ${{ matrix.pr_number }}
            );
            const minCreatedAt = new Date(Date.now() - 25 * 60 * 1000).toISOString();
-            const verdict = mergeGate.findMergeGateVerdict(
-              comments, minCreatedAt, ctx.headPushedAt, { excludeAutomatedFallback: true }
-            );
+            const verdict = mergeGate.findMergeGateVerdict(comments, minCreatedAt, ctx.headPushedAt);
            core.setOutput('verdict', verdict || 'NONE');
-            if (!verdict) {
-              core.warning(
-                'Opus MERGE_GATE_VERDICT not posted on PR (GitHub MCP tools may be blocked). Merge waits for APPROVE.'
-              );
-            } else {
-              core.info(`Opus merge gate verdict: ${verdict}`);
-            }
+            if (!verdict) core.warning('No recent MERGE_GATE_VERDICT comment found after assessment');

      - name: Remove merge gate active label
        if: always()
        uses: actions/github-script@v7
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ env.GH_TOKEN }}
          script: |
            const prNumber = ${{ matrix.pr_number }};
            try {
@@ -493,6 +377,10 @@ jobs:
              core.info(`Label claude-merge-gate-active already removed or missing on PR #${prNumber}`);
            }

+      - name: Fail job if assessment failed
+        if: steps.assess.outcome == 'failure'
+        run: exit 1
+
  merge-only:
    needs: [scan-candidates, claude-assess]
    if: |
@@ -508,25 +396,16 @@ jobs:
      pull-requests: write
      issues: write
      actions: read
-      id-token: write
    steps:
      - uses: actions/checkout@v4

-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
      - name: Re-check gates and merge
        uses: actions/github-script@v7
        env:
          MERGE_METHOD: ${{ github.event.inputs.merge_method || 'merge' }}
          SCAN_HEAD_SHA: ${{ matrix.head_sha }}
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ env.GH_TOKEN }}
          script: |
            const path = require('path');
            const mergeGate = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/merge-gate.js'));
@@ -549,9 +428,7 @@ jobs:
              const ctx = await mergeGate.loadPrContext(github, owner, repo, prNumber);
              const comments = ctx.comments;
              const verdictMin = new Date(Date.now() - 25 * 60 * 1000).toISOString();
-              const verdict = mergeGate.findMergeGateVerdict(
-                comments, verdictMin, ctx.headPushedAt, { excludeAutomatedFallback: true }
-              );
+              const verdict = mergeGate.findMergeGateVerdict(comments, verdictMin, ctx.headPushedAt);
              if (verdict !== 'APPROVE') {
                core.info(`Skip merge: verdict=${verdict || 'NONE'}`);
                await removeLabels();
@@ -49,14 +49,12 @@ jobs:
            // --- Label triage ---
            const labels = [];

-            // Kind labels (bug before "how to" — bug reports often include "## How to fix")
+            // Kind labels
            if (content.includes('feature request') || content.includes('[feature')) {
              labels.push('enhancement');
-            } else if (!title.includes('[question]') && (content.includes('bug') || content.includes('error') || content.includes('crash') || content.includes('traceback'))) {
+            } else if (content.includes('bug') || content.includes('error') || content.includes('crash') || content.includes('traceback')) {
              labels.push('bug');
-            } else if (title.includes('[question]') || content.includes('how do i') || (content.includes('how to') && !content.includes('how to fix'))) {
-              labels.push('question');
-            } else if (content.includes('question')) {
+            } else if (content.includes('question') || content.includes('how do i') || content.includes('how to')) {
              labels.push('question');
            }

@@ -98,22 +96,13 @@ jobs:
                  '- Check [existing issues](https://github.com/MervinPraison/PraisonAI/issues) for duplicates',
                  '- Review the [documentation](https://docs.praison.ai) for related guides',
                  '',
-                  '_Bug and enhancement reports are auto-triaged with Claude. Questions and other issues: a maintainer can comment `@claude` to trigger analysis._',
-                  '',
-                  '**Routing:** Agent-callable tools → [PraisonAI-Tools](https://github.com/MervinPraison/PraisonAI-Tools); lifecycle plugins (tracing/hooks/guardrails) → [PraisonAI-Plugins](https://github.com/MervinPraison/PraisonAI-Plugins). TypeScript/JavaScript SDK fixes land in `src/praisonai-ts/` in this repo.'
+                  '_A maintainer can trigger deeper analysis by commenting `@claude` on this issue._'
                ].join('\n')
              });
            }

-            // --- Auto-trigger Claude for bug/enhancement reports ---
-            const titleLower = (issue.title || '').toLowerCase();
-            const bodyRaw = issue.body || '';
-            const hasBugMarker = /#?\s*\[bug\]/i.test(issue.title || '') || /#?\s*\[bug\]/i.test(bodyRaw);
-            const hasActionableTitle = /^(\[[^\]]+\]|bug:|fix[:(]|feat:|ux:|enhancement:)/i.test(titleLower);
-            const isBugReport = labels.includes('bug') || hasBugMarker;
-            const isEnhancement = labels.includes('enhancement') && !labels.includes('question');
-            const autoClaude = isOwner || isBugReport || (hasActionableTitle && isEnhancement);
-            if (autoClaude) {
+            // --- For owner: add 'claude' label to trigger the code-fix job ---
+            if (isOwner) {
              await github.rest.issues.addLabels({
                issue_number: issue.number,
                owner: context.repo.owner,
@@ -123,36 +112,23 @@ jobs:
            }

  # ================================================================
-  # Job 2: Full Claude code-fix
+  # Job 2: Full Claude code-fix (owner/collaborator only)
  # Triggers on: labeled 'claude', @claude comments, assignments
  # ================================================================
  claude-response:
-    # Allow: human users, github-actions[bot] (FINAL @claude / CI-fix comments)
-    # Allow: praisonai-triage-agent[bot] only for issues labeled 'claude' (auto-triage)
-    # Block: praisonai-triage-agent on issue_comment (merge-gate scan mentions @claude)
+    # Allow: human users, github-actions[bot] (auto-comments/labels)
+    # Block: dependabot, cursor, renovate, other bots
    # Skip 'opened' events — triage job handles those above
    if: |
      github.event.action != 'opened' &&
      (github.event.action != 'labeled' || github.event.label.name == 'claude') &&
-      (github.event_name != 'issue_comment' || (
-        contains(github.event.comment.body, '@claude') &&
-        !contains(github.event.comment.body, 'Merge gate scan') &&
-        !contains(github.event.comment.body, 'MERGE_GATE_VERDICT') &&
-        !contains(github.event.comment.body, 'Merged by **Claude PR merge gate**') &&
-        (
-          !contains(github.actor, '[bot]') ||
-          contains(github.event.comment.body, 'FINAL architecture reviewer') ||
-          contains(github.event.comment.body, 'lead engineer') ||
-          contains(github.event.comment.body, 'merge conflict') ||
-          contains(github.event.comment.body, 'CI failed on HEAD')
-        )
-      )) &&
+      (github.event_name != 'issue_comment' || contains(github.event.comment.body, '@claude')) &&
      (github.event_name != 'pull_request_review' || contains(github.event.review.body, '@claude')) &&
      (github.event_name != 'pull_request_review_comment' || contains(github.event.comment.body, '@claude')) &&
      (
        !contains(github.actor, '[bot]') ||
        github.actor == 'github-actions[bot]' ||
-        (github.event_name == 'issues' && github.event.action == 'labeled' && github.event.label.name == 'claude' && github.actor == 'praisonai-triage-agent[bot]')
+        github.actor == 'praisonai-triage-agent[bot]'
      ) &&
      github.actor != 'dependabot[bot]' &&
      github.actor != 'cursor[bot]' &&
@@ -294,21 +270,18 @@ jobs:

            STEP 1 — READ GUIDELINES:
            Read AGENTS.md to understand the architecture rules.
-            SCOPE: Python SDK (praisonaiagents, praisonai) and TypeScript SDK (src/praisonai-ts/) live in this monorepo. Do NOT modify src/praisonai-rust. For TS issues read src/praisonai-ts/AGENTS.md.
-            AIM: This package must stay LIGHTWEIGHT AND POWERFUL. Do a CRITICAL REVIEW at each stage (issue triage, fix planning, PR review/implementation) and reject scope creep for the sake of adding features. Prefer existing Agent capabilities (instructions/backstory/tools/hooks/memory) over new params/modules/exports. Even when fixing a raised issue, keep the fix minimal and lightweight — do NOT expand the surface area or add knobs with no live consumer.
+            SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify or touch praisonai-rust or praisonai-ts packages.

            STEP 2 — ARCHITECTURE VALIDATION & ROUTING (MANDATORY before writing code):
            Before implementing anything, answer these questions:
            - CORE vs WRAPPER vs TOOLS vs DOCS vs PLUGINS ROUTING:
              1. Core SDK (praisonaiagents/): Only core protocols, base classes, decorators. No heavy implementations.
              2. Wrapper (praisonai/): CLI, heavy implementations, optional dependencies.
-              3. Tools → MervinPraison/PraisonAI-Tools: agent-callable integrations at runtime (Composio, Slack, API/DB connectors). Do NOT implement in praisonaiagents/ — use STEP 3-ALT.
+              3. Tools (PraisonAI-Tools): Capabilities Agents actively call during execution (e.g. SurrealDB tool, Slack tool).
              4. Documentation (PraisonAIDocs): Documentation pages, guides, API references.
-              5. Plugins → MervinPraison/PraisonAI-Plugins: framework lifecycle extensions (tracing, logging, metrics, hooks, guardrails). Not agent tools — use STEP 3-ALT.
-              6. Sandbox backends (optional/niche, e.g. Capsule) → PraisonAI-Plugins via `praisonai.sandbox` entry point; core keeps protocol/config/manager only.
-              7. TypeScript/JavaScript SDK → src/praisonai-ts/ in this monorepo (not praisonaiagents/).
+              5. Plugins (PraisonAI-Plugins): Framework lifecycle extensions replacing systemic behavior (e.g. tracing, logging, metrics, hooks, guardrails).
              For items routed to an EXTERNAL repository (Tools, Docs, Plugins), follow STEP 3-ALT below.
-            - Does it duplicate existing functionality? Check if Agent already supports this via existing params (reflection, planning, tools, hooks, memory). If it does, reject the change as scope creep and prefer the existing capability — the aim is lightweight and powerful, not more knobs.
+            - Does it duplicate existing functionality? Check if Agent already supports this via existing params (reflection, planning, tools, hooks, memory).
            - Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
            - Does it inherit from Agent properly? New agent types MUST inherit Agent, not wrap it with composition.
            - Does it add new dependencies? Only optional deps allowed, must be lazy-imported.
@@ -338,11 +311,9 @@ jobs:
               gh pr create -R MervinPraison/<REPO_NAME> --head claude/issue-$ISSUE_NUMBER-$(date +%Y%m%d) --title "feat: <title>" --body "Fixes MervinPraison/PraisonAI#$ISSUE_NUMBER

               <body>"
-            h) Comment on THIS PraisonAI issue with the external PR URL.

            STEP 4 — TEST:
-            - For Python SDK changes: cd src/praisonai-agents && PYTHONPATH=. python -m pytest tests/ -x -q --timeout=30
-            - For TypeScript SDK changes: cd src/praisonai-ts && npm install && npm run build && npm test
+            - For SDK changes: cd src/praisonai-agents && PYTHONPATH=. python -m pytest tests/ -x -q --timeout=30
            - For docs changes: verify files exist and are valid markdown/MDX
            - Ensure no regressions

@@ -355,8 +326,6 @@ jobs:
            Bash(conda:*)
            Bash(pytest:*)
            Bash(gh:*)
-            Bash(npm:*)
-            Bash(node:*)
            Bash(python -m pytest:*)
            Bash(python -m pip:*)
            Bash(poetry:*)
@@ -376,10 +345,9 @@ jobs:
          steps.check_fork.outputs.is_pr != 'true' &&
          (github.event_name == 'issues' || github.event_name == 'issue_comment') &&
          github.event.issue != null
-        continue-on-error: true
        uses: actions/github-script@v7
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ secrets.GH_TOKEN }}
          script: |
            const path = require('path');
            const chain = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/bot-pr-review-chain.js'));
@@ -1,7 +1,7 @@
 name: Deploy install scripts to praison.ai

-# Production praison.ai runs on Hestia (migration-target), not Azure AKS.
-# Uses scoped deploy user (praison-deploy) — not root.
+# When install.sh or install.ps1 change on main, trigger praison.ai CI which
+# syncs scripts at build time and deploys to Azure AKS (existing azure-pipeline.yaml).

 on:
  push:
@@ -19,59 +19,34 @@ permissions:
  contents: read

 jobs:
-  deploy-to-hestia:
+  trigger-website-deploy:
    runs-on: ubuntu-latest
-    environment: production-hestia
    steps:
-      - uses: actions/checkout@v4
-        with:
-          ref: main
-          persist-credentials: false
-
-      - name: Sync install scripts to Hestia
+      - name: Trigger praison.ai CI
        env:
-          SSH_PRIVATE_KEY: ${{ secrets.MIGRATION_TARGET_SSH_KEY }}
-          HESTIA_HOST: ${{ secrets.MIGRATION_TARGET_HOST }}
-          HESTIA_USER: ${{ secrets.MIGRATION_TARGET_USER }}
-          HESTIA_KNOWN_HOSTS: ${{ secrets.MIGRATION_TARGET_KNOWN_HOSTS }}
+          GH_TOKEN: ${{ secrets.SECRETS_ADMIN_PAT }}
          SOURCE_SHA: ${{ github.sha }}
        run: |
          set -euo pipefail
-          for var in SSH_PRIVATE_KEY HESTIA_HOST HESTIA_USER; do
-            if [ -z "${!var:-}" ]; then
-              echo "Missing secret for deploy (need MIGRATION_TARGET_SSH_KEY, MIGRATION_TARGET_HOST, MIGRATION_TARGET_USER)"
-              exit 1
-            fi
-          done
-
-          REMOTE_WEB="/home/hestiaadmin/web/praison.ai/pa/web"
-          SSH_OPTS="-o BatchMode=yes -o ConnectTimeout=15 -o StrictHostKeyChecking=yes"
-
-          mkdir -p ~/.ssh
-          echo "$SSH_PRIVATE_KEY" > ~/.ssh/id_ed25519
-          chmod 600 ~/.ssh/id_ed25519
-          trap 'rm -f ~/.ssh/id_ed25519' EXIT
-
-          # Pin host identity via an out-of-band secret (no TOFU/ssh-keyscan).
-          if [ -z "${HESTIA_KNOWN_HOSTS:-}" ]; then
-            echo "Missing secret MIGRATION_TARGET_KNOWN_HOSTS (pinned host key). Refusing to deploy without a verified host identity."
+          if [ -z "${GH_TOKEN:-}" ]; then
+            echo "SECRETS_ADMIN_PAT is not configured in this repository"
            exit 1
          fi
-          echo "$HESTIA_KNOWN_HOSTS" > ~/.ssh/known_hosts
-          chmod 644 ~/.ssh/known_hosts

-          # Upload to temp files, then atomically move both into place in a
-          # single remote step to avoid serving truncated or mixed-commit files.
-          for f in install.sh install.ps1; do
-            echo "Syncing $f..."
-            scp $SSH_OPTS "src/praisonai/scripts/$f" "${HESTIA_USER}@${HESTIA_HOST}:${REMOTE_WEB}/.${f}.tmp"
-          done
+          gh workflow run CI \
+            --repo MervinPraison/praison.ai \
+            --ref master

-          ssh $SSH_OPTS "${HESTIA_USER}@${HESTIA_HOST}" \
-            "mv -f ${REMOTE_WEB}/.install.sh.tmp ${REMOTE_WEB}/install.sh && \
-             mv -f ${REMOTE_WEB}/.install.ps1.tmp ${REMOTE_WEB}/install.ps1 && \
-             sudo chown hestiaadmin:hestiaadmin ${REMOTE_WEB}/install.sh ${REMOTE_WEB}/install.ps1 && \
-             sudo chmod 644 ${REMOTE_WEB}/install.sh ${REMOTE_WEB}/install.ps1"
+          echo "Triggered praison.ai CI for PraisonAI commit ${SOURCE_SHA}"
+          echo "Monitor: https://github.com/MervinPraison/praison.ai/actions/workflows/azure-pipeline.yaml"

-          echo "Deployed install scripts for commit ${SOURCE_SHA}"
-          echo "Verify: curl -fsSL https://praison.ai/install.ps1 | head -5"
+          sleep 10
+          RUN_URL=$(gh run list \
+            --repo MervinPraison/praison.ai \
+            --workflow CI \
+            --limit 1 \
+            --json url,status,createdAt \
+            --jq '.[0].url' 2>/dev/null || true)
+          if [ -n "${RUN_URL}" ]; then
+            echo "Latest praison.ai CI run: ${RUN_URL}"
+          fi
@@ -1,267 +0,0 @@
-# Build the desktop app for macOS, Windows and Linux, and attach it to the
-# release.
-#
-# Releases carried no assets at all -- v4.7.1 shipped zero -- so there was
-# nothing for anyone to download. The macOS half of this shipped first; this
-# adds the other two, which were not merely missing from CI but impossible:
-# the bundle targets were `["app", "dmg"]`, both macOS-only, so a Windows or
-# Linux build produced zero artifacts and still exited zero.
-#
-# Unsigned, deliberately, on every platform. macOS signing needs a Developer ID
-# and Windows signing now needs a hardware-backed certificate or a hosted
-# signing service -- neither is in secrets. Shipping builds people can open
-# past the warning is better than shipping none, and the release notes say so
-# rather than letting Gatekeeper and SmartScreen say it for us.
-name: Desktop release
-
-on:
-  release:
-    types: [published]
-  workflow_dispatch:
-    inputs:
-      tag:
-        description: 'Existing release tag to attach the build to'
-        required: true
-
-permissions:
-  contents: write
-
-concurrency:
-  # Queue rather than cancel: a cancelled release build looks identical to a
-  # release that simply never produced assets, which is the bug being fixed.
-  group: desktop-release-${{ github.event.release.tag_name || inputs.tag }}
-  cancel-in-progress: false
-
-jobs:
-  build:
-    strategy:
-      fail-fast: false
-      matrix:
-        include:
-          # macos-15, not macos-14: that image entered deprecation on
-          # 2026-07-06 and is fully unsupported from 2026-11-02, with brownout
-          # periods failing jobs before then. This is the only Apple-silicon
-          # leg, so losing it means no arm64 DMG at all.
-          - runner: macos-15        # Apple silicon
-            target: aarch64-apple-darwin
-            bundles: dmg
-            ext: dmg
-            asset: macos-apple-silicon
-          # macos-15-intel, not macos-13: that image was retired on
-          # 2025-12-04, so the leg would never schedule and the verify job
-          # below would correctly report a missing asset on every release,
-          # forever. macos-15-intel is GitHub's named x86_64 replacement.
-          - runner: macos-15-intel  # Intel
-            target: x86_64-apple-darwin
-            bundles: dmg
-            ext: dmg
-            asset: macos-intel
-          - runner: windows-latest
-            target: x86_64-pc-windows-msvc
-            bundles: nsis
-            ext: exe
-            asset: windows-x64-setup
-          # ubuntu-22.04 rather than -latest on purpose: glibc is forward
-          # compatible only, so the build host sets the *oldest* distribution
-          # the .deb can run on. Building on 24.04 would produce a package that
-          # refuses to start on 22.04 and Debian 12 with a "GLIBC_2.38 not
-          # found" that no runtime flag can fix.
-          #
-          # This image begins deprecation on 2026-09-17 and is retired on
-          # 2027-04-17. When it goes, move to `ubuntu-latest` with
-          # `container: debian:12` rather than bumping the runner -- that keeps
-          # the glibc floor decided by us instead of by GitHub's image
-          # lifecycle.
-          - runner: ubuntu-22.04
-            target: x86_64-unknown-linux-gnu
-            bundles: deb
-            ext: deb
-            asset: linux-x64
-    runs-on: ${{ matrix.runner }}
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Install the Linux build dependencies
-        if: runner.os == 'Linux'
-        run: |
-          set -euo pipefail
-          # Retried: a degraded mirror otherwise burns the whole job and
-          # reports "cancelled", which reads as our failure rather than apt's.
-          for attempt in 1 2 3; do
-            sudo apt-get update && break || sleep 15
-          done
-          sudo apt-get install -y --no-install-recommends \
-            libwebkit2gtk-4.1-dev \
-            libappindicator3-dev \
-            librsvg2-dev \
-            libxdo-dev \
-            libssl-dev \
-            patchelf \
-            xdg-utils
-          # libappindicator3-dev, not the ayatana package: the .deb's generated
-          # Depends: follows whichever one the binary linked against, so the
-          # two must not be mixed between builds.
-
-      - uses: dtolnay/rust-toolchain@stable
-        with:
-          targets: ${{ matrix.target }}
-
-      - uses: swatinem/rust-cache@v2
-        with:
-          workspaces: src/praisonai-desktop/src-tauri -> target
-          # Saving the Windows target directory costs more minutes than the
-          # rebuild it saves.
-          save-if: ${{ runner.os != 'Windows' }}
-
-      - name: Install the Tauri CLI
-        shell: bash
-        # `|| true` swallowed a genuine install failure and the next step then
-        # died with an unrelated "no such command: tauri". It also behaved
-        # differently per leg, since Windows defaults to pwsh where `true` is
-        # not a command. Skip the install if it is already there; otherwise
-        # let a failure be a failure.
-        run: command -v cargo-tauri >/dev/null || cargo install tauri-cli --version '^2' --locked
-
-      - name: Set the desktop version from the release tag
-        shell: bash
-        env:
-          RELEASE_TAG: ${{ github.event.release.tag_name || inputs.tag }}
-        run: node src/praisonai-desktop/tools/set-release-version.mjs "$RELEASE_TAG"
-
-      - name: Build the bundle
-        working-directory: src/praisonai-desktop/src-tauri
-        run: cargo tauri build --target ${{ matrix.target }} --bundles ${{ matrix.bundles }}
-
-      - name: The Windows binary must carry the release version
-        if: runner.os == 'Windows'
-        shell: pwsh
-        working-directory: src/praisonai-desktop/src-tauri
-        env:
-          RELEASE_TAG: ${{ github.event.release.tag_name || inputs.tag }}
-        run: |
-          $expected = $env:RELEASE_TAG -replace '^v', ''
-          $core = ($expected -split '[-+]')[0]
-          $exe = "target/${{ matrix.target }}/release/praisonai-desktop.exe"
-          $version = (Get-Item $exe).VersionInfo
-          Write-Host "ProductVersion=$($version.ProductVersion) FileVersion=$($version.FileVersion)"
-
-          if ($version.ProductVersion -ne $expected) {
-            throw "ProductVersion $($version.ProductVersion) does not match $expected"
-          }
-
-          # Compare the three components that carry meaning, not the string.
-          #
-          # This gate blocked the v4.7.4 Windows build with
-          #   FileVersion 4.7.4 does not match 4.7.4.0
-          # It appended ".0" and compared literally, but Windows reports what
-          # was stamped -- three parts here. The stamping was correct and the
-          # check was not, so the release shipped with no Windows installer at
-          # all: the one platform it was cut to fix.
-          #
-          # [version] normalises a missing fourth component to -1, so both
-          # "4.7.4" and "4.7.4.0" compare equal on major.minor.build.
-          $got = [version]$version.FileVersion
-          $want = [version]$core
-          if ($got.Major -ne $want.Major -or
-              $got.Minor -ne $want.Minor -or
-              $got.Build -ne $want.Build) {
-            throw "FileVersion $($version.FileVersion) does not match $core"
-          }
-
-      - name: The macOS bundle must carry a valid signature
-        if: runner.os == 'macOS'
-        working-directory: src/praisonai-desktop/src-tauri
-        run: |
-          set -euo pipefail
-          dmg="$(find "target/${{ matrix.target }}/release/bundle" -name '*.dmg' -print -quit)"
-          [ -n "$dmg" ] || { echo "no .dmg was produced"; exit 1; }
-
-          # Verify inside the DMG, not the .app beside it.
-          #
-          # Tauri deletes the app bundle once the DMG is built -- the build log
-          # says so plainly ("Cleaning .../bundle/macos/PraisonAI.app") -- so a
-          # gate that looked for the .app found nothing and failed every macOS
-          # leg. Reading the DMG is also the better check: it is the artifact
-          # people download, and the one that was broken.
-          #
-          # v4.7.2 shipped a DMG that macOS called "damaged and can't be
-          # opened" on every Mac. The cause was not the missing Developer ID:
-          # the only signature was the one rustc's linker puts on the bare
-          # executable, whose CodeDirectory declares a resource seal that an
-          # unsigned bundle does not have --
-          #
-          #   Sealed Resources=none
-          #   code has no resources but signature indicates they must be present
-          #
-          # That is an *invalid* signature, not an unsigned one, and macOS
-          # reports invalid as "damaged". Right-click -> Open cannot bypass it,
-          # so the instructions shipped alongside it could not work either.
-          mnt="$(mktemp -d)"
-          hdiutil attach -nobrowse -readonly -quiet -mountpoint "$mnt" "$dmg"
-          trap 'hdiutil detach "$mnt" -quiet || true' EXIT
-
-          app="$(find "$mnt" -maxdepth 1 -name '*.app' -print -quit)"
-          [ -n "$app" ] || { echo "the DMG contains no .app"; ls -la "$mnt"; exit 1; }
-
-          echo "verifying $app"
-          codesign --verify --deep --strict --verbose=2 "$app"
-          # Printed, not asserted: --verify already fails on the exact bundle
-          # that shipped, so a second check for the same thing would only be a
-          # second way to say it. This is here to make the log readable.
-          codesign -dv --verbose=2 "$app" 2>&1 | grep -E 'Sealed Resources|flags=' || true
-
-      - name: Name the artifact for the platform it runs on
-        id: artifact
-        shell: bash
-        working-directory: src/praisonai-desktop/src-tauri
-        run: |
-          set -euo pipefail
-          tag="${{ github.event.release.tag_name || inputs.tag }}"
-          root="target/${{ matrix.target }}/release/bundle"
-          found="$(find "$root" -name "*.${{ matrix.ext }}" -print -quit || true)"
-          # Fail loudly rather than uploading nothing: an empty release asset
-          # list is exactly the state this workflow exists to fix, and a bundler
-          # given a target it does not support exits zero having written none.
-          if [ -z "$found" ]; then
-            echo "no .${{ matrix.ext }} was produced under $root"
-            find "$root" -type f -print || echo "(the bundle directory does not exist)"
-            exit 1
-          fi
-          out="PraisonAI-${tag}-${{ matrix.asset }}.${{ matrix.ext }}"
-          mv "$found" "../$out"
-          echo "path=src/praisonai-desktop/$out" >> "$GITHUB_OUTPUT"
-
-      - name: Attach it to the release
-        shell: bash
-        env:
-          GH_TOKEN: ${{ github.token }}
-        run: |
-          gh release upload \
-            "${{ github.event.release.tag_name || inputs.tag }}" \
-            "${{ steps.artifact.outputs.path }}" --clobber
-
-  verify:
-    # A release with a missing platform is worse than an obviously failed
-    # build, because nobody notices. This says which one is absent.
-    needs: build
-    if: always()
-    runs-on: ubuntu-latest
-    steps:
-      - name: Check every platform produced an asset
-        env:
-          GH_TOKEN: ${{ github.token }}
-          TAG: ${{ github.event.release.tag_name || inputs.tag }}
-        run: |
-          set -euo pipefail
-          assets="$(gh release view "$TAG" --repo "$GITHUB_REPOSITORY" \
-                      --json assets -q '.assets[].name')"
-          echo "$assets"
-          missing=""
-          for want in macos-apple-silicon macos-intel windows-x64-setup linux-x64; do
-            echo "$assets" | grep -q -- "$want" || missing="$missing $want"
-          done
-          if [ -n "$missing" ]; then
-            echo "::error::the release is missing:$missing"
-            exit 1
-          fi
-          echo "all four platform builds are attached"
@@ -1,115 +0,0 @@
-# The desktop app's tests.
-#
-# These existed and ran nowhere: no workflow referenced praisonai-desktop, and
-# the frontend suite could not even be installed -- jsdom was undeclared, so it
-# ran only on machines that happened to have one further up the tree, at
-# whatever version that happened to be.
-name: desktop
-
-on:
-  push:
-    branches: [main]
-    paths: ['src/praisonai-desktop/**', '.github/workflows/desktop.yml',
-            '.github/workflows/desktop-release.yml']
-  pull_request:
-    paths: ['src/praisonai-desktop/**', '.github/workflows/desktop.yml',
-            '.github/workflows/desktop-release.yml']
-
-concurrency:
-  group: desktop-${{ github.ref }}
-  cancel-in-progress: true
-
-defaults:
-  run:
-    working-directory: src/praisonai-desktop
-
-jobs:
-  engine:
-    name: engine (${{ matrix.os }})
-    # The engine is the part that has to behave the same on all three, which is
-    # the entire point of the portability suite -- so it is run on all three.
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        os: [ubuntu-22.04, macos-15, windows-latest]
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-      - name: Run the engine tests
-        shell: bash
-        env:
-          # Never touch a real keychain on a shared runner.
-          PRAISONAI_KEYCHAIN_SERVICE: ai.praison.desktop.ci
-        run: |
-          set -euo pipefail
-          failed=0
-          for suite in engine/test_*.py; do
-            echo "::group::$suite"
-            python "$suite" -v || failed=1
-            echo "::endgroup::"
-          done
-          exit $failed
-
-  frontend:
-    name: frontend
-    runs-on: ubuntu-22.04
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22'
-      - run: npm ci
-      # `test:ci` is every suite except lifecycle, which drives real
-      # conversations against a live engine and a real model -- neither of
-      # which exists on a runner. It is excluded by name rather than left to
-      # skip quietly, so that a skipped test here is a genuine problem.
-      - name: Run the UI tests
-        # A suite that skips everything still exits 0 -- that is how thirteen
-        # tests came to look like a pass while proving nothing. So the skip
-        # count is asserted, not just the exit status.
-        run: |
-          set -euo pipefail
-          set -o pipefail
-          npm run test:ci 2>&1 | tee "$RUNNER_TEMP/ui.log"
-          skipped=$(grep -E '^. skipped ' "$RUNNER_TEMP/ui.log" | grep -oE '[0-9]+$' | head -1)
-          echo "skipped: ${skipped:-unknown}"
-          test "${skipped:-1}" -eq 0
-
-  shell:
-    name: shell (${{ matrix.os }})
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        os: [ubuntu-22.04, macos-15, windows-latest]
-    defaults:
-      run:
-        working-directory: src/praisonai-desktop/src-tauri
-    steps:
-      - uses: actions/checkout@v4
-      - uses: dtolnay/rust-toolchain@stable
-        with:
-          components: clippy
-      - uses: Swatinem/rust-cache@v2
-        with:
-          workspaces: src/praisonai-desktop/src-tauri
-          # The Windows cache is large and slow enough to cost more than it saves.
-          save-if: ${{ runner.os != 'Windows' }}
-      - name: Install the Linux build dependencies
-        if: runner.os == 'Linux'
-        working-directory: .
-        run: |
-          sudo apt-get update
-          sudo apt-get install -y --no-install-recommends \
-            libwebkit2gtk-4.1-dev libappindicator3-dev librsvg2-dev \
-            libxdo-dev libssl-dev patchelf
-      - name: Test
-        # Debug info is the bulk of a Tauri target directory and nothing here
-        # reads a backtrace, so building without it keeps the runner's disk
-        # from filling on the Windows leg.
-        run: cargo test --config 'profile.test.debug=false' --config 'profile.dev.debug=false'
-      - name: Clippy
-        run: cargo clippy --all-targets -- -D warnings
@@ -12,7 +12,7 @@ on:
    - cron: '0 */6 * * *'

 concurrency:
-  group: merge-conflict-scan-${{ github.repository }}-${{ github.event.pull_request.number || github.run_id }}
+  group: merge-conflict-scan-${{ github.repository }}
  cancel-in-progress: true

 env:
@@ -44,7 +44,6 @@ jobs:
              'run targeted tests, and force-push with `--force-with-lease`.',
              'Comment which files you resolved.',
              'Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.',
-              'Keep the resolution minimal — the aim is a lightweight and powerful package; do not introduce scope creep while resolving conflicts.',
            ].join(' ');

            const sleep = (ms) => new Promise((r) => setTimeout(r, ms));
@@ -1,351 +0,0 @@
-# The mobile package's PLATFORM builds: a real iOS app and a real Android app.
-#
-# mobile.yml proves the crate type-checks for a phone (`cargo check` against
-# the two mobile targets). This proves the two generated platform projects,
-# src-tauri/gen/apple and src-tauri/gen/android, still turn that crate into an
-# installable app -- which is a different thing, and the thing that had never
-# happened: until #4673 neither project existed.
-#
-# What each job produces, and why that shape:
-#
-#   ios-simulator  -- an UNSIGNED arm64 simulator .app. A device build needs
-#                     an Apple Developer Team and a signing identity, which are
-#                     the maintainer's and not in this repo (bundle.iOS.
-#                     developmentTeam is unset in tauri.conf.json). A simulator
-#                     build needs neither, so it is the build that can run on
-#                     every PR. It is not decoration: it links the Rust
-#                     staticlib into the Xcode target, packages the webview
-#                     into the bundle and exercises Info.plist, i.e. every step
-#                     short of the certificate.
-#   android-apk    -- a debug APK, arm64-v8a. Debug because a release APK
-#                     needs a signing keystore, which is likewise the
-#                     maintainer's; the debug keystore is generated on the
-#                     runner. It installs on any arm64 Android 8.0+ device with
-#                     `adb install`.
-#
-# Both jobs fail if the thing they exist to produce is missing. The bundler
-# exits zero on a target it silently skipped (desktop-release.yml learned this
-# the hard way), so "the step passed" is not evidence; "the file exists and
-# contains the Rust library" is.
-#
-# The Xcode project is generated on the macOS runner the first time (this
-# laptop has no Xcode, only the Command Line Tools) and then committed, so
-# the init step is a no-op once gen/apple is in the tree. The Android project
-# was generated locally and is committed; the same guard keeps that job
-# honest if someone deletes it.
-name: mobile platforms
-
-on:
-  workflow_dispatch:
-  pull_request:
-    paths: &watched
-      - 'src/praisonai-mobile/**'
-      - 'src/praisonai-ts/src/**'
-      - '.github/workflows/mobile-platforms.yml'
-  # Without this, no platform build had ever run on main -- so a break
-  # introduced by two PRs that were each green apart could sit on main
-  # unnoticed. That is exactly what happened: #4737 branched from before
-  # #4727 added the `file:` dependency, so the two were never installed
-  # together until they had both landed.
-  push:
-    branches: [main]
-    paths: *watched
-
-concurrency:
-  # Per-ref on a PR, per-SHA on main. This is the crux of the fix, not
-  # cancel-in-progress alone: a concurrency group holds at most ONE
-  # running run and ONE pending run, and a newer arrival always replaces
-  # the pending one -- cancel-in-progress: false spares only the RUNNING
-  # run, never the queued one. So with a single mobile-platforms-main
-  # group, three merges in one ~3-minute window would still drop the
-  # middle commit's run (it is only ever pending), which is precisely the
-  # blindness the push trigger was added to remove. Giving each main SHA
-  # its own group makes every commit a candidate release with its own
-  # answer, with nothing to contend for and so nothing to cancel.
-  group: mobile-platforms-${{ github.ref == 'refs/heads/main' && github.sha || github.ref }}
-  # On a PR, superseding an in-flight build is right: only the tip
-  # matters and these jobs cost ~3 minutes on two runners. On main each
-  # group has a single run, so this is a no-op there -- left true because
-  # the condition that mattered is now expressed in the group name above,
-  # and this keeps the PR behaviour explicit.
-  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
-
-defaults:
-  run:
-    working-directory: src/praisonai-mobile
-
-jobs:
-  ios-simulator:
-    name: ios simulator (.app, unsigned)
-    runs-on: macos-15
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22.18'
-          cache: npm
-          cache-dependency-path: src/praisonai-mobile/package-lock.json
-      - uses: dtolnay/rust-toolchain@stable
-        with:
-          # Both: `tauri ios init` installs whatever it thinks is missing via
-          # rustup, and having them already present keeps that step quiet and
-          # deterministic. aarch64-apple-ios-sim is the one the build below
-          # actually links against.
-          targets: aarch64-apple-ios,aarch64-apple-ios-sim
-      - uses: Swatinem/rust-cache@v2
-        with:
-          workspaces: src/praisonai-mobile/src-tauri
-          key: ios-sim
-      - name: "Build praisonai-ts (the file: dependency)"
-        # praisonai-mobile depends on praisonai by `file:`, so `npm ci`
-        # here runs praisonai-ts's own `prepare` -> `rimraf dist`. On a
-        # fresh runner praisonai-ts has no node_modules, so rimraf is not
-        # installed and `npm ci` dies with code 127 before a single
-        # platform step runs. mobile.yml gives all four of its jobs this
-        # step; these two were written against the tree from before the
-        # dependency existed and never got it.
-        working-directory: src/praisonai-ts
-        run: |
-          npm install --no-audit --no-fund --legacy-peer-deps
-          npm run build
-      - run: npm ci
-
-      - name: Generate the Xcode project (only if gen/apple is not committed)
-        # `tauri ios init` renders the template and then runs `xcodegen`, a
-        # brew package the CLI would otherwise try to install itself, mid-run,
-        # with a prompt. Installing it up front is the same outcome without
-        # the prompt. cocoapods is only invoked when the config declares pods;
-        # it declares none.
-        run: |
-          set -euo pipefail
-          if [ -d src-tauri/gen/apple ]; then
-            echo "src-tauri/gen/apple is committed; not regenerating it"
-            exit 0
-          fi
-          brew list xcodegen >/dev/null 2>&1 || brew install xcodegen
-          npx tauri ios init --ci --skip-targets-install
-
-      - name: Put the real AppIcon set into the Xcode project
-        # `tauri ios init` renders the CLI's OWN placeholder AppIcon PNGs into
-        # gen/apple/Assets.xcassets, and nothing in the CLI ever replaces them:
-        # `tauri icon` writes to src-tauri/icons/ios/ and stops there (it wires
-        # up gen/android, but there is no iOS equivalent). So the copy is done
-        # here, and every filename matches one-for-one -- both sides are named
-        # by the same Contents.json.
-        #
-        # Idempotent, and it runs whether or not init just ran, so a
-        # regenerated project cannot silently ship Tauri's icon as ours.
-        run: |
-          set -euo pipefail
-          dest=src-tauri/gen/apple/Assets.xcassets/AppIcon.appiconset
-          test -d "$dest" || { echo "::error::$dest does not exist"; find src-tauri/gen/apple -maxdepth 3 -print; exit 1; }
-          cp src-tauri/icons/ios/*.png "$dest/"
-          ls "$dest" | wc -l
-
-      - name: Build the simulator app, unsigned
-        # --target aarch64-sim: the iphonesimulator SDK, arm64 (the runner is
-        #   Apple silicon, and so is every Mac that will run the simulator).
-        # --no-sign: xcodebuild with CODE_SIGNING_ALLOWED=NO. For the
-        #   simulator SDK the CLI then lifts PraisonAI.app straight out of the
-        #   xcarchive instead of exporting an IPA (crates/tauri-cli/src/mobile/
-        #   ios/build.rs, the `target.sdk == "iphonesimulator"` branch), which
-        #   is exactly the artifact a simulator installs.
-        # --debug: the dev profile links in seconds rather than minutes, and a
-        #   simulator build is never the one that ships.
-        run: npx tauri ios build --debug --target aarch64-sim --no-sign --ci
-
-      - name: Is there an app, and is the Rust inside it?
-        id: app
-        run: |
-          set -euo pipefail
-          root=src-tauri/gen/apple/build
-          # Printed before anything is asserted, so a failure here is
-          # diagnosable from the log alone rather than costing another run.
-          echo "--- what the build left behind"
-          find "$root" -maxdepth 3 -print 2>/dev/null | head -40 || echo "(no build directory)"
-
-          # Prefer the simulator export dir (build/arm64-sim, the `arch` of the
-          # aarch64-sim target); fall back to any .app so the error message can
-          # say what WAS built. The name is not hardcoded: it comes from
-          # productName via the CLI, and guessing it wrong is what failed here
-          # the first time.
-          app="$(find "$root" -type d -name '*.app' -path '*arm64-sim*' -print -quit 2>/dev/null || true)"
-          [ -n "$app" ] || app="$(find "$root" -type d -name '*.app' -print -quit 2>/dev/null || true)"
-          if [ -z "$app" ]; then
-            echo "::error::no .app was produced under $root"
-            exit 1
-          fi
-          echo "app: $app"
-
-          # The executable's name comes from the bundle itself for the same
-          # reason.
-          exe="$app/$(plutil -extract CFBundleExecutable raw "$app/Info.plist")"
-          test -f "$exe" || { echo "::error::$app has no executable"; ls -la "$app"; exit 1; }
-          file "$exe"
-          file "$exe" | grep -q 'arm64' || { echo "::error::the executable is not arm64"; exit 1; }
-
-          # iOS links the Rust in as a staticlib, so unlike Android there is no
-          # .so to look for -- the crate is INSIDE this binary, and its symbols
-          # are the only real evidence it got there. An .app that built without
-          # it would be the Swift template alone.
-          #
-          # Dumped to files rather than piped into `grep -q`: grep exits on the
-          # FIRST match, the dumper then dies of SIGPIPE, and `set -o pipefail`
-          # reports that as a failed pipeline -- so the check failed precisely
-          # BECAUSE it found what it was looking for. It cost a CI run.
-          nm -a "$exe" > "$RUNNER_TEMP/symbols.txt" 2>/dev/null || true
-          strings -a "$exe" > "$RUNNER_TEMP/strings.txt" 2>/dev/null || true
-          if grep -qi 'praisonai_mobile\|start_app' "$RUNNER_TEMP/symbols.txt" \
-            || grep -qi 'praisonai_mobile' "$RUNNER_TEMP/strings.txt"; then
-            echo "the Rust crate is linked into the executable"
-          else
-            echo "::error::the Rust library is not linked into $exe"
-            exit 1
-          fi
-
-          # The frontend is embedded in that same binary by generate_context!,
-          # not copied into the bundle as a resource, so it is checked the same
-          # way rather than by looking for an index.html that is never there.
-          plutil -p "$app/Info.plist" | grep -E 'CFBundleIdentifier|CFBundleShortVersionString|MinimumOSVersion|UIDeviceFamily'
-          test -f "$app/Assets.car" || echo "note: no compiled asset catalog in the bundle"
-          du -sh "$app"
-
-          # ditto, not zip: it keeps the bundle's symlinks and modes, which is
-          # the difference between an .app the simulator installs and one it
-          # rejects as an invalid bundle.
-          ditto -c -k --keepParent "$app" "$RUNNER_TEMP/PraisonAI-ios-simulator.app.zip"
-          ls -la "$RUNNER_TEMP/PraisonAI-ios-simulator.app.zip"
-
-      - name: Upload the simulator app
-        uses: actions/upload-artifact@v4
-        with:
-          name: PraisonAI-ios-simulator-app
-          path: ${{ runner.temp }}/PraisonAI-ios-simulator.app.zip
-          if-no-files-found: error
-          retention-days: 30
-
-      - name: Package gen/apple for committing
-        # always(): the project is generated by `init`, so it is worth having
-        # even on a run whose BUILD failed -- that is exactly the run where
-        # someone needs to look at it.
-        if: always()
-        # Only what `git add src-tauri/gen/apple` would take: the template's
-        # own .gitignore excludes build/, xcuserdata/ and Externals/, and this
-        # respects it instead of re-listing them here. Nothing to upload when
-        # the project was already committed -- the guard above skipped init.
-        run: |
-          set -euo pipefail
-          files="$(git ls-files --others --exclude-standard src-tauri/gen/apple || true)"
-          if [ -z "$files" ]; then
-            echo "gen/apple is tracked already; nothing to package"
-            exit 0
-          fi
-          echo "$files" | tar -czf "$RUNNER_TEMP/gen-apple.tgz" -T -
-          echo "$files" | wc -l
-          ls -la "$RUNNER_TEMP/gen-apple.tgz"
-
-      - name: Upload gen/apple (only on the run that generated it)
-        if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: gen-apple
-          path: ${{ runner.temp }}/gen-apple.tgz
-          if-no-files-found: ignore
-          retention-days: 30
-
-  android-apk:
-    name: android apk (debug, arm64)
-    runs-on: ubuntu-22.04
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22.18'
-          cache: npm
-          cache-dependency-path: src/praisonai-mobile/package-lock.json
-      - uses: actions/setup-java@v4
-        with:
-          # 17, not the runner's default 21 or a laptop's 25: Gradle 8.14.3's
-          # Groovy front end rejects class files newer than it knows
-          # ("Unsupported class file major version 69" on JDK 25), and 17 is
-          # what AGP 8.11 documents.
-          distribution: temurin
-          java-version: '17'
-      - uses: android-actions/setup-android@v3
-        with:
-          # What gen/android/app/build.gradle.kts declares (compileSdk 36),
-          # plus the build-tools AGP pairs with it. Anything else AGP needs it
-          # downloads itself; the licences are accepted by this action.
-          packages: 'platform-tools platforms;android-36 build-tools;36.0.0'
-      - uses: nttld/setup-ndk@v1
-        id: ndk
-        with:
-          # r28c = 28.2.13676358, the NDK gen/android was generated and first
-          # built with.
-          ndk-version: r28c
-          add-to-path: false
-      - uses: dtolnay/rust-toolchain@stable
-        with:
-          targets: aarch64-linux-android
-      - uses: Swatinem/rust-cache@v2
-        with:
-          workspaces: src/praisonai-mobile/src-tauri
-          key: android-apk
-      - name: "Build praisonai-ts (the file: dependency)"
-        # praisonai-mobile depends on praisonai by `file:`, so `npm ci`
-        # here runs praisonai-ts's own `prepare` -> `rimraf dist`. On a
-        # fresh runner praisonai-ts has no node_modules, so rimraf is not
-        # installed and `npm ci` dies with code 127 before a single
-        # platform step runs. mobile.yml gives all four of its jobs this
-        # step; these two were written against the tree from before the
-        # dependency existed and never got it.
-        working-directory: src/praisonai-ts
-        run: |
-          npm install --no-audit --no-fund --legacy-peer-deps
-          npm run build
-      - run: npm ci
-
-      - name: Generate the Android project (only if gen/android is not committed)
-        env:
-          NDK_HOME: ${{ steps.ndk.outputs.ndk-path }}
-        run: |
-          set -euo pipefail
-          if [ -d src-tauri/gen/android ]; then
-            echo "src-tauri/gen/android is committed; not regenerating it"
-            exit 0
-          fi
-          npx tauri android init --ci --skip-targets-install
-
-      - name: Build the debug APK
-        env:
-          NDK_HOME: ${{ steps.ndk.outputs.ndk-path }}
-        # --target aarch64 only: every phone sold in the last several years is
-        # arm64-v8a, and one target keeps the Rust build to one link. The
-        # `universal` in the output path is Gradle's name for "the APK that is
-        # not split per ABI", not a claim about what is inside it.
-        run: npx tauri android build --debug --apk --target aarch64 --ci
-
-      - name: Is there an APK, and is the Rust inside it?
-        run: |
-          set -euo pipefail
-          root=src-tauri/gen/android/app/build/outputs/apk
-          apk="$(find "$root" -name '*.apk' -print -quit || true)"
-          if [ -z "$apk" ]; then
-            echo "::error::no .apk was produced under $root"
-            find "$root" -type f -print 2>/dev/null || echo "(the outputs directory does not exist)"
-            exit 1
-          fi
-          echo "apk: $apk"
-          ls -la "$apk"
-          unzip -l "$apk" | grep -q 'lib/arm64-v8a/libpraisonai_mobile_lib.so' \
-            || { echo "::error::$apk does not contain lib/arm64-v8a/libpraisonai_mobile_lib.so"; unzip -l "$apk" | head -40; exit 1; }
-          unzip -l "$apk" | grep -E 'lib/|AndroidManifest|classes.dex' | head
-          cp "$apk" "$RUNNER_TEMP/PraisonAI-android-debug-arm64.apk"
-
-      - name: Upload the APK
-        uses: actions/upload-artifact@v4
-        with:
-          name: PraisonAI-android-debug-arm64-apk
-          path: ${{ runner.temp }}/PraisonAI-android-debug-arm64.apk
-          if-no-files-found: error
-          retention-days: 30
@@ -1,164 +0,0 @@
-# The mobile package's WEB build: built, booted in a real browser, and
-# deployed to GitHub Pages.
-#
-# mobile.yml proves the package's tests pass. This workflow proves the thing
-# that ships to a browser actually ships: dist/ is built, served under the
-# repository subpath and driven through first paint, install, and an offline
-# reload by tools/web-boot.test.mjs, then published. A PR gets the build and
-# the proof; only main deploys.
-#
-# One setting is outside this file's reach: the repository's Pages source must
-# be "GitHub Actions" (Settings -> Pages -> Build and deployment -> Source).
-# Until a human turns that on, the deploy job SKIPS with a notice rather than
-# failing -- a red main every push because of a setting no workflow can set
-# would train people to ignore the mobile checks, which is how the last silent
-# breakage in this package survived.
-name: mobile web
-
-on:
-  push:
-    branches: [main]
-    paths: &watched
-      - 'src/praisonai-mobile/**'
-      - '.github/workflows/mobile-web.yml'
-      # `praisonai` is a `file:` link to ../praisonai-ts, and the web bundle is
-      # built FROM it -- so drift on that side changes what ships to a browser
-      # and must trigger this gate. mobile.yml watches these same paths for the
-      # same reason; a web gate that watched only praisonai-mobile would go
-      # quiet exactly when the dependency it bundles moved.
-      - 'src/praisonai-ts/src/**'
-      - 'src/praisonai-ts/scripts/**'
-      - 'src/praisonai-ts/package.json'
-  pull_request:
-    paths: *watched
-
-permissions:
-  contents: read
-
-defaults:
-  run:
-    working-directory: src/praisonai-mobile
-
-jobs:
-  build:
-    name: build and boot
-    runs-on: ubuntu-22.04
-    concurrency:
-      group: mobile-web-build-${{ github.ref }}
-      cancel-in-progress: true
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22.18'
-          cache: npm
-          cache-dependency-path: src/praisonai-mobile/package-lock.json
-      # `praisonai` is a `file:` link to ../praisonai-ts, so its dist/ must
-      # exist before this package can even INSTALL: npm runs the linked
-      # package's prepare/prebuild, which fails without its own node_modules.
-      # `npm install`, not `npm ci`: praisonai-ts gitignores its lockfile.
-      # `--legacy-peer-deps` for the bedrock-agentcore -> @strands-agents/sdk
-      # peer conflict, exactly as mobile.yml and praisonai-ts-webview.yml do.
-      - name: "Build praisonai-ts (the file: dependency)"
-        working-directory: src/praisonai-ts
-        run: |
-          npm install --no-audit --no-fund --legacy-peer-deps
-          npm run build
-      - run: npm ci
-      - name: Cache the Playwright browser
-        uses: actions/cache@v4
-        with:
-          path: ~/.cache/ms-playwright
-          key: playwright-${{ runner.os }}-${{ hashFiles('src/praisonai-mobile/package-lock.json') }}
-      - name: Install Chromium for the boot proof
-        run: npx playwright install --with-deps chromium
-      - name: Build
-        run: npm run build
-      - name: Boot proof
-        # Serves dist/ under /PraisonAI/ in headless Chromium: composer and
-        # Send render, manifest served as application/manifest+json, service
-        # worker activates with the subpath as scope, an offline reload still
-        # renders, and an injected inline script is blocked by the CSP.
-        run: npm run test:web
-      - name: dist contents
-        run: ls -lR dist
-      - uses: actions/upload-artifact@v4
-        with:
-          name: mobile-web-dist
-          path: src/praisonai-mobile/dist
-          if-no-files-found: error
-      - uses: actions/upload-pages-artifact@v3
-        if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-        with:
-          path: src/praisonai-mobile/dist
-
-  # The readiness check is its OWN job, and deliberately declares no
-  # `environment:`. A job that names `environment: github-pages` cannot START
-  # until that environment exists, so when Pages is off the runner fails the
-  # job outright -- zero steps, about one second -- and every carefully
-  # written skip inside it is unreachable. Measured: run 33730322658 on main,
-  # "deploy to GitHub Pages" failed with steps: 0.
-  #
-  # Splitting the decision out means the check runs with no preconditions and
-  # the environment-bearing job is never scheduled unless it can succeed.
-  pages-ready:
-    name: is GitHub Pages enabled?
-    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-    needs: build
-    runs-on: ubuntu-22.04
-    permissions:
-      contents: read
-      # `gh api repos/<owner>/<repo>/pages` needs Pages read. Without it the
-      # request is rejected on a private repo, `2>/dev/null || echo '{}'`
-      # swallows the error to `{}`, build_type falls to "none", and the deploy
-      # SKIPS even though Pages is on -- the exact silent skip this file exists
-      # to prevent. `contents: read` alone leaves this permission at `none`.
-      pages: read
-    outputs:
-      ready: ${{ steps.check.outputs.ready }}
-    steps:
-      # Pages cannot be enabled from a workflow, so this reports the setting
-      # rather than demanding it. `ready` false SKIPS the deploy with a
-      # notice; it does not fail the run. deploy-pages would otherwise fail
-      # with a bare 404 that says nothing about which setting is missing.
-      - name: Is the Pages source "GitHub Actions"?
-        id: check
-        env:
-          GH_TOKEN: ${{ github.token }}
-        working-directory: .
-        run: |
-          site=$(gh api "repos/${{ github.repository }}/pages" 2>/dev/null || echo '{}')
-          build_type=$(echo "$site" | jq -r '.build_type // "none"')
-          cname=$(echo "$site" | jq -r '.cname // ""')
-          echo "build_type=$build_type cname=${cname:-<none>}"
-          if [ "$build_type" != "workflow" ]; then
-            echo "::notice::Skipping the Pages deploy: Pages is not set to build from GitHub Actions (build_type=$build_type). A repository admin must set it at https://github.com/${{ github.repository }}/settings/pages -> Build and deployment -> Source: GitHub Actions. The built site is attached to this run as the mobile-web-dist artifact."
-            echo "ready=false" >> "$GITHUB_OUTPUT"
-            exit 0
-          fi
-          if [ -n "$cname" ]; then
-            echo "::notice::Skipping the Pages deploy: a custom domain ($cname) is set, so the app would be served there rather than at the github.io URL."
-            echo "ready=false" >> "$GITHUB_OUTPUT"
-            exit 0
-          fi
-          echo "ready=true" >> "$GITHUB_OUTPUT"
-
-  deploy:
-    name: deploy to GitHub Pages
-    needs: pages-ready
-    if: needs.pages-ready.outputs.ready == 'true'
-    runs-on: ubuntu-22.04
-    permissions:
-      pages: write
-      id-token: write
-    environment:
-      name: github-pages
-      url: ${{ steps.deployment.outputs.page_url }}
-    concurrency:
-      # Never cancel a deployment in flight; queue behind it instead.
-      group: pages
-      cancel-in-progress: false
-    steps:
-      - uses: actions/configure-pages@v5
-      - uses: actions/deploy-pages@v4
-        id: deployment
@@ -1,263 +0,0 @@
-# The mobile package's tests.
-#
-# Written at the same time as the package, deliberately. praisonai-desktop's
-# suite existed and ran nowhere for months because no workflow referenced it,
-# and a package whose tests never run in CI is a package whose tests are
-# decoration -- the 523 here would go stale silently.
-#
-# Four gates, and they catch different things:
-#
-#   typecheck   -- the boundary between erasable and non-erasable TypeScript.
-#                  node:test strips types rather than compiling, so an enum or
-#                  a constructor parameter property is a runtime parse error at
-#                  import; `erasableSyntaxOnly` turns that into a typecheck
-#                  failure at the file that caused it.
-#   boundaries  -- the two seams. Only engines/src/praisonai-ts may import
-#                  'praisonai'; only adapters/src/tauri may import @tauri-apps.
-#                  These are the whole reason the package is swappable, and a
-#                  rule enforced only by review stops being enforced.
-#   test        -- the suite itself.
-#   bundle gate -- webview compatibility. This is the one a normal test run
-#                  CANNOT do: node:test runs in Node, where a `crypto` import
-#                  and a top-level `process.env` both work fine, and both kill
-#                  a webview bundle at import time.
-name: mobile
-
-on:
-  push:
-    branches: [main]
-    paths: &watched
-      - 'src/praisonai-mobile/**'
-      - '.github/workflows/mobile.yml'
-      # The `upstream parity` job below typechecks the REAL praisonai-ts Agent
-      # against the structural contract in engines/src/praisonai-ts/agent-api.ts.
-      # Watching only praisonai-mobile made that gate fire when the CONSUMER
-      # changed and stay silent when the thing it watches did -- so upstream
-      # drift landed on main unchecked. Verified on 71197fa80, which edited
-      # src/praisonai-ts/src/agent/simple.ts: no parity check ran on it.
-      - 'src/praisonai-ts/src/**'
-      # And the pieces of praisonai-ts that decide what `praisonai/mobile`
-      # RESOLVES to through the file: link -- the esm shim shapes dist/esm.
-      - 'src/praisonai-ts/scripts/**'
-      - 'src/praisonai-ts/package.json'
-  pull_request:
-    paths: *watched
-
-concurrency:
-  group: mobile-${{ github.ref }}
-  cancel-in-progress: true
-
-defaults:
-  run:
-    working-directory: src/praisonai-mobile
-
-jobs:
-  check:
-    name: check (node ${{ matrix.node }})
-    runs-on: ubuntu-22.04
-    strategy:
-      fail-fast: false
-      matrix:
-        # 22.18 is the floor declared in package.json -- tested because a
-        # declared floor nobody runs is a guess. 24 is the forward check:
-        # native type-stripping is the feature this package depends on most,
-        # and it is exactly the kind of thing a major bump changes.
-        node: ['22.18', '24']
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node }}
-          cache: npm
-          cache-dependency-path: src/praisonai-mobile/package-lock.json
-      # `praisonai` is a `file:` link to ../praisonai-ts (see praisonai-mobile's
-      # package.json for why), so its dist/ must exist before this package can
-      # resolve `praisonai/mobile`. `npm install`, not `npm ci`: praisonai-ts
-      # gitignores its lockfile. `--legacy-peer-deps` for the
-      # bedrock-agentcore -> @strands-agents/sdk peer conflict, exactly as
-      # praisonai-ts-webview.yml does.
-      - name: "Build praisonai-ts (the file: dependency)"
-        working-directory: src/praisonai-ts
-        run: |
-          npm install --no-audit --no-fund --legacy-peer-deps
-          npm run build
-      - run: npm ci
-      - name: Cache the Playwright browser
-        uses: actions/cache@v4
-        with:
-          path: ~/.cache/ms-playwright
-          key: playwright-${{ runner.os }}-${{ hashFiles('src/praisonai-mobile/package-lock.json') }}
-      - name: Install Chromium for the boot proof
-        # `npm test` includes tools/web-boot.test.mjs, which loads the built
-        # dist/ in a real browser. It fails rather than skips without one.
-        run: npx playwright install --with-deps chromium
-      - name: Typecheck
-        run: npm run typecheck
-      - name: Layer boundaries
-        run: npm run boundaries
-      - name: Tests
-        run: npm test
-      - name: Bundle gate fixtures
-        # Runs the gate's own suite, which proves each check can FAIL -- a
-        # build check that has only ever seen clean input is a check nobody
-        # knows the state of.
-        run: npm run test:bundle
-
-  upstream-parity:
-    name: upstream parity
-    # Its own job so drift from the real Agent is visible in the checks list
-    # rather than buried in another job's log.
-    #
-    # It needs only THIS package's install. praisonai-ts's own dependencies are
-    # not needed here (the `check` job installs them, with --legacy-peer-deps,
-    # to build the file: dependency): every member the check looks at is
-    # declared locally in simple.ts. That is verified rather than assumed:
-    # with praisonai-ts's node_modules moved aside, injected drift is still
-    # caught as TS2741.
-    runs-on: ubuntu-22.04
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22.18'
-          cache: npm
-          cache-dependency-path: src/praisonai-mobile/package-lock.json
-      - name: "Build praisonai-ts (the file: dependency)"
-        working-directory: src/praisonai-ts
-        run: |
-          npm install --no-audit --no-fund --legacy-peer-deps
-          npm run build
-      - run: npm ci
-      - name: Does the real Agent still satisfy PraisonAgent?
-        # Skips loudly if the praisonai-ts checkout is missing, rather than
-        # passing quietly -- a check that silently stops covering anything is
-        # worse than no check.
-        run: npm run check:upstream
-
-  shell:
-    name: rust shell (${{ matrix.os }})
-    # The Rust crate had 14 tests and no job running them -- the same failure
-    # this workflow's header says it was created to prevent, one language over.
-    #
-    # Both platforms, because the crate is cfg-heavy: the back-gesture fallback
-    # is #[cfg(target_os = "android")] / ios / not(mobile), and a cfg mistake
-    # compiles perfectly on whichever host you happened to try.
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        os: [ubuntu-22.04, macos-15]
-    defaults:
-      run:
-        working-directory: src/praisonai-mobile/src-tauri
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22.18'
-          cache: npm
-          cache-dependency-path: src/praisonai-mobile/package-lock.json
-      - uses: dtolnay/rust-toolchain@stable
-        with:
-          components: clippy
-      - uses: Swatinem/rust-cache@v2
-        with:
-          workspaces: src/praisonai-mobile/src-tauri
-      - name: Install the Linux build dependencies
-        if: runner.os == 'Linux'
-        working-directory: .
-        run: |
-          sudo apt-get update
-          sudo apt-get install -y --no-install-recommends \
-            libwebkit2gtk-4.1-dev librsvg2-dev libxdo-dev libssl-dev patchelf
-      # generate_context! expands frontendDist (../dist) at COMPILE time, and
-      # dist/ is gitignored -- absent on a fresh checkout. Without this the
-      # crate cannot compile and neither test nor clippy below ever runs.
-      # `praisonai` is a `file:` link to ../praisonai-ts (see praisonai-mobile's
-      # package.json for why), so its dist/ must exist before this package can
-      # resolve `praisonai/mobile`. `npm install`, not `npm ci`: praisonai-ts
-      # gitignores its lockfile. `--legacy-peer-deps` for the
-      # bedrock-agentcore -> @strands-agents/sdk peer conflict, exactly as
-      # praisonai-ts-webview.yml does.
-      - name: "Build praisonai-ts (the file: dependency)"
-        working-directory: src/praisonai-ts
-        run: |
-          npm install --no-audit --no-fund --legacy-peer-deps
-          npm run build
-      - name: Build the webview (creates ../dist for generate_context!)
-        working-directory: src/praisonai-mobile
-        run: |
-          npm ci
-          npm run build
-      # The pure-logic tests: back-gesture arbitration, the lifecycle mapping,
-      # and the event-name contract. None of them needs a phone.
-      - name: Test
-        run: cargo test
-      - name: Clippy
-        run: cargo clippy --all-targets -- -D warnings
-
-  # ------------------------------------------------------------------
-  # The mobile targets, which nothing compiled.
-  #
-  # `src/lib.rs` is `#[cfg_attr(mobile, tauri::mobile_entry_point)]`, and
-  # `tauri_build::build()` emits `cargo:rustc-cfg=mobile` only for android and
-  # ios targets. Both legs of `rust shell` above are HOST targets, so that
-  # attribute -- the one that generates the Android JNI symbol and the iOS
-  # start_app symbol -- expanded exactly zero times in CI, and neither did the
-  # `#[cfg(target_os = "android")]` / `ios` arms of `commands.rs`. The job
-  # above says it covers cfg mistakes; it covers the ones in `shell/`, not
-  # these.
-  #
-  # `cargo check`, not `build`: it type-checks and macro-expands under the
-  # mobile cfg, which is the thing that was never done, and needs no NDK and no
-  # Xcode project. Verified at 18s for the android target.
-  # ------------------------------------------------------------------
-  cross-check:
-    name: cross-check (${{ matrix.target }})
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        include:
-          - target: aarch64-linux-android
-            os: ubuntu-22.04
-          - target: aarch64-apple-ios
-            os: macos-15
-    defaults:
-      run:
-        working-directory: src/praisonai-mobile/src-tauri
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22.18'
-          cache: npm
-          cache-dependency-path: src/praisonai-mobile/package-lock.json
-      - uses: dtolnay/rust-toolchain@stable
-        with:
-          targets: ${{ matrix.target }}
-      - uses: Swatinem/rust-cache@v2
-        with:
-          workspaces: src/praisonai-mobile/src-tauri
-          key: ${{ matrix.target }}
-      # generate_context! expands frontendDist at COMPILE time and dist/ is
-      # gitignored, so the crate cannot be checked without this -- the same
-      # reason the job above needs it.
-      # `praisonai` is a `file:` link to ../praisonai-ts (see praisonai-mobile's
-      # package.json for why), so its dist/ must exist before this package can
-      # resolve `praisonai/mobile`. `npm install`, not `npm ci`: praisonai-ts
-      # gitignores its lockfile. `--legacy-peer-deps` for the
-      # bedrock-agentcore -> @strands-agents/sdk peer conflict, exactly as
-      # praisonai-ts-webview.yml does.
-      - name: "Build praisonai-ts (the file: dependency)"
-        working-directory: src/praisonai-ts
-        run: |
-          npm install --no-audit --no-fund --legacy-peer-deps
-          npm run build
-      - name: Build the webview (creates ../dist for generate_context!)
-        working-directory: src/praisonai-mobile
-        run: |
-          npm ci
-          npm run build
-      - name: Does the crate still expand and type-check for a phone?
-        run: cargo check --lib --target ${{ matrix.target }}
@@ -1,12 +1,12 @@
 name: Nightly Release Gate

 # Preflight before PyPI Release (patch bump).
-# Triggers: Core Tests success on main (workflow_run) or cron every 3 days at 00:00 UTC.
-# Dedupe: max one successful patch release every 3 days (see release-gate.js).
+# Primary: Core Tests success on main (workflow_run).
+# Backstop: nightly cron at 00:00 UTC.

 on:
  schedule:
-    - cron: '0 0 */3 * *'
+    - cron: '0 0 * * *'
  workflow_dispatch:
    inputs:
      dry_run:
@@ -39,9 +39,7 @@ jobs:
        github.event_name == 'workflow_run' &&
        github.event.workflow_run.conclusion == 'success' &&
        github.event.workflow_run.head_branch == 'main' &&
-        github.event.workflow_run.event == 'push' &&
-        !startsWith(github.event.workflow_run.head_commit.message, 'Release v') &&
-        !startsWith(github.event.workflow_run.head_commit.message, 'chore(release):')
+        github.event.workflow_run.event == 'push'
      )
    runs-on: ubuntu-latest
    env:
@@ -69,10 +67,6 @@ jobs:
      - name: Fetch main and tags
        run: git fetch --tags origin main

-      # Guards the gate logic itself — no workflow ran these selftests before.
-      - name: Selftest release-gate script
-        run: node .github/scripts/release-gate-selftest.js
-
      - name: Preflight — path changes, CI SHA, dedupe
        id: preflight
        uses: actions/github-script@v7
@@ -1,106 +0,0 @@
-name: Parity Gate
-
-# Validates Python <-> TypeScript SDK parity on pull requests and FAILS on drift.
-#
-# Two named checks, so each kind of drift is visible in the checks list:
-#   names      - the exported-name tracker (PARITY.md / FEATURE_PARITY_TRACKER.json)
-#                must be regenerated in the PR when the public surface changes.
-#   behaviour  - options accepted for parity but not yet acted on; a ratchet,
-#                so the count may fall and never rise.
-#   signatures - constructor/method parameters of the curated surfaces in
-#                src/praisonai/praisonai/_dev/parity/signatures/surface.yaml must
-#                match (after camelCase/alias/flattening rules) or be waived with a
-#                reason in waivers.yaml. Stale or expired waivers also fail.
-#
-# The regenerate-and-commit job stays in update-parity-tracker.yml (push to main).
-# This workflow never commits; it only reports.
-
-on:
-  pull_request:
-    paths:
-      - 'src/praisonai-agents/praisonaiagents/**/*.py'
-      - 'src/praisonai-ts/src/**/*.ts'
-      - 'src/praisonai-rust/praisonai/src/**/*.rs'
-      - 'src/praisonai/praisonai/_dev/parity/**'
-      - 'src/praisonai/praisonai/cli/features/**'
-      # The generator the `names` job runs. Editing it changed what the gate
-      # measured without the gate running.
-      - 'src/praisonai/scripts/**'
-      - 'src/praisonai-ts/PARITY.md'
-      - 'src/praisonai-ts/FEATURE_PARITY_TRACKER.json'
-      - 'src/praisonai-ts/SIGNATURE_PARITY.md'
-      - 'src/praisonai-ts/signature-parity.json'
-      # The behaviour baseline itself. These two carry the ratchet floor, so a
-      # pull request that edited only them raised the floor with no job running.
-      - 'src/praisonai-ts/BEHAVIOUR_PARITY.md'
-      - 'src/praisonai-ts/behaviour-parity.json'
-      - 'src/praisonai-rust/PARITY.md'
-      - 'src/praisonai-rust/FEATURE_PARITY_TRACKER.json'
-      - '.github/workflows/parity-gate.yml'
-  workflow_dispatch:
-
-permissions:
-  contents: read
-
-jobs:
-  names:
-    name: names (exported-symbol tracker up to date)
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-      - run: pip install pyyaml
-      - name: Tracker files match the sources
-        run: |
-          if ! python3 src/praisonai/scripts/generate_parity_tracker.py --check; then
-            echo "::error::Parity tracker is out of date. Run: python3 src/praisonai/scripts/generate_parity_tracker.py  and commit src/praisonai-ts/PARITY.md, FEATURE_PARITY_TRACKER.json and the Rust pair."
-            exit 1
-          fi
-
-  signatures:
-    name: signatures (constructor and method parameters)
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22'
-      - run: pip install pyyaml
-      - name: Install the TypeScript compiler only
-        # praisonai-ts's full dependency tree is not needed (and does not
-        # install cleanly); the extractor needs only the `typescript` package.
-        run: |
-          mkdir -p "$RUNNER_TEMP/parity-ts"
-          npm install --prefix "$RUNNER_TEMP/parity-ts" --no-audit --no-fund [email protected]
-          echo "PARITY_TS_NODE_MODULES=$RUNNER_TEMP/parity-ts/node_modules" >> "$GITHUB_ENV"
-      - name: Signatures match, or are waived with a reason
-        env:
-          PYTHONPATH: src/praisonai
-        run: |
-          if ! python3 -m praisonai._dev.parity.signatures --check; then
-            echo "::error::Signature parity failed. See the output above for the surface and parameter. Fix the TypeScript side, or add a waiver with a reason to src/praisonai/praisonai/_dev/parity/signatures/waivers.yaml, then run: PYTHONPATH=src/praisonai python3 -m praisonai._dev.parity.signatures --write"
-            exit 1
-          fi
-
-  behaviour:
-    name: behaviour (options accepted but not acted on)
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-      - run: pip install pyyaml
-      - name: The count of ignored options has not grown
-        env:
-          PYTHONPATH: src/praisonai
-        run: |
-          if ! python3 -m praisonai._dev.parity.behaviour --check; then
-            echo "::error::An option accepted for Python parity is not acted on, and the total grew. The name and signature gates cannot see this: they check that a parameter EXISTS. Implement the behaviour and delete its entry from src/praisonai-ts/src/utils/parity-notice.ts, then run: PYTHONPATH=src/praisonai python3 -m praisonai._dev.parity.behaviour --write"
-            exit 1
-          fi
@@ -11,7 +11,6 @@ permissions:
  pull-requests: read
  issues: write
  actions: write
-  id-token: write

 jobs:
  sync:
@@ -21,18 +20,10 @@ jobs:
        with:
          persist-credentials: false

-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@v1
-        with:
-          app-id: ${{ secrets.CLAUDE_APP_ID }}
-          private-key: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
-          owner: ${{ github.repository_owner }}
-
      - name: Sync pipeline labels on open PRs
        uses: actions/github-script@v7
        with:
-          github-token: ${{ steps.app-token.outputs.token }}
+          github-token: ${{ secrets.GH_TOKEN }}
          script: |
            const path = require('path');
            const ps = require(path.join(process.env.GITHUB_WORKSPACE, '.github/scripts/pipeline-status.js'));
@@ -1,70 +0,0 @@
-# Does praisonai-ts still pass its own tests?
-#
-# It has a suite -- 2,000+ tests -- and until now nothing ran it. The only
-# workflow with `working-directory: src/praisonai-ts` builds the package and
-# checks the webview bundle; the two other mentions of `npm test` in this
-# directory are a comment and a line of prose telling a reviewer to run it by
-# hand. So the suite was green the way an unread report is green.
-#
-# That mattered the moment the suite grew: PR #4755 added ~880 tests for the
-# Python-parity port and not one of them would have run here. A test nobody
-# executes is worse than no test, because it is counted as cover.
-#
-# Deliberately narrow, like its webview sibling: it runs only when
-# praisonai-ts changes, installs only what it needs, and asserts two things --
-# the package typechecks, and its tests pass.
-name: praisonai-ts tests
-
-on:
-  push:
-    branches: [main]
-    paths:
-      - 'src/praisonai-ts/src/**'
-      - 'src/praisonai-ts/tests/**'
-      - 'src/praisonai-ts/package.json'
-      - 'src/praisonai-ts/jest.config.ts'
-      - 'src/praisonai-ts/tsconfig*.json'
-      - '.github/workflows/praisonai-ts-tests.yml'
-  pull_request:
-    paths:
-      - 'src/praisonai-ts/src/**'
-      - 'src/praisonai-ts/tests/**'
-      - 'src/praisonai-ts/package.json'
-      - 'src/praisonai-ts/jest.config.ts'
-      - 'src/praisonai-ts/tsconfig*.json'
-      - '.github/workflows/praisonai-ts-tests.yml'
-
-concurrency:
-  group: praisonai-ts-tests-${{ github.ref }}
-  cancel-in-progress: true
-
-permissions:
-  contents: read
-
-jobs:
-  tests:
-    name: unit tests
-    runs-on: ubuntu-22.04
-    defaults:
-      run:
-        working-directory: src/praisonai-ts
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22.18'
-      # `npm install --legacy-peer-deps`, matching praisonai-ts-webview.yml:
-      # the lockfile is gitignored so `npm ci` has nothing to read, and the
-      # dependency tree does not resolve without the flag (bedrock-agentcore
-      # wants a peer of @strands-agents/sdk that is not installed).
-      - name: Install
-        run: npm install --no-audit --no-fund --legacy-peer-deps
-      - name: Typecheck
-        run: npx tsc --noEmit -p .
-      # PRAISONAI_PARITY_SILENT quiets the one-line notices that options
-      # accepted for Python parity print when they are not yet honoured; they
-      # are deliberate output, not failures, and they drown the test log.
-      - name: Tests
-        run: npm test
-        env:
-          PRAISONAI_PARITY_SILENT: '1'
@@ -1,62 +0,0 @@
-# Can praisonai-ts still be loaded in a webview?
-#
-# Issue #4437 was this failing: `crypto` and `events` were static imports on
-# the Agent graph, so a webview bundle died at IMPORT time with no error
-# boundary and a blank screen. PR #4438 fixed it, and nothing stopped it
-# coming back.
-#
-# `npm test` cannot catch a regression here, structurally: it runs in Node,
-# where every one of these imports works perfectly. One `import { x } from
-# "fs"` added to a file the Agent happens to reach would silently un-ship the
-# mobile app, and the first signal would be a blank screen on a device.
-#
-# Deliberately narrow. It runs only when praisonai-ts changes, installs only
-# what it needs, and asserts one thing.
-name: praisonai-ts webview
-
-on:
-  push:
-    branches: [main]
-    paths:
-      - 'src/praisonai-ts/src/**'
-      - 'src/praisonai-ts/package.json'
-      - 'src/praisonai-ts/scripts/webview-gate.mjs'
-      - '.github/workflows/praisonai-ts-webview.yml'
-  pull_request:
-    paths:
-      - 'src/praisonai-ts/src/**'
-      - 'src/praisonai-ts/package.json'
-      - 'src/praisonai-ts/scripts/webview-gate.mjs'
-      - '.github/workflows/praisonai-ts-webview.yml'
-
-concurrency:
-  group: praisonai-ts-webview-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  webview:
-    name: loadable in a webview
-    runs-on: ubuntu-22.04
-    defaults:
-      run:
-        working-directory: src/praisonai-ts
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: '22.18'
-      # `npm install`, not `npm ci`: praisonai-ts gitignores its lockfile
-      # (src/praisonai-ts/.gitignore), so `npm ci` has nothing to install from.
-      # `--legacy-peer-deps` because the dependency tree does not otherwise
-      # resolve -- bedrock-agentcore wants a peer of @strands-agents/sdk that
-      # is not installed. That is pre-existing and out of scope here; without
-      # the flag this job fails on something unrelated to what it checks.
-      - name: Install
-        run: npm install --no-audit --no-fund --legacy-peer-deps
-      # Build first: the gate must see what actually SHIPS. The esm-shim adds
-      # a CJS banner that does not exist in the TypeScript sources, and that
-      # banner is what broke the published entry while the sources passed.
-      - name: Build
-        run: npm run build
-      - name: Check
-        run: npm run check:webview
@@ -6,7 +6,7 @@ on:
      target_repo:
        description: 'Destination repo (owner/name)'
        required: true
-        default: 'MervinPraison/PraisonAIUI'
+        default: 'MervinPraison/PraisonAI-Plugins'
        type: string

 permissions:
@@ -24,7 +24,6 @@ jobs:
          CLAUDE_APP_PRIVATE_KEY: ${{ secrets.CLAUDE_APP_PRIVATE_KEY }}
          CLAUDE_CODE_OAUTH_TOKEN: ${{ secrets.CLAUDE_CODE_OAUTH_TOKEN }}
          GH_TOKEN_VALUE: ${{ secrets.GH_TOKEN }}
-          DOCS_GITHUB_TOKEN: ${{ secrets.SECRETS_ADMIN_PAT }}
        run: |
          set -euo pipefail
          if [ -z "${GH_TOKEN:-}" ]; then
@@ -35,7 +34,4 @@ jobs:
          echo -n "$CLAUDE_APP_PRIVATE_KEY" | gh secret set CLAUDE_APP_PRIVATE_KEY --repo "$TARGET"
          echo -n "$CLAUDE_CODE_OAUTH_TOKEN" | gh secret set CLAUDE_CODE_OAUTH_TOKEN --repo "$TARGET"
          echo -n "$GH_TOKEN_VALUE" | gh secret set GH_TOKEN --repo "$TARGET"
-          if [ -n "${DOCS_GITHUB_TOKEN:-}" ]; then
-            echo -n "$DOCS_GITHUB_TOKEN" | gh secret set DOCS_GITHUB_TOKEN --repo "$TARGET"
-          fi
          echo "Synced CLAUDE_APP_ID, CLAUDE_APP_PRIVATE_KEY, CLAUDE_CODE_OAUTH_TOKEN, GH_TOKEN → $TARGET"
@@ -1,106 +0,0 @@
-name: Sync to praisonai-js
-
-# Canonical TS source: src/praisonai-ts/ in this monorepo.
-# This workflow pushes the mirror to MervinPraison/praisonai-js (npm repo).
-
-on:
-  workflow_dispatch:
-    inputs:
-      target_branch:
-        description: 'Target branch on MervinPraison/praisonai-js'
-        required: false
-        default: main
-        type: string
-      mode:
-        description: 'pr = open pull request (default); commit = push directly to target branch'
-        required: false
-        default: pr
-        type: choice
-        options:
-          - pr
-          - commit
-
-permissions:
-  contents: read
-
-jobs:
-  sync:
-    runs-on: ubuntu-latest
-    env:
-      GH_TOKEN: ${{ secrets.GH_TOKEN }}
-      TARGET_REPO: MervinPraison/praisonai-js
-      SOURCE_PATH: src/praisonai-ts
-      TARGET_BRANCH: ${{ inputs.target_branch }}
-    steps:
-      - name: Validate token
-        run: |
-          if [ -z "${GH_TOKEN:-}" ]; then
-            echo "GH_TOKEN secret is required (PAT with repo write access to praisonai-js)."
-            exit 1
-          fi
-
-      - name: Checkout PraisonAI monorepo
-        uses: actions/checkout@v4
-
-      - name: Checkout praisonai-js
-        uses: actions/checkout@v4
-        with:
-          repository: ${{ env.TARGET_REPO }}
-          token: ${{ secrets.GH_TOKEN }}
-          path: praisonai-js-target
-          ref: ${{ env.TARGET_BRANCH }}
-
-      - name: Sync monorepo path into praisonai-js
-        run: |
-          set -euo pipefail
-          rsync -a --delete \
-            --exclude '.git/' \
-            --exclude 'node_modules/' \
-            --exclude 'dist/' \
-            --exclude 'coverage/' \
-            --exclude '.DS_Store' \
-            --exclude '*.tsbuildinfo' \
-            "${SOURCE_PATH}/" praisonai-js-target/
-
-      - name: Push changes
-        working-directory: praisonai-js-target
-        run: |
-          set -euo pipefail
-          git config user.name "github-actions[bot]"
-          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
-
-          # Preserve praisonai-js automation (rsync source has no .github/)
-          if git diff --quiet; then
-            echo "No changes — praisonai-js already matches ${SOURCE_PATH} on monorepo main."
-            exit 0
-          fi
-
-          git add -A
-          msg="sync: update from monorepo ${SOURCE_PATH}"
-
-          if [ "${{ inputs.mode }}" = "commit" ]; then
-            git commit -m "$msg"
-            git push origin "HEAD:${TARGET_BRANCH}"
-            echo "Committed and pushed directly to ${TARGET_BRANCH} on praisonai-js."
-            exit 0
-          fi
-
-          branch="sync/monorepo-praisonai-ts-$(date -u +%Y%m%d-%H%M%S)"
-          git checkout -b "$branch"
-          git commit -m "$msg"
-          git push origin "$branch"
-
-          gh pr create \
-            --repo "$TARGET_REPO" \
-            --base "$TARGET_BRANCH" \
-            --head "$branch" \
-            --title "$msg" \
-            --body "$(cat <<EOF
-Automated sync from [\`MervinPraison/PraisonAI\`](https://github.com/MervinPraison/PraisonAI) \`${SOURCE_PATH}/\` into the npm mirror repo.
-
-Canonical development is in the monorepo; this PR updates the public \`praisonai-js\` checkout.
-
-Excludes from rsync source: \`node_modules/\`, \`dist/\`, \`coverage/\`. \`.github/\` on praisonai-js is unchanged.
-EOF
-)"
-          echo "Opened PR on ${TARGET_REPO} (${branch} → ${TARGET_BRANCH})."
@@ -1,47 +0,0 @@
-name: Terminal-Bench Smoke
-
-# Manual (and optional weekly) smoke run of the `praisonai code` assistant on a
-# small verified Terminal-Bench 2.1 subset via the Harbor harness.
-# Never runs on PRs — it costs money (LLM calls) and is inherently flaky.
-
-on:
-  workflow_dispatch:
-  schedule:
-    - cron: "0 6 * * 1" # Mondays 06:00 UTC
-
-permissions:
-  contents: read
-
-jobs:
-  smoke:
-    runs-on: ubuntu-latest
-    timeout-minutes: 45
-    steps:
-      - uses: actions/checkout@v4
-
-      - uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install Harbor + PraisonAI
-        run: |
-          python -m pip install --upgrade pip
-          pip install harbor
-          pip install -e src/praisonai-agents -e src/praisonai
-
-      - name: Run Terminal-Bench 2.1 smoke subset
-        env:
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-          PYTHONPATH: .
-        run: |
-          harbor run -c examples/terminal_bench/job_code_smoke.yaml || true
-
-      - name: Upload Harbor results
-        if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: harbor-results
-          path: |
-            runs/
-            **/results.json
-          if-no-files-found: warn
@@ -5,9 +5,6 @@ on:
    branches: [ main, develop ]
    paths:
      - 'src/**'
-      - 'src/praisonai-deploy/infra/**'
-      - 'src/praisonai-bot/infra/**'
-      - 'scripts/check_helm_charts.sh'
      - 'pyproject.toml'
      - '.github/workflows/test-core.yml'
      - '.github/actions/install-monorepo-packages/**'
@@ -15,9 +12,6 @@ on:
    branches: [ main, develop ]
    paths:
      - 'src/**'
-      - 'src/praisonai-deploy/infra/**'
-      - 'src/praisonai-bot/infra/**'
-      - 'scripts/check_helm_charts.sh'
      - 'pyproject.toml'
      - '.github/workflows/test-core.yml'
      - '.github/actions/install-monorepo-packages/**'
@@ -99,41 +93,15 @@ jobs:
            extra_ignore: ""
            pythonpath: >-
              ${{ github.workspace }}/src/praisonai-agents:${{ github.workspace }}/src/praisonai-code
-          - shard: train
-            workdir: src/praisonai-train
-            # tests/unit/data/ (96 tests) was collected by no workflow at all.
-            paths: >-
-              tests/unit/train/ tests/unit/data/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents:${{ github.workspace }}/src/praisonai-code
-          - shard: mcp
-            workdir: src/praisonai-mcp
-            paths: >-
-              tests/mcp_server/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents
-          - shard: sandbox
-            workdir: src/praisonai-sandbox
-            paths: >-
-              tests/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents
-          - shard: deploy
-            workdir: src/praisonai-deploy
-            paths: >-
-              tests/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents
          - shard: subdirs
            paths: >-
              tests/unit/scheduler/
              tests/unit/integrations/
+              tests/unit/deploy/
+              tests/unit/mcp_server/
              tests/unit/mcp/
              tests/unit/knowledge/
+              tests/unit/train/
              tests/unit/llm/
              tests/unit/doctor/
              tests/unit/code/
@@ -193,15 +161,6 @@ jobs:
      run: |
        set -euo pipefail
        WORKDIR="${{ matrix.workdir || 'src/praisonai' }}"
-        if [ "$WORKDIR" = "src/praisonai-sandbox" ]; then
-          bash "$GITHUB_WORKSPACE/scripts/check_c13_sandbox_imports.sh"
-        fi
-        if [ "$WORKDIR" = "src/praisonai-deploy" ]; then
-          bash "$GITHUB_WORKSPACE/scripts/check_c14_deploy_imports.sh"
-        fi
-        if [ "$WORKDIR" = "src/praisonai-mcp" ]; then
-          bash "$GITHUB_WORKSPACE/scripts/check_c12_mcp_imports.sh"
-        fi
        cd "$WORKDIR"
        if [ -n "${{ matrix.pythonpath || '' }}" ]; then
          export PYTHONPATH="${{ matrix.pythonpath }}:${PYTHONPATH:-}"
@@ -284,27 +243,9 @@ jobs:
          --ignore=tests/integration/test_tracker_complex_tasks.py \
          --ignore=tests/integration/test_serve_integration.py

-  helm-charts:
-    name: helm-charts
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
-    - name: Setup Helm
-      uses: azure/setup-helm@v3
-      with:
-        version: v3.14.4
-    - name: Lint and template Helm charts
-      shell: bash
-      run: |
-        set -euo pipefail
-        bash "$GITHUB_WORKSPACE/scripts/check_helm_charts.sh"
-
  test-core:
    name: test-core
-    needs: [test-core-collect, test-core-unit, test-core-integration, helm-charts]
+    needs: [test-core-collect, test-core-unit, test-core-integration]
    if: always()
    runs-on: ubuntu-latest
    timeout-minutes: 5
@@ -316,9 +257,8 @@ jobs:
        collect='${{ needs.test-core-collect.result }}'
        unit='${{ needs.test-core-unit.result }}'
        integration='${{ needs.test-core-integration.result }}'
-        helm='${{ needs.helm-charts.result }}'
-        echo "collect=$collect unit=$unit integration=$integration helm=$helm"
-        if [ "$collect" != "success" ] || [ "$unit" != "success" ] || [ "$integration" != "success" ] || [ "$helm" != "success" ]; then
+        echo "collect=$collect unit=$unit integration=$integration"
+        if [ "$collect" != "success" ] || [ "$unit" != "success" ] || [ "$integration" != "success" ]; then
          echo "Core Tests failed"
          exit 1
        fi
@@ -42,7 +42,7 @@ jobs:
  # ============================================
  smoke:
    runs-on: ubuntu-latest
-    timeout-minutes: 12
+    timeout-minutes: 8
    steps:
    - uses: actions/checkout@v4
      with:
@@ -83,10 +83,6 @@ jobs:
          tests/unit/test_c7_1_boundaries.py \
          tests/unit/test_c9_backward_compat.py \
          tests/unit/test_c9_1_boundaries.py \
-          tests/unit/test_c11_browser_backward_compat.py \
-          tests/unit/test_c12_mcp_backward_compat.py \
-          tests/unit/test_c13_sandbox_backward_compat.py \
-          tests/unit/test_c14_deploy_backward_compat.py \
          -q --tb=line --timeout=30 --maxfail=5
        python -m pytest tests/unit/cli/ \
          ../praisonai-bot/tests/unit/cli/test_onboard_command.py \
@@ -98,20 +94,6 @@ jobs:
          --ignore=tests/unit/cli/test_message_queue.py \
          --maxfail=5

-    - name: Run praisonai-agents subscription-auth smoke tests
-      env:
-        PRAISONAI_TEST_TIER: smoke
-        PRAISONAI_ALLOW_NETWORK: '0'
-        OPENAI_MODEL_NAME: gpt-4o-mini
-        OPENAI_API_KEY: 'test-key'
-      shell: bash
-      run: |
-        set -euo pipefail
-        cd src/praisonai-agents
-        python -m pytest tests/smoke/test_subscription_auth.py \
-          tests/unit/auth/test_agent_auth_wiring.py \
-          -q --tb=line --timeout=60 --maxfail=5
-
    - name: Standalone praisonai-code import smoke
      shell: bash
      run: |
@@ -205,105 +187,10 @@ jobs:
        print('bot command modules import ok', bot_cmd.app, gw_cmd.app)
        "

-    - name: Standalone praisonai-train smoke (C10)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-train-standalone
-        /tmp/praisonai-train-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-train
-        /tmp/praisonai-train-standalone/bin/python -c "
-        import sys
-        from praisonai_train._version import __version__ as pkg_version
-        import praisonai_train
-        assert praisonai_train.__version__ == pkg_version
-        trainer_cls = praisonai_train.AgentTrainer
-        scenario_cls = praisonai_train.TrainingScenario
-        assert trainer_cls.__module__.startswith('praisonai_train.')
-        for heavy in ('torch', 'unsloth', 'trl', 'datasets'):
-            assert heavy not in sys.modules, f'{heavy} imported eagerly'
-        print('train standalone ok', praisonai_train.__version__, trainer_cls.__name__)
-        "
-        /tmp/praisonai-train-standalone/bin/praisonai-train --help
-        /tmp/praisonai-train-standalone/bin/python -c "
-        import praisonai_train.cli.commands.train as train_cmd
-        print('train command module imports ok', train_cmd.app)
-        "
-        bash "$GITHUB_WORKSPACE/scripts/check_c10_train_imports.sh"
-
-    - name: Standalone praisonai-browser smoke (C11)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-browser-standalone
-        /tmp/praisonai-browser-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-browser
-        /tmp/praisonai-browser-standalone/bin/python -c "
-        import sys
-        from praisonai_browser._version import __version__ as pkg_version
-        import praisonai_browser
-        assert praisonai_browser.__version__ == pkg_version
-        server_cls = praisonai_browser.BrowserServer
-        assert server_cls.__name__ == 'BrowserServer'
-        for heavy in ('fastapi', 'uvicorn', 'playwright'):
-            assert heavy not in sys.modules, f'{heavy} imported eagerly'
-        print('browser standalone ok', praisonai_browser.__version__, server_cls.__name__)
-        "
-        /tmp/praisonai-browser-standalone/bin/praisonai-browser --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c11_browser_imports.sh"
-        python -m pytest src/praisonai-browser/tests/browser/test_protocol_compliance.py -q -m "not network"
-
-    - name: Standalone praisonai-mcp smoke (C12)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-mcp-standalone
-        /tmp/praisonai-mcp-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-mcp
-        /tmp/praisonai-mcp-standalone/bin/python -c "
-        import sys
-        from praisonai_mcp._version import __version__ as pkg_version
-        import praisonai_mcp
-        assert praisonai_mcp.__version__ == pkg_version
-        for heavy in ('fastapi', 'uvicorn'):
-            assert heavy not in sys.modules, f'{heavy} imported eagerly'
-        print('mcp standalone ok', praisonai_mcp.__version__)
-        "
-        /tmp/praisonai-mcp-standalone/bin/praisonai-mcp --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c12_mcp_imports.sh"
-        python -m pytest src/praisonai-mcp/tests/mcp_server -q -m "not network"
-
-    - name: Standalone praisonai-sandbox smoke (C13)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-sandbox-standalone
-        /tmp/praisonai-sandbox-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-sandbox
-        /tmp/praisonai-sandbox-standalone/bin/python -c "
-        from praisonai_sandbox._version import __version__ as pkg_version
-        import praisonai_sandbox
-        assert praisonai_sandbox.__version__ == pkg_version
-        for heavy in ('docker', 'modal', 'e2b'):
-            assert heavy not in __import__('sys').modules
-        print('sandbox standalone ok', praisonai_sandbox.__version__)
-        "
-        /tmp/praisonai-sandbox-standalone/bin/praisonai-sandbox --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c13_sandbox_imports.sh"
-        python -m pytest src/praisonai-sandbox/tests -q -m "not network"
-
-    - name: Standalone praisonai-deploy smoke (C14)
-      run: |
-        set -euo pipefail
-        python -m venv /tmp/praisonai-deploy-standalone
-        /tmp/praisonai-deploy-standalone/bin/pip install -q -e src/praisonai-agents -e src/praisonai-deploy
-        /tmp/praisonai-deploy-standalone/bin/python -c "
-        from praisonai_deploy._version import __version__ as pkg_version
-        import praisonai_deploy
-        assert praisonai_deploy.__version__ == pkg_version
-        assert 'main' not in __import__('sys').modules
-        print('deploy standalone ok', praisonai_deploy.__version__)
-        "
-        /tmp/praisonai-deploy-standalone/bin/praisonai-deploy --help
-        bash "$GITHUB_WORKSPACE/scripts/check_c14_deploy_imports.sh"
-        python -m pytest src/praisonai-deploy/tests -q -m "not network"
-
    - name: Audit hybrid module imports (C8 full stack)
      run: |
        set -euo pipefail
-        pip install -q -e src/praisonai-agents -e src/praisonai-code -e src/praisonai-bot -e src/praisonai-train -e src/praisonai-browser -e src/praisonai-mcp -e src/praisonai-sandbox -e src/praisonai-deploy -e src/praisonai
+        pip install -q -e src/praisonai-agents -e src/praisonai-code -e src/praisonai-bot -e src/praisonai
        python scripts/audit_hybrid_modules.py
    
    - name: Smoke Test Summary
@@ -369,6 +256,7 @@ jobs:
          --ignore=tests/e2e \
          --ignore=tests/live \
          --ignore=tests/unit/jobs \
+          --ignore=tests/unit/sandbox \
          --ignore=tests/unit/test_langflow_components.py \
          --cov=praisonai \
          --cov-report=xml \
@@ -759,126 +647,6 @@ jobs:
      if: steps.check-key.outputs.has_key == 'false'
      run: echo "✅ Cohere tests skipped (no API key available)"

-  # ============================================
-  # OLLAMA LIVE TESTS - Real local model, no API key
-  # Nightly / extended only. Installs Ollama on the runner and pulls a small
-  # tools-capable model. Unlike the other live jobs this one needs no secret,
-  # so its required step has no "|| echo" fallback: a failure here is a real
-  # regression in local-model tool calling, not a missing credential.
-  # ============================================
-  extended-ollama:
-    if: github.event_name == 'schedule' || github.event.inputs.tier == 'extended' || github.event.inputs.tier == 'nightly'
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    env:
-      # Bump deliberately: this is the version everything in this job was
-      # verified against. Latest at time of writing is v0.33.3.
-      OLLAMA_VERSION: v0.33.2
-      # 522 MB, capabilities: completion, tools, thinking.
-      OLLAMA_TEST_MODEL: qwen3:0.6b
-
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        persist-credentials: false
-
-    - name: Set up Python 3.11
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-
-    - name: Cache pip packages
-      uses: actions/cache@v4
-      with:
-        path: ~/.cache/pip
-        key: ${{ runner.os }}-pip-ollama-${{ hashFiles('**/pyproject.toml') }}
-        restore-keys: |
-          ${{ runner.os }}-pip-
-
-    - name: Cache Ollama model blobs
-      uses: actions/cache@v4
-      with:
-        path: ~/.ollama/models
-        # No restore-keys on purpose: a partial hit from a different model would
-        # silently test something other than OLLAMA_TEST_MODEL.
-        key: ${{ runner.os }}-ollama-models-${{ env.OLLAMA_TEST_MODEL }}
-
-    - name: Install Ollama
-      shell: bash
-      run: |
-        set -euo pipefail
-        # The official installer, but VERSION-PINNED via OLLAMA_VERSION (which it
-        # honours) so this job cannot silently change what it tests. Fetching the
-        # release asset directly is not a workable alternative: since v0.33 the
-        # linux bundle ships as a 1.4 GB .tar.zst with GPU runtimes bundled in,
-        # and the installer already handles the zst/tgz split across versions.
-        sudo apt-get update -qq && sudo apt-get install -y -qq zstd
-        curl -fsSL https://ollama.com/install.sh | sh
-        ollama --version
-
-    - name: Start Ollama and pull model
-      shell: bash
-      run: |
-        set -euo pipefail
-        ollama serve > /tmp/ollama-serve.log 2>&1 &
-        for i in $(seq 1 30); do
-          if curl -sf http://127.0.0.1:11434/api/tags > /dev/null; then
-            echo "Ollama is up after ${i}s"
-            break
-          fi
-          sleep 1
-        done
-        curl -sf http://127.0.0.1:11434/api/tags > /dev/null
-        ollama pull "$OLLAMA_TEST_MODEL"
-        ollama list
-
-    - name: Install dependencies
-      run: |
-        pip install --upgrade pip
-        pip install pytest pytest-asyncio pytest-timeout
-    - uses: ./.github/actions/install-monorepo-packages
-      with:
-        agents-extras: ".[all]"
-
-    - name: Run Ollama minimum contract (required)
-      env:
-        PRAISONAI_TEST_TIER: extended
-        PRAISONAI_ALLOW_NETWORK: '1'
-        PRAISONAI_LIVE_TESTS: '1'
-        PRAISONAI_TEST_PROVIDERS: 'ollama'
-        PRAISONAI_TEST_OLLAMA: '1'
-        PRAISONAI_OLLAMA_TEST_MODEL: ${{ env.OLLAMA_TEST_MODEL }}
-      shell: bash
-      run: |
-        set -euo pipefail
-        cd src/praisonai
-        # No "|| echo" here: no secret is involved, so a failure is a real
-        # regression rather than a missing credential.
-        python -m pytest tests/integration/test_ollama_tool_calling_live.py::TestOllamaCIMinimum \
-          -v --tb=short \
-          --timeout=120
-
-    - name: Run remaining Ollama live tests (informational)
-      if: always()
-      env:
-        PRAISONAI_TEST_TIER: extended
-        PRAISONAI_ALLOW_NETWORK: '1'
-        PRAISONAI_LIVE_TESTS: '1'
-        PRAISONAI_TEST_PROVIDERS: 'ollama'
-        PRAISONAI_TEST_OLLAMA: '1'
-        PRAISONAI_OLLAMA_TEST_MODEL: ${{ env.OLLAMA_TEST_MODEL }}
-      run: |
-        cd src/praisonai
-        python -m pytest tests/integration/test_ollama_tool_calling_live.py \
-          --deselect tests/integration/test_ollama_tool_calling_live.py::TestOllamaCIMinimum \
-          -v --tb=short \
-          --timeout=180 \
-          || echo "Ollama exploratory tests completed (small models are non-deterministic)"
-
-    - name: Ollama server log
-      if: failure()
-      run: tail -100 /tmp/ollama-serve.log
-
  # ============================================
  # LEGACY UNIT TESTS - Post-C6 re-enabled suite
  # Nightly / extended tier only (~401 tests)
@@ -933,9 +701,6 @@ jobs:
          tests/unit/test_decorator_simple.py
          tests/unit/test_db_adapter_tracing_init.py
          ../praisonai-bot/tests/unit/test_bot_wiring.py
-          ../praisonai-bot/tests/unit/bots/test_enable_shell.py
-          ../praisonai-bot/tests/unit/gateway/test_preflight.py
-          ../praisonai-bot/tests/unit/gateway/test_gateway_doctor.py
          ../praisonai-bot/tests/unit/test_bot_history.py
          ../praisonai-bot/tests/unit/test_bot_fixes.py
          tests/unit/test_auto_lazy_loading.py
@@ -956,7 +721,7 @@ jobs:
  # TEST SUMMARY
  # ============================================
  test-summary:
-    needs: [smoke, main, extended-ollama]
+    needs: [smoke, main]
    if: always()
    runs-on: ubuntu-latest
    
@@ -20,7 +20,7 @@ on:
 jobs:
  test-windows:
    runs-on: windows-latest
-    timeout-minutes: 10
+    timeout-minutes: 5
    env:
      OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
      OPENAI_MODEL_NAME: gpt-4o-mini
@@ -6,11 +6,7 @@ on:
    paths:
      - 'src/praisonai-agents/praisonaiagents/**/*.py'
      - 'src/praisonai-ts/src/**/*.ts'
-      # The crate lives at src/praisonai-rust/praisonai/src -- the old
-      # 'src/praisonai-rust/src/**' path does not exist, so a Rust change
-      # never triggered either tracker and the Rust numbers only ever
-      # refreshed incidentally, on an unrelated push.
-      - 'src/praisonai-rust/praisonai/src/**/*.rs'
+      - 'src/praisonai-rust/src/**/*.rs'
      - 'src/praisonai/praisonai/_dev/parity/**/*.py'
      - '.github/workflows/update-docs-parity.yml'
  workflow_dispatch:  # Allow manual trigger
@@ -1,35 +1,21 @@
 name: Update Feature Parity Tracker

-# Regenerates the exported-name parity trackers on push to main and commits them.
-# Validation on pull requests (fail on drift) lives in parity-gate.yml.
-
 on:
  push:
    branches: [ "main" ]
    paths:
      - 'src/praisonai-agents/praisonaiagents/**/*.py'
      - 'src/praisonai-ts/src/**/*.ts'
-      # The crate lives at src/praisonai-rust/praisonai/src -- the old
-      # 'src/praisonai-rust/src/**' path does not exist, so a Rust change
-      # never triggered either tracker and the Rust numbers only ever
-      # refreshed incidentally, on an unrelated push.
-      - 'src/praisonai-rust/praisonai/src/**/*.rs'
-      # The generator's own code and the wrapper features it counts. Change
-      # either and nothing regenerated until an unrelated push landed.
-      - 'src/praisonai/praisonai/_dev/parity/**/*.py'
-      - 'src/praisonai/praisonai/cli/features/**/*.py'
+      - 'src/praisonai-rust/src/**/*.rs'
      - '.github/workflows/update-parity-tracker.yml'
+
 permissions:
  contents: write

 jobs:
  update-parity-tracker:
-    # Push only. On a PR the parity-gate.yml `names` job CHECKS instead --
-    # committing a regenerated tracker onto a contributor's branch is not this
-    # workflow's business, and would fail on a fork besides.
-    if: github.event_name == 'push'
    runs-on: ubuntu-latest
-
+    
    steps:
    - name: Checkout repository
      uses: actions/checkout@v4
@@ -46,45 +32,15 @@ jobs:
    - name: Install dependencies
      run: pip install pyyaml

-    - name: Set up Node
-      uses: actions/setup-node@v4
-      with:
-        node-version: '22'
-
-    - name: Install the TypeScript compiler only
-      # The signature extractor needs `typescript` and nothing else;
-      # praisonai-ts's own dependency tree does not install cleanly.
-      run: |
-        mkdir -p "$RUNNER_TEMP/parity-ts"
-        npm install --prefix "$RUNNER_TEMP/parity-ts" --no-audit --no-fund [email protected]
-        echo "PARITY_TS_NODE_MODULES=$RUNNER_TEMP/parity-ts/node_modules" >> "$GITHUB_ENV"
-
    - name: Generate parity trackers
      run: |
        cd $GITHUB_WORKSPACE
        python3 src/praisonai/scripts/generate_parity_tracker.py
-
-    - name: Regenerate the signature report
-      # Source locations in the report drift whenever a covered file is edited.
-      # The pull-request gate ignores line-number-only drift so it never reddens
-      # a build over it; refreshing here keeps the committed line numbers true.
-      env:
-        PYTHONPATH: src/praisonai
-      run: |
-        cd $GITHUB_WORKSPACE
-        python3 -m praisonai._dev.parity.signatures --write
-
-    - name: Regenerate the behaviour report
-      env:
-        PYTHONPATH: src/praisonai
-      run: |
-        cd $GITHUB_WORKSPACE
-        python3 -m praisonai._dev.parity.behaviour --write
-
+        
    - name: Check for changes
      id: check_changes
      run: |
-        if git diff --quiet src/praisonai-ts/FEATURE_PARITY_TRACKER.json src/praisonai-ts/PARITY.md src/praisonai-rust/FEATURE_PARITY_TRACKER.json src/praisonai-rust/PARITY.md src/praisonai-ts/SIGNATURE_PARITY.md src/praisonai-ts/signature-parity.json src/praisonai-ts/BEHAVIOUR_PARITY.md src/praisonai-ts/behaviour-parity.json 2>/dev/null; then
+        if git diff --quiet src/praisonai-ts/FEATURE_PARITY_TRACKER.json src/praisonai-ts/PARITY.md src/praisonai-rust/FEATURE_PARITY_TRACKER.json src/praisonai-rust/PARITY.md 2>/dev/null; then
          echo "changes=false" >> $GITHUB_OUTPUT
          echo "No changes to parity trackers"
        else
@@ -98,7 +54,8 @@ jobs:
      uses: stefanzweifel/git-auto-commit-action@v5
      with:
        commit_message: "docs: auto-update feature parity trackers [skip ci]"
-        file_pattern: 'src/praisonai-ts/FEATURE_PARITY_TRACKER.json src/praisonai-ts/PARITY.md src/praisonai-rust/FEATURE_PARITY_TRACKER.json src/praisonai-rust/PARITY.md src/praisonai-ts/SIGNATURE_PARITY.md src/praisonai-ts/signature-parity.json src/praisonai-ts/BEHAVIOUR_PARITY.md src/praisonai-ts/behaviour-parity.json'
+        file_pattern: 'src/praisonai-ts/FEATURE_PARITY_TRACKER.json src/praisonai-ts/PARITY.md src/praisonai-rust/FEATURE_PARITY_TRACKER.json src/praisonai-rust/PARITY.md'
        commit_user_name: "MervinPraison"
        commit_user_email: "[email protected]"
        commit_author: "MervinPraison <[email protected]>"
+
@@ -12,7 +12,6 @@ assets
 .DS_Store
 .pytest_cache
 praisonAI.egg-info
-src/*/build/
 flagged
 test.yaml
 db
@@ -25,22 +24,11 @@ output
 !src/praisonai-agents/praisonaiagents/output/
 !src/praisonai-code/praisonai_code/cli/output/
 !src/praisonai-bot/praisonai_bot/cli/output/
-!src/praisonai-ts/src/db/
-!src/praisonai-ts/src/cli/output/

 .files
 threads.db
 threads.db-journal

-# Example run artifacts (generated at runtime, must not be committed)
-examples/**/knowledge.db
-examples/**/knowledge.db-journal
-examples/python/managed-agents/managed_ids.json
-examples/python/save_output/blog_post.md
-examples/python/save_output/generated/
-examples/python/token-metrics/token_metrics_export.json
-examples/python/usecases/market_research_results.json
-
 .chainlit
 !praisonai/ui/config/.chainlit

@@ -115,7 +103,4 @@ Cargo.lock
 src/praisonai/build*.egg-info/
 src/praisonai/PraisonAI.egg-info/
 jobs/*
-*.egg-info
-# Local Android SDK/NDK/JDK for building praisonai-mobile on a laptop without
-# Android Studio (how: .github/workflows/mobile-platforms.yml). Several GB.
-.android-sdk/
+*.egg-info
@@ -7,22 +7,5 @@ You are working on the PraisonAI project.
 - Be concise and helpful in responses  
 - Test implementation thoroughly
 - Ensure backward compatibility with existing APIs
- Follow protocol-driven design across the nine Python PyPI packages plus the TypeScript SDK: core protocols in `praisonaiagents/`, agentic terminal CLI in `praisonai-code/`, bots/gateway in `praisonai-bot/`, LLM fine-tuning + agent training in `praisonai-train/`, browser automation in `praisonai-browser/`, MCP server host in `praisonai-mcp/`, sandbox backends in `praisonai-sandbox/`, deployment in `praisonai-deploy/`, integrations/serve/dashboard in the `praisonai/` wrapper, TypeScript/JavaScript SDK in `src/praisonai-ts/` (`npm: praisonai`)
- **TypeScript review routing:** For TS/JS issues and PRs, read [`src/praisonai-ts/AGENTS.md`](src/praisonai-ts/AGENTS.md) (not just this file). Canonical source is `src/praisonai-ts/` in this monorepo; [MervinPraison/praisonai-js](https://github.com/MervinPraison/praisonai-js) is the npm mirror only (sync: monorepo → praisonai-js via workflow **Sync to praisonai-js**). Do not implement TS fixes in praisonai-js for PraisonAI issues.
- Preserve old `praisonai.*` import paths via shims when moving code between packages (see §2.3 in `src/praisonai-agents/AGENTS.md`; shim helpers in `src/praisonai/praisonai/cli/_shim.py`)
- Package boundaries and dependency rules: `ARCHITECTURE.md` §2 (Tier 2 packages must never PyPI-depend on the wrapper; cross-tier access goes through lazy `_*_bridge` modules)
- Boundary manifests: `src/praisonai/tests/PRAISONAI_BOT_MANIFEST.md` (C9), `src/praisonai/tests/PRAISONAI_TRAIN_MANIFEST.md` (C10), `src/praisonai/tests/PRAISONAI_BROWSER_MANIFEST.md` (C11), `src/praisonai/tests/PRAISONAI_MCP_MANIFEST.md` (C12), `src/praisonai/tests/PRAISONAI_SANDBOX_MANIFEST.md` (C13), `src/praisonai/tests/PRAISONAI_DEPLOY_MANIFEST.md` (C14)
- When reviewing a PR or an issue, evaluate whether the change addresses a framework concern or a user goal, and design its surface (params, naming, defaults) accordingly
- The aim of this package is to stay **lightweight and powerful**. Do a critical review at each stage — when triaging an issue, when planning a fix, and when reviewing/implementing a PR. Reject scope creep for the sake of adding features: if a capability already exists (e.g. via existing Agent params like `instructions`/`backstory`/`tools`/`hooks`/`memory`), prefer it over a new API surface. A change must genuinely strengthen the SDK (simpler, more robust, more user-friendly) — do not add knobs, params, modules, or exports that have no live consumer or that merely duplicate existing behaviour.
-
-## Issue and PR routing
-
-| Area | Where to implement | AGENTS.md to read | Tests |
-|------|-------------------|-------------------|-------|
-| Python core SDK | `src/praisonai-agents/praisonaiagents/` | `src/praisonai-agents/AGENTS.md` | `pytest` in `src/praisonai-agents/tests/` |
-| Python wrapper / CLI | `src/praisonai/`, `src/praisonai-code/`, etc. | `src/praisonai-agents/AGENTS.md` | `pytest` under `src/praisonai/tests/` |
-| **TypeScript / JavaScript SDK** | **`src/praisonai-ts/`** | **`src/praisonai-ts/AGENTS.md`** | `cd src/praisonai-ts && npm run build && npm test` |
-| Agent-callable tools | [PraisonAI-Tools](https://github.com/MervinPraison/PraisonAI-Tools) | — | repo tests |
-| Lifecycle plugins | [PraisonAI-Plugins](https://github.com/MervinPraison/PraisonAI-Plugins) | — | repo tests |
-| Documentation | [PraisonAIDocs](https://github.com/MervinPraison/PraisonAIDocs) | — | `nav-check` |
-| npm mirror (read-only for fixes) | [praisonai-js](https://github.com/MervinPraison/praisonai-js) | mirror of `src/praisonai-ts/AGENTS.md` | CI on praisonai-js |
+- Follow protocol-driven design: core protocols in `praisonaiagents/`, agentic terminal CLI in `praisonai-code/`, bot/channel and heavy implementations in `praisonai/`
+- Preserve old `praisonai.cli.*` import paths via shims when changing moved CLI code (see §2.3 in `src/praisonai-agents/AGENTS.md`)
@@ -1,9 +1,9 @@
 # PraisonAI Architecture

-> **Last updated:** 2026-07-31 (C14 — nine-package tiered model)
+> **Last updated:** 2026-07-03 (C9 — four-tier package model)
 >
 > Strategic architecture document for PraisonAI — a multi-agent AI framework.
-> Covers **Python tiered package model (C7.1 + C9 + C10)**, system design, runtime
+> Covers **Python four-tier package model (C7.1 + C9)**, system design, runtime
 > architecture, data contracts, reliability, observability, and the road map.

 ---
@@ -11,7 +11,7 @@
 ## Table of Contents

 1. [Executive Summary](#1-executive-summary)
-2. [Python Tiered Package Model (C7.1 + C9 + C10 + C11 + C12 + C13 + C14)](#2-python-tiered-package-model-c71--c9--c10--c11--c12--c13--c14)
+2. [Python Four-Tier Package Model (C7.1 + C9)](#2-python-four-tier-package-model-c71--c9)
 3. [System Overview](#3-system-overview)
 4. [Layered Architecture](#4-layered-architecture)
 5. [Core Data Contracts](#5-core-data-contracts)
@@ -21,7 +21,7 @@
 9. [Implementation Roadmap](#9-implementation-roadmap)
 10. [Success Metrics](#10-success-metrics)

-**Related boundary docs:** [`src/praisonai/tests/C7.1_BOUNDARIES.md`](src/praisonai/tests/C7.1_BOUNDARIES.md) · [`src/praisonai/tests/C9.1_BOUNDARIES.md`](src/praisonai/tests/C9.1_BOUNDARIES.md) · [`src/praisonai/tests/PRAISONAI_TRAIN_MANIFEST.md`](src/praisonai/tests/PRAISONAI_TRAIN_MANIFEST.md) · [`src/praisonai/tests/PRAISONAI_BROWSER_MANIFEST.md`](src/praisonai/tests/PRAISONAI_BROWSER_MANIFEST.md) · [`src/praisonai/tests/PRAISONAI_MCP_MANIFEST.md`](src/praisonai/tests/PRAISONAI_MCP_MANIFEST.md) · [`src/praisonai/tests/C7_VERIFICATION.md`](src/praisonai/tests/C7_VERIFICATION.md) · [`src/praisonai/tests/C9_VERIFICATION.md`](src/praisonai/tests/C9_VERIFICATION.md) · [`src/praisonai-agents/AGENTS.md`](src/praisonai-agents/AGENTS.md) §2.4
+**Related boundary docs:** [`src/praisonai/tests/C7.1_BOUNDARIES.md`](src/praisonai/tests/C7.1_BOUNDARIES.md) · [`src/praisonai/tests/C9.1_BOUNDARIES.md`](src/praisonai/tests/C9.1_BOUNDARIES.md) · [`src/praisonai/tests/C7_VERIFICATION.md`](src/praisonai/tests/C7_VERIFICATION.md) · [`src/praisonai/tests/C9_VERIFICATION.md`](src/praisonai/tests/C9_VERIFICATION.md) · [`src/praisonai-agents/AGENTS.md`](src/praisonai-agents/AGENTS.md) §2.4

 ---

@@ -51,18 +51,13 @@ Orchestration + Observability** core to unlock adoption and trust:

 ---

-## 2. Python Tiered Package Model (C7.1 + C9 + C10 + C11 + C12 + C13 + C14)
+## 2. Python Four-Tier Package Model (C7.1 + C9)

-**Release:** v4.6.110+ · `praisonaiagents` · `praisonai-code` · `praisonai-bot` · `praisonai-train` · `praisonai-browser` · `praisonai-mcp` · `praisonai-sandbox` · `praisonai-deploy` · `praisonai`
+**Release:** v4.6.110+ · `praisonaiagents` · `praisonai-code` · `praisonai-bot` · `praisonai`

-The Python monorepo publishes nine packages in three tiers with strict dependency
-direction. C7 delivered a standalone agentic hot path; C7.1 formalised
-code/wrapper ownership; C9 extracted bots, gateway, and channel CLI into
-`praisonai-bot`; C10 extracted LLM fine-tuning and agent training into
-`praisonai-train`; C11 extracted browser automation into `praisonai-browser`;
-C12 extracted the heavy MCP host into `praisonai-mcp`.
-C13 extracted sandbox backends into `praisonai-sandbox`.
-C14 extracted deployment (API, Docker, cloud) into `praisonai-deploy`.
+The Python monorepo publishes four tiers with strict dependency direction. C7
+delivered a standalone agentic hot path; C7.1 formalised code/wrapper ownership;
+C9 extracted bots, gateway, and channel CLI into `praisonai-bot`.

 ```mermaid
 flowchart TB
@@ -70,72 +65,35 @@ flowchart TB
    Agents["praisonaiagents<br/>Agent, tools, memory, hooks, protocols"]
  end

-  subgraph tier2 [Tier 2 — Terminal + Bot + Train + Browser + MCP + Sandbox + Deploy]
+  subgraph tier2 [Tier 2 — Terminal + Bot]
    Code["praisonai-code<br/>run, chat, code, Typer, runtime, LLM"]
    Bot["praisonai-bot<br/>bots, gateway, channel CLI, OS daemon"]
-    Train["praisonai-train<br/>LLM fine-tuning, agent training"]
-    Browser["praisonai-browser<br/>extension bridge, CDP, Playwright"]
-    MCP["praisonai-mcp<br/>MCP server host, auth, capability adapters"]
-    Sandbox["praisonai-sandbox<br/>Docker, E2B, Modal, Sandlock backends"]
-    Deploy["praisonai-deploy<br/>API, Docker, AWS/Azure/GCP deploy"]
  end

  subgraph tier3 [Tier 3 — Wrapper]
-    Wrapper["praisonai<br/>framework_adapters, serve, dashboard"]
+    Wrapper["praisonai<br/>framework_adapters, train, serve, dashboard"]
  end

  Agents --> Code
  Agents --> Bot
-  Agents --> Train
-  Agents --> Browser
-  Agents --> MCP
-  Agents --> Sandbox
-  Agents --> Deploy
  Agents --> Wrapper
  Code -.->|"lazy _bot_bridge"| Bot
-  Code -.->|"lazy _train_bridge"| Train
-  Code -.->|"lazy _browser_bridge"| Browser
-  Code -.->|"lazy _mcp_bridge"| MCP
-  Code -.->|"lazy _sandbox_bridge"| Sandbox
-  Code -.->|"lazy _deploy_bridge"| Deploy
  Code -.->|"lazy _wrapper_bridge"| Wrapper
  Bot -.->|"lazy _code_bridge / _wrapper_bridge"| Code
  Bot -.->|"lazy _wrapper_bridge"| Wrapper
-  Train -.->|"lazy _code_bridge / _wrapper_bridge"| Code
 ```

-**PyPI publish order:** `praisonaiagents` → `praisonai-code` + `praisonai-bot` + `praisonai-train` + `praisonai-browser` + `praisonai-mcp` + `praisonai-sandbox` + `praisonai-deploy` → `praisonai`
+**PyPI publish order:** `praisonaiagents` → `praisonai-code` + `praisonai-bot` → `praisonai`

-**Backward compatibility:** `praisonai.bots`, `praisonai.gateway`, `praisonai.train`,
-`praisonai.browser`, `praisonai.mcp_server`, `praisonai.sandbox`, `praisonai.deploy`, and related CLI paths remain as
-`alias_package` shims to `praisonai_bot.*` / `praisonai_train.*` /
-`praisonai_browser.*` / `praisonai_mcp.*` / `praisonai_sandbox.*` / `praisonai_deploy.*`.
+**Backward compatibility:** `praisonai.bots`, `praisonai.gateway`, and related CLI
+paths remain as `alias_package` shims to `praisonai_bot.*`.

 | Tier | Package | Owns | Must not depend on |
 |------|---------|------|-------------------|
-| 1 | `src/praisonai-agents/` | Agent, tools, memory, hooks, `frameworks/` protocols, sandbox protocols | `praisonai`, `praisonai-code`, `praisonai-bot`, `praisonai-train`, `praisonai-browser`, `praisonai-mcp`, `praisonai-sandbox`, `praisonai-deploy` |
+| 1 | `src/praisonai-agents/` | Agent, tools, memory, hooks, `frameworks/` protocols | `praisonai`, `praisonai-code`, `praisonai-bot` |
 | 2a | `src/praisonai-code/` | `run`/`chat`/`code`, Typer, runtime, LLM, tool resolution | **`praisonai` as a PyPI dependency** (optional lazy imports via `_wrapper_bridge` only) |
 | 2b | `src/praisonai-bot/` | Bots, gateway, channel CLI, OS daemon, gateway scheduler tick | **`praisonai` as a PyPI dependency** (optional lazy `_wrapper_bridge` for jobs/UI) |
-| 2c | `src/praisonai-train/` | LLM fine-tuning (Unsloth), agent training, `train` CLI, conda env setup | **`praisonai` as a PyPI dependency** (lazy `_code_bridge` for legacy dispatch) |
-| 2d | `src/praisonai-browser/` | Extension bridge, CDP/hybrid automation, `browser` CLI | **`praisonai` as a PyPI dependency** (none required; depends on `praisonaiagents` only) |
-| 2e | `src/praisonai-mcp/` | MCP server host, auth, transports, `mcp` CLI | **`praisonai` as a PyPI dependency** (lazy `_wrapper_bridge` for full capability registry) |
-| 2f | `src/praisonai-sandbox/` | Sandbox backends (Docker, E2B, Modal, Sandlock, SSH), `SandboxRegistry` | **`praisonai` as a PyPI dependency** (lazy `_code_bridge` for `PluginRegistry`) |
-| 2g | `src/praisonai-deploy/` | Deploy API/Docker/cloud, `deploy` CLI, scheduler integration | **`praisonai` as a PyPI dependency** (lazy `_plugin_registry` via `_code_bridge`) |
-| 3 | `src/praisonai/` | `framework_adapters/`, serve, dashboard, async jobs API | — |
-
-### Repo infra (not PyPI)
-
-Deployment packaging that stays in the git checkout, not in any tier-2 wheel:
-
-| Path | Runtime owner | Orchestration |
-|------|---------------|---------------|
-| `src/praisonai-bot/infra/helm/praisonai-gateway/` | `praisonai-bot` (gateway) | C14 `deploy helm` wrapper |
-| `src/praisonai-deploy/infra/helm/praisonai-agents-api/` | Generated API from C14 | C14 cross-link |
-| `src/praisonai-deploy/infra/compose/agents-stack/` | Docker Compose | `praisonai deploy compose up/down` |
-| `src/praisonai-deploy/infra/starters/` | Starter scaffolds | `praisonai deploy create --template` |
-| `docker/` | Mixed (wrapper/bot dev stacks) | Not C14 — see bot manifest for `docker/bots/` |
-
-Same boundary as C14: Helm/K8s manifests are **repo infra**, not `pip install praisonai-deploy` content.
+| 3 | `src/praisonai/` | `framework_adapters/`, train, serve, dashboard, async jobs API | — |

 **Config kernel:** Phase 0 `praisonai/common/` was skipped; shared config lives in
 `praisonai_code/cli/configuration/` and is reached by the bot tier via lazy
@@ -222,15 +180,15 @@ The Python SDK is organised as three publishable tiers (see [§2](#2-python-thre

 Core execution modules live in `praisonaiagents`:

- `src/praisonai-agents/praisonaiagents/agent/` — Agent class, handoff, autonomy
- `src/praisonai-agents/praisonaiagents/llm/` — Model runtime with provider routing, rate limiting, failover
- `src/praisonai-agents/praisonaiagents/tools/` — Tool runtime with sandbox, approval, retry
- `src/praisonai-agents/praisonaiagents/memory/` — Memory runtime (in-memory, SQLite, MongoDB, Mem0 adapters)
- `src/praisonai-agents/praisonaiagents/knowledge/` — Knowledge management (indexing, retrieval, chunking)
- `src/praisonai-agents/praisonaiagents/workflows/` — Workflow engine (YAML/SDK-based orchestration)
- `src/praisonai-agents/praisonaiagents/hooks/`, `src/praisonai-agents/praisonaiagents/bus/` — Hook system and event bus
- `src/praisonai-agents/praisonaiagents/mcp/` — MCP protocol support
- `src/praisonai-agents/praisonaiagents/ui/a2a/`, `src/praisonai-agents/praisonaiagents/ui/a2ui/` — Agent-to-agent and agent-to-UI protocols
+- `agent/` — Agent class, handoff, autonomy
+- `llm/` — Model runtime with provider routing, rate limiting, failover
+- `tools/` — Tool runtime with sandbox, approval, retry
+- `memory/` — Memory runtime (in-memory, SQLite, MongoDB, Mem0 adapters)
+- `knowledge/` — Knowledge management (indexing, retrieval, chunking)
+- `workflows/` — Workflow engine (YAML/SDK-based orchestration)
+- `hooks/`, `bus/` — Hook system and event bus
+- `mcp/` — MCP protocol support
+- `a2a/`, `a2ui/` — Agent-to-agent and agent-to-UI protocols (wrapper/SDK)

 Wrapper-only surfaces remain in `src/praisonai/`:

@@ -243,9 +201,9 @@ Wrapper-only surfaces remain in `src/praisonai/`:
 - **Python Core SDK** — `src/praisonai-agents/` (`praisonaiagents`)
 - **Python Terminal CLI** — `src/praisonai-code/` (`praisonai-code`)
 - **Python Wrapper** — `src/praisonai/` (`praisonai`)
- **TypeScript SDK** — JS/TS runtime (`src/praisonai-ts/`)
- **Rust SDK** — High-performance Rust runtime (`src/praisonai-rust/`)
- **UI** — Web UI applications (`src/praisonai/praisonai/ui_chat/`, `src/praisonai/praisonai/ui_agents/`, `src/praisonai/praisonai/ui_bot/`, `src/praisonai/praisonai/ui_realtime/`); shared support code lives in `src/praisonai/praisonai/ui/`.
+- **TypeScript SDK** — JS/TS runtime (`ts-sdk/`)
+- **Rust SDK** — High-performance Rust runtime (`rust-sdk/`)
+- **UI** — Web UI (`ui/`)

 ---

@@ -7,20 +7,8 @@ Thank you for your interest! Here's how to get started:
 3. Make your changes
 4. Submit a pull request

-## Where to report issues
-
-| Topic | Report here | Where fixes land |
-|-------|-------------|------------------|
-| Python SDK, CLI, wrapper | **This repo** | `src/praisonai-agents/`, `src/praisonai/` |
-| TypeScript / JavaScript (`npm install praisonai`) | **This repo** | `src/praisonai-ts/` |
-| Cross-language parity | **This repo** | Often both Python and TypeScript paths |
-| Agent-callable tools | **This repo** | [PraisonAI-Tools](https://github.com/MervinPraison/PraisonAI-Tools) |
-| Lifecycle plugins (tracing, hooks, guardrails) | **This repo** | [PraisonAI-Plugins](https://github.com/MervinPraison/PraisonAI-Plugins) |
-
 ## Guidelines

 - Follow existing code style
 - Add tests for new features
 - Update documentation as needed
- TypeScript changes: implement in `src/praisonai-ts/` and run `npm test` there
- After merge, sync the npm mirror: `gh workflow run "Sync to praisonai-js" --repo MervinPraison/PraisonAI`
@@ -35,25 +35,16 @@ curl -fsSL https://praison.ai/install.sh | bash
    <img src="https://img.shields.io/badge/Highlighted_by_Elon_Musk-000000?style=for-the-badge&logo=x&logoColor=white" alt="Highlighted by Elon Musk" />
  </a>
  <br>
-  <br>
-  <a href="https://github.com/MervinPraison/PraisonAI/releases/latest">
-    <img src="https://img.shields.io/badge/Download_for_macOS-000000?style=for-the-badge&logo=apple&logoColor=white" alt="Download for macOS" />
-  </a>
-  &nbsp;&nbsp;
-  <a href="https://github.com/MervinPraison/PraisonAI/releases/latest">
-    <img src="https://img.shields.io/badge/Download_for_Windows-0078D6?style=for-the-badge&logo=windows&logoColor=white" alt="Download for Windows" />
-  </a>
-  &nbsp;&nbsp;
-  <a href="https://github.com/MervinPraison/PraisonAI/releases/latest">
-    <img src="https://img.shields.io/badge/Download_for_Linux-FCC624?style=for-the-badge&logo=linux&logoColor=black" alt="Download for Linux" />
-  </a>
-  <br>
 </div>

 <p align="center">
  <img src=".github/images/dashboard.png" alt="PraisonAI Dashboard" width="800" />
 </p>

+<p align="center">
+  <img src=".github/images/agentflow.gif" alt="PraisonAI AgentFlow" width="800" />
+</p>
+
 ```
 ██████╗ ██████╗  █████╗ ██╗███████╗ ██████╗ ███╗   ██╗     █████╗ ██╗
 ██╔══██╗██╔══██╗██╔══██╗██║██╔════╝██╔═══██╗████╗  ██║    ██╔══██╗██║
@@ -65,6 +56,12 @@ curl -fsSL https://praison.ai/install.sh | bash
 pip install praisonai
 ```

+<p align="center">
+  <img src=".github/images/latest_ai_news_and_crawl_each_url_to_find_info.gif" alt="PraisonAI command execution" width="800" />
+</p>
+
+\* `export TAVILY_API_KEY=xxxxx`
+
 <div align="center">
  <a href="https://docs.praison.ai">
    <p align="center">
@@ -109,232 +106,6 @@ agent.start("Analyze the top 3 tech trends of 2026 and format as a markdown tabl

 ---

-## 🧬 The Five-Layer Agent Stack
-
-Most frameworks hand you one or two layers and leave the rest as homework. PraisonAI covers **all five** — plus the outer layer that decides *where* your agent actually runs.
-
-Each layer wraps the one inside it. When an agent misbehaves, the layer tells you where to look.
-
-```
-┌─────────────────────────────────────────────────────────────────┐
-│ ⬡ MANAGED AGENTS — Where does it actually run?                  │
-│ ┌─────────────────────────────────────────────────────────────┐ │
-│ │ 5 · GRAPH — Who runs when, and who checks whom?             │ │
-│ │ ┌─────────────────────────────────────────────────────────┐ │ │
-│ │ │ 4 · LOOP — When do we stop?                             │ │ │
-│ │ │ ┌─────────────────────────────────────────────────────┐ │ │ │
-│ │ │ │ 3 · HARNESS — Can it act, and be checked?           │ │ │ │
-│ │ │ │ ┌─────────────────────────────────────────────────┐ │ │ │ │
-│ │ │ │ │ 2 · CONTEXT — Is the right thing in the window? │ │ │ │ │
-│ │ │ │ │ ┌─────────────────────────────────────────────┐ │ │ │ │ │
-│ │ │ │ │ │ 1 · PROMPT — Did I say it clearly?          │ │ │ │ │ │
-│ │ │ │ │ └─────────────────────────────────────────────┘ │ │ │ │ │
-│ │ │ │ └─────────────────────────────────────────────────┘ │ │ │ │
-│ │ │ └─────────────────────────────────────────────────────┘ │ │ │
-│ │ └─────────────────────────────────────────────────────────┘ │ │
-│ └─────────────────────────────────────────────────────────────┘ │
-└─────────────────────────────────────────────────────────────────┘
-```
-
-| Layer | The question it answers | PraisonAI |
-|:--|:--|:--|
-| **1 · Prompt** | Did I say it clearly? | `instructions=`, `role`/`goal`/`backstory`, `output=`, `templates=` |
-| **2 · Context** | Is the right thing in the window? | `memory=`, `knowledge=`, `context=`, handoff `ContextPolicy` |
-| **3 · Harness** | Can it act, and be checked? | `tools=`, `MCP()`, `guardrails=`, `approval=`, `hooks=`, `sandbox=` |
-| **4 · Loop** | When do we stop? | `execution=ExecutionConfig(...)`, `reflection=`, `autonomy=`, doom-loop detection |
-| **5 · Graph** | Who runs when, and who checks whom? | `AgentFlow`, `route()`, `parallel()`, `loop()`, `repeat()` |
-| **⬡ Managed** | *Where does it actually run?* | `tools_run_on="docker"` — one shared sandbox for the tools, or `run_on="anthropic"` for the whole agent |
-
-### Layer 1 · Prompt — *Did I say it clearly?*
-
-Role, instructions, examples, output format.
-
-```python
-from praisonaiagents import Agent
-
-agent = Agent(
-    role="Senior Data Analyst",
-    goal="Turn raw numbers into decisions",
-    output="verbose",              # markdown-formatted output
-)
-agent.start("Summarise Q3 revenue trends")
-```
-
-### Layer 2 · Context — *Is the right thing in the window?*
-
-Write, select, compress, isolate — the four context operations, one parameter each.
-
-```python
-from praisonaiagents import Agent
-
-agent = Agent(
-    instructions="You are a support engineer.",
-    memory={"user_id": "u-42"},    # write    — persists across runs (needs a user_id)
-    knowledge=["docs/"],           # select   — retrieves only what's relevant
-    context="summarize",           # compress — auto-compacts before the limit
-)
-```
-
-> **Isolate** is `handoffs=[specialist]` — a sub-agent inherits the last few messages and the intersection of your tools, not your whole transcript. [📖 Handoffs](https://docs.praison.ai/docs/concepts/handoffs)
-
-### Layer 3 · Harness — *Can it act, and be checked?*
-
-*Agent = Model + Harness.* Tool dispatch, plus the guides that steer before acting and the sensors that observe after.
-
-```python
-from praisonaiagents import Agent, MCP, tool
-
-@tool
-def deploy(env: str) -> str:
-    """Deploy the current build to an environment."""
-    return f"Deployed to {env}"
-
-agent = Agent(
-    name="ReleaseEngineer",
-    instructions="You are a release engineer.",
-    tools=[deploy, MCP("npx -y @modelcontextprotocol/server-filesystem /tmp")],
-    approval=True,                 # guide — human gate before risky tools run
-)
-agent.start("Deploy to staging, then list the files you can read")
-```
-
-### Layer 4 · Loop — *When do we stop?*
-
-Hard iteration caps, budget ceilings, no-progress detection and completion checks — every brake is explicit.
-
-```python
-from praisonaiagents import Agent, ExecutionConfig
-
-agent = Agent(
-    instructions="Fix the failing tests.",
-    execution=ExecutionConfig(max_iter=30, max_budget=0.50, on_budget_exceeded="stop"),
-    autonomy=True,                 # required to drive the loop with run_autonomous()
-)
-result = agent.run_autonomous("Refactor the auth module", max_iterations=5)
-
-print(result.completion_reason)
-# goal | no_tool_calls | max_iterations | timeout | doom_loop | needs_help | error
-# (with on_budget_exceeded="stop", hitting the cap raises BudgetExceededError,
-#  surfaced here as completion_reason="error")
-```
-
-> **Doom-loop detection is on by default.** Repeated identical tool calls and A→B→A→B oscillation get caught — while a poller whose output keeps changing does not. [📖 Doom Loop Detection](https://docs.praison.ai/docs/features/doom-loop-detection)
-
-### Layer 5 · Graph — *Who runs when, and who checks whom?*
-
-Topology as a versionable artifact: prompt chaining, routing, parallelisation, orchestrator-worker.
-
-```python
-from praisonaiagents import AgentFlow
-from praisonaiagents.workflows import route, parallel, repeat
-
-flow = AgentFlow(steps=[
-    classifier,
-    route({"bug": [bug_agent], "feature": [feature_agent], "default": [triage]}),
-    parallel([reviewer, tester]),                      # fan out, join automatically
-    repeat(editor, until=lambda ctx: "approved" in ctx.previous_result.lower(),
-           max_iterations=3),                          # evaluator–optimizer
-])
-flow.run("Ticket #123: login fails on Safari")
-```
-
-> The same graph is expressible in YAML with no Python at all. [📖 AgentFlow](https://docs.praison.ai/docs/concepts/agentflow)
-
-### ⬡ Outside the stack: Managed Agents — *Where does it actually run?*
-
-The harness is commoditising; **where** the agent executes is the next multiplier. Rather than burning your laptop's CPU, hand an agent a short-lived cloud sandbox — repo, tools and tests run there.
-
-```bash
-pip install praisonai
-```
-
-The simplest way in is `tools_run_on=` — one whole team or workflow shares **one** sandbox, so a file written by step 1 is there for step 2. Thinking stays on your machine:
-
-```python
-from praisonaiagents import Agent, AgentFlow
-
-writer = Agent(name="Writer", instructions="You write files.")
-reader = Agent(name="Reader", instructions="You read files.")
-
-flow = AgentFlow(tools_run_on="docker", steps=[writer, reader])  # or e2b | modal | daytona | flyio
-flow.run("Write 'hello' to /workspace/note.txt, then read it back")
-```
-
-Same thing with no Python at all:
-
-```yaml
-name: remote-demo
-tools_run_on: docker      # every step shares one sandbox
-agents:
-  writer: {role: Writer, goal: Write files}
-  reader: {role: Reader, goal: Read files}
-steps:
-  - agent: writer
-    action: "Write 'hello' to /workspace/note.txt"
-  - agent: reader
-    action: "Read /workspace/note.txt"
-```
-
-For a single agent, two words cover it — and they answer different questions:
-
-```python
-from praisonaiagents import Agent
-
-# A. Only the TOOLS move. Thinking stays on your machine.
-agent = Agent(name="builder", instructions="You build things.",
-              tools_run_on="docker")   # docker | e2b | modal | daytona | flyio
-                                       # tenki | sandlock | ssh | novita | subprocess
-
-# B. The WHOLE agent moves — model calls, loop and tools
-agent = Agent(name="teacher", instructions="You teach.", run_on="anthropic")  # hosted
-agent = Agent(name="builder", instructions="You build.", run_on="docker")     # self-hosted
-agent.start("Write a Python script that prints the first 10 primes, then run it")
-```
-
-Ask any object where it runs, and it will tell you:
-
-```python
->>> Agent(name="builder", instructions="x", tools_run_on="docker")
-Agent(name='builder', thinks_on='this machine', tools_run_on='a Docker container')
-
->>> agent.where_does_it_run()
-Thinking (the AI model calls) happens on this machine.
-Tools run on a Docker container.
-Your own tools (check_db) still run on this machine -- only shell, file and
-code tools move. They read and write this machine's files.
-```
-
-Naming a place that cannot do the job is a typo, not a preference, so it says so:
-
-```python
->>> Agent(name="x", instructions="i", run_on="e2b")
-TypeError: Agent(run_on='e2b') is not valid: run_on= places the whole agent
-- model calls, loop and tools -- on a managed runtime, and 'e2b' runs
-commands but cannot host an agent loop.
-  To run only the tools there:  Agent(tools_run_on='e2b')
-```
-
-To run one block of code somewhere else, name the place on that call:
-
-```python
-agent.execute_code_sync("print(6 * 7)", run_in="sandlock")   # kernel-enforced
-```
-
-See what is running and reclaim strays:
-
-```bash
-praisonai managed ps          # list running sandboxes
-praisonai managed stop --all  # reclaim them
-```
-
-Sandboxes shut themselves down when idle (`auto_shutdown`, `idle_timeout_s`), and a post-setup snapshot is reused so the next run skips the image pull and dependency install. Commit a `.praisonai/environment.yaml` and the environment travels with the repo.
-
-> 📖 [20 runnable examples](examples/python/managed-agents/) · manage sessions with `praisonai managed sessions list <agent-id>` or `praisonai managed sessions resume <session-id> "<prompt>"`
-
-<sub>Stack framing adapted from [The Five-Layer Agent Stack](https://mer.vin/2026/07/five-layer-agent-stack-match-bug-to-right-layer/) and [Agent Harnesses vs Orbs](https://mer.vin/2026/08/agent-harnesses-vs-orbs-why-remote-sandboxes-beat-local-agent-loops/).</sub>
-
---
-
 ## 🌌 The PraisonAI Ecosystem

 Start simple with the core SDK, or expand to full visual builders and dashboards when you're ready.
@@ -429,9 +200,9 @@ Powered by 100+ LLMs (OpenAI, Anthropic, Gemini & local models).
 | 🧠 | **Planning Mode** — plan → execute → reason | `planning=True` |
 | 🔍 | **Deep Research** — multi-step autonomous research | [Docs](https://docs.praison.ai/docs/agents/deep-research) |
 | 🤖 | **External Agents** — orchestrate Claude Code, Gemini CLI, Codex | [Docs](https://docs.praison.ai/docs/code/external-agents) |
-| 🔄 | **Agent Handoffs** — seamless conversation passing | `handoffs=[other_agent]` |
+| 🔄 | **Agent Handoffs** — seamless conversation passing | `handoff=True` |
 | 🛡️ | **Guardrails** — input/output validation | [Docs](https://docs.praison.ai/docs/concepts/guardrails) |
-|  | **Web Search + Fetch** — native browsing | `web=True` |
+|  | **Web Search + Fetch** — native browsing | `web_search=True` |
 | 🪞 | **Self Reflection** — agent reviews its own output | [Docs](https://docs.praison.ai/docs/concepts/reflection) |
 | 🔀 | **Workflow Patterns** — route, parallel, loop, repeat | [Docs](https://docs.praison.ai/docs/concepts/agentflow) |
 | 🧠 | **Memory (zero deps)** — works out of the box | `memory=True` |
@@ -441,9 +212,9 @@ Powered by 100+ LLMs (OpenAI, Anthropic, Gemini & local models).

 | | Feature | How |
 |--|---------|-----|
-| 💡 | **Prompt Caching** — reduce latency + cost | `caching=True` |
+| 💡 | **Prompt Caching** — reduce latency + cost | `prompt_caching=True` |
 | 💾 | **Sessions + Auto-Save** — persistent state across restarts | `auto_save="my-project"` |
-| 💭 | **Thinking Budgets** — control reasoning depth | `agent.thinking_budget = 1024` |
+| 💭 | **Thinking Budgets** — control reasoning depth | `thinking_budget=1024` |
 | 📚 | **RAG + Quality-Based RAG** — auto quality scoring retrieval | [Docs](https://docs.praison.ai/docs/concepts/rag) |
 | 📊 | **Model Router** — auto-routes to cheapest capable model | [Docs](https://docs.praison.ai/docs/features/model-router) |
 | 🧊 | **Shadow Git Checkpoints** — auto-rollback on failure | [Docs](https://docs.praison.ai/docs/features/checkpoints) |
@@ -570,10 +341,8 @@ from praisonaiagents import Agent, db

 agent = Agent(
    name="Assistant",
-    memory={
-        "db": db(database_url="postgresql://localhost/mydb"),
-        "session_id": "my-session",
-    },
+    db=db(database_url="postgresql://localhost/mydb"),
+    session_id="my-session"
 )
 agent.chat("Hello!")  # Auto-persists messages, runs, traces
 ```
@@ -1019,16 +788,6 @@ PraisonAI is built for speed, with agent instantiation in around 14μs. This red

 ---

-<p align="center">
-  <img src=".github/images/agentflow.gif" alt="PraisonAI AgentFlow" width="800" />
-</p>
-
-<p align="center">
-  <img src=".github/images/latest_ai_news_and_crawl_each_url_to_find_info.gif" alt="PraisonAI command execution" width="800" />
-</p>
-
-\* `export TAVILY_API_KEY=xxxxx`
-
 ## 🔍 Langfuse Tracing

 ```bash
@@ -1112,39 +871,13 @@ For other providers, see [Models docs](https://docs.praison.ai/docs/models).
 <summary><strong>How do I use a local model (Ollama)?</strong></summary>

 ```bash
-# Start Ollama and pull a model
+# Start Ollama server first
 ollama serve
-ollama pull llama3.2
+
+# Set environment variable
+export OPENAI_BASE_URL=http://localhost:11434/v1
 ```

-```python
-from praisonaiagents import Agent
-
-agent = Agent(instructions="You are a helpful assistant", llm="ollama/llama3.2")
-agent.start("Why is the sky blue?")
-```
-
-The `ollama/` prefix is what selects Ollama's handling — tool-call repair,
-tool-result formatting and the streaming rules small local models need. Or set
-it by environment instead:
-
-```bash
-export OPENAI_MODEL_NAME=ollama/llama3.2
-```
-
-Setting only `OPENAI_BASE_URL` is not enough: with no model named, the OpenAI
-default (`gpt-4o-mini`) is sent to Ollama, which answers
-`404 model 'gpt-4o-mini' not found`. Always name the model.
-
-Point at a non-default host with `base_url=` or `OLLAMA_HOST`:
-
-```python
-agent = Agent(instructions="...", llm="ollama/llama3.2", base_url="http://192.168.1.10:11434")
-```
-
-The same shape works for other local runtimes — `lm_studio/`, `vllm/` and
-`hosted_vllm/` with their server's `base_url`.
-
 See [Models docs](https://docs.praison.ai/docs/models) for more details.

 </details>
@@ -1158,10 +891,8 @@ from praisonaiagents import Agent, db

 agent = Agent(
    name="Assistant",
-    memory={
-        "db": db(database_url="postgresql://localhost/mydb"),
-        "session_id": "my-session",
-    },
+    db=db(database_url="postgresql://localhost/mydb"),
+    session_id="my-session"
 )
 ```

@@ -1177,8 +908,8 @@ from praisonaiagents import Agent

 agent = Agent(
    name="Assistant",
-    # Enables file-based memory (no extra deps!)
-    memory={"user_id": "user123"},
+    memory=True,  # Enables file-based memory (no extra deps!)
+    user_id="user123"
 )
 ```

@@ -8,18 +8,11 @@ PraisonAI takes security seriously. We appreciate responsible disclosure from re
 |---------|----------|-------------|
 | `praisonaiagents` | [PyPI](https://pypi.org/project/praisonaiagents/) | `src/praisonai-agents/` |
 | `praisonai` | [PyPI](https://pypi.org/project/praisonai/) | `src/praisonai/` |
+| `praisonai-platform` | [PyPI](https://pypi.org/project/praisonai-platform/) | `src/praisonai-platform/` |
 | `praisonai` | [npm](https://www.npmjs.com/package/praisonai) | `src/praisonai-ts/` |

 Report issues against the **specific package** where the vulnerability exists. A platform-only issue does not necessarily affect the core SDK, and vice versa.

-### Packages maintained in their own repositories
-
-`praisonai-platform` now lives at
-[MervinPraison/PraisonAI-Platform](https://github.com/MervinPraison/PraisonAI-Platform).
-Report platform vulnerabilities through
-[that repository's advisories](https://github.com/MervinPraison/PraisonAI-Platform/security/advisories/new),
-not here — it is versioned and released independently of the SDK.
-
 ## In scope

 - Authentication, authorisation, and multi-tenant isolation (e.g. workspace boundaries)
@@ -7,7 +7,7 @@ Regenerate with: `praisonai docs api-md --write`

 Types:
 ```python
-from praisonaiagents import ContextPolicy, GuardrailResult, HandoffConfig, HandoffCycleError, HandoffDepthError, HandoffError, HandoffInputData, HandoffResult, HandoffTimeoutError, ReflectionOutput, StepResult, ToolResult, ToolValidationError, WorkflowContext
+from praisonaiagents import ContextPolicy, GuardrailResult, HandoffConfig, HandoffCycleError, HandoffDepthError, HandoffError, HandoffInputData, HandoffResult, HandoffTimeoutError, ReflectionOutput, StepResult, TaskOutput, ToolResult, ToolValidationError, WorkflowContext
 ```

 Methods:
@@ -16,6 +16,8 @@ Methods:
 * <code title="class HandoffConfig">HandoffConfig.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">from_dict</a>(data: Dict[str, Any]) -> 'HandoffConfig'</code>
 * <code title="class HandoffConfig">HandoffConfig.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="class HandoffResult">HandoffResult.<a href="./src/praisonai-agents/praisonaiagents/agent/handoff.py">from_outcome</a>(outcome: AgentRunOutcome, target_agent: Optional[str] = None, source_agent: Optional[str] = None, handoff_depth: int = 0) -> 'HandoffResult'</code>
+* <code title="class TaskOutput">TaskOutput.<a href="./src/praisonai-agents/praisonaiagents/main.py">json</a>() -> Optional[str]</code>
+* <code title="class TaskOutput">TaskOutput.<a href="./src/praisonai-agents/praisonaiagents/main.py">to_dict</a>() -> dict</code>
 * <code title="class ToolResult">ToolResult.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">is_multimodal</a>() -> bool</code>
 * <code title="class ToolResult">ToolResult.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">to_dict</a>() -> Dict[str, Any]</code>

@@ -23,21 +25,24 @@ Methods:

 Types:
 ```python
-from praisonaiagents import Agent, AutoAgents, AutoRagAgent, ContextAgent, DeepResearchAgent, ImageAgent, PlanningAgent, PraisonAIAgents, PromptExpanderAgent, QueryRewriterAgent, create_context_agent
+from praisonaiagents import Agent, AutoAgents, AutoRagAgent, ContextAgent, DeepResearchAgent, ImageAgent, PlanningAgent, PromptExpanderAgent, QueryRewriterAgent, create_context_agent
 ```

 Methods:

 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">aclose</a>() -> None</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">add_mcp_server</a>(name: str, mcp: Any) -> Any</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">add_verification</a>(hook: Any) -> None</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">agent_id</a>() -> str</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">analyze_prompt</a>(prompt: str) -> set</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">auto_memory</a>() -> Optional[bool]</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">auto_memory</a>(value: Optional[bool]) -> None</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">background</a>() -> Optional[bool]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">background</a>(value: Optional[bool]) -> None</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">chat_history</a>()</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">chat_history</a>(value)</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">chat_with_context</a>(message: str, context: 'ContextPack', **kwargs) -> str</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">checkpoints</a>() -> Optional[bool]</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">checkpoints</a>(value: Optional[bool]) -> None</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">clone_for_channel</a>() -> 'Agent'</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">close</a>() -> None</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">console</a>() -> Optional[Any]</code>
@@ -56,7 +61,6 @@ Methods:
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">handoff_to</a>(target_agent: 'Agent', prompt: str, context: Optional[Dict[str, Any]] = None, config: Optional['HandoffConfig'] = None) -> 'HandoffResult'</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">handoff_to_async</a>(target_agent: 'Agent', prompt: str, context: Optional[Dict[str, Any]] = None, config: Optional['HandoffConfig'] = None) -> 'HandoffResult'</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">is_closed</a>() -> bool</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">last_stop_reason</a>() -> str</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">list_mcp_servers</a>() -> List[str]</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">llm_instance</a>()</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">llm_instance</a>(value)</code>
@@ -68,20 +72,16 @@ Methods:
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">query</a>(question: str, **kwargs) -> 'RAGResult'</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">rag</a>() -> Optional[Any]</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">rag_query</a>(question: str, **kwargs) -> 'RAGResult'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">reasoning_effort</a>() -> Optional[str]</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">reasoning_effort</a>(value: Optional[str]) -> None</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">redo</a>() -> bool</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">refresh_tools</a>() -> List[Any]</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">remove_mcp_server</a>(name: str) -> bool</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">remove_verification</a>(name: str) -> bool</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">retrieval_config</a>() -> Optional[Any]</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">retrieve</a>(query: str, **kwargs) -> 'ContextPack'</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">rules_manager</a>() -> Optional[Any]</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_autonomous</a>(prompt: str, max_iterations: Optional[int] = None, timeout_seconds: Optional[float] = None, completion_promise: Optional[str] = None, clear_context: bool = False)</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_autonomous_async</a>(prompt: str, max_iterations: Optional[int] = None, timeout_seconds: Optional[float] = None, completion_promise: Optional[str] = None, clear_context: bool = False)</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_until</a>(prompt: str, criteria: str = '', threshold: float = 8.0, max_iterations: int = 5, mode: str = 'optimize', on_iteration: Optional[Callable[[Any], None]] = None, verbose: bool = False, goal: Optional[str] = None, goal_criteria: Optional[Any] = None, judge_model: Optional[str] = None) -> 'EvaluationLoopResult'</code>
+* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_until</a>(prompt: str, criteria: str, threshold: float = 8.0, max_iterations: int = 5, mode: str = 'optimize', on_iteration: Optional[Callable[[Any], None]] = None, verbose: bool = False) -> 'EvaluationLoopResult'</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">run_until_async</a>(prompt: str, criteria: str, threshold: float = 8.0, max_iterations: int = 5, mode: str = 'optimize', on_iteration: Optional[Callable[[Any], None]] = None, verbose: bool = False) -> 'EvaluationLoopResult'</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">set_snapshot_root</a>(project_path: str) -> bool</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">skill_manager</a>() -> Optional[Any]</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">store_memory</a>(content: str, memory_type: str = 'short_term', action: str = 'add', **kwargs: Any) -> None</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">stream_emitter</a>() -> Optional[Any]</code>
@@ -90,7 +90,6 @@ Methods:
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">thinking_budget</a>(value: Optional[int]) -> None</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">total_cost</a>() -> float</code>
 * <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">undo</a>() -> bool</code>
-* <code title="class Agent">Agent.<a href="./src/praisonai-agents/praisonaiagents/agent/agent.py">where_does_it_run</a>() -> str</code>
 * <code title="class AutoAgents">AutoAgents.<a href="./src/praisonai-agents/praisonaiagents/agents/autoagents.py">astart</a>()</code>
 * <code title="class AutoAgents">AutoAgents.<a href="./src/praisonai-agents/praisonaiagents/agents/autoagents.py">start</a>()</code>
 * <code title="class AutoRagAgent">AutoRagAgent.<a href="./src/praisonai-agents/praisonaiagents/agents/auto_rag_agent.py">achat</a>(message: str, **kwargs) -> str</code>
@@ -179,21 +178,20 @@ Methods:
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">get_schema</a>() -> Dict[str, Any]</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">run</a>(**kwargs) -> Any</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">safe_run</a>(**kwargs) -> ToolResult</code>
-* <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">to_model_output</a>(result: Any) -> Optional[Any]</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate</a>() -> bool</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate_class</a>() -> bool</code>
 * <code title="class BaseTool">BaseTool.<a href="./src/praisonai-agents/praisonaiagents/tools/base.py">validate_schema_roundtrip</a>() -> bool</code>
 * <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">__call__</a>(*args, **kwargs) -> Any</code>
 * <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">check_availability</a>() -> tuple[bool, str]</code>
+* <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">get_schema</a>() -> Dict[str, Any]</code>
 * <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">injected_params</a>() -> Dict[str, Any]</code>
 * <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">run</a>(**kwargs) -> Any</code>
-* <code title="class FunctionTool">FunctionTool.<a href="./src/praisonai-agents/praisonaiagents/tools/decorator.py">to_model_output</a>(result: Any) -> Optional[Any]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">clear</a>() -> None</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">discover_plugins</a>() -> int</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">discover_single_file_plugins</a>() -> int</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get</a>(name: str) -> Optional[Union[BaseTool, Callable]]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_all</a>() -> Dict[str, Union[BaseTool, Callable]]</code>
-* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_tool_definitions</a>(permission_resolver: Optional[Callable[[str], bool]] = None) -> List[Dict[str, Any]]</code>
+* <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_tool_definitions</a>() -> List[Dict[str, Any]]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">get_trust_level</a>(name: str) -> Optional[str]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">list_available_tools</a>(context: Optional[Dict[str, Any]] = None, ttl_seconds: Optional[float] = None) -> List[Union[BaseTool, Callable]]</code>
 * <code title="class ToolRegistry">ToolRegistry.<a href="./src/praisonai-agents/praisonaiagents/tools/registry.py">list_base_tools</a>() -> List[BaseTool]</code>
@@ -233,6 +231,13 @@ Methods:
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">repeat</a>(step: Any, until: Optional[Callable[[WorkflowContext], bool]] = None, max_iterations: int = 10) -> Repeat</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">route</a>(routes: Dict[str, List], default: Optional[List] = None) -> Route</code>

+# DB
+
+Types:
+```python
+from praisonaiagents import db
+```
+
 # Memory

 Types:
@@ -242,12 +247,10 @@ from praisonaiagents import Memory, MemoryBackend, MemoryConfig

 Methods:

-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">acommit_memory_batch</a>(writes: List[tuple]) -> None</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">build_cache_optimized_context</a>(task_descr: str, user_id: Optional[str] = None, additional: str = '', max_items: int = 3, include_cache_boundary: bool = True, include_in_output: Optional[bool] = None) -> Dict[str, str]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">build_context_for_task</a>(task_descr: str, user_id: Optional[str] = None, additional: str = '', max_items: int = 3, include_in_output: Optional[bool] = None) -> str</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">calculate_quality_metrics</a>(output: str, expected_output: str, llm: Optional[str] = None, custom_prompt: Optional[str] = None) -> Dict[str, float]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">close_connections</a>()</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">commit_memory_batch</a>(writes: List[tuple]) -> None</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">compute_quality_score</a>(completeness: float, relevance: float, clarity: float, accuracy: float, weights: Dict[str, float] = None) -> float</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">delete_long_term</a>(memory_id: str) -> bool</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">delete_memories</a>(memory_ids: List[str]) -> int</code>
@@ -255,13 +258,9 @@ Methods:
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">delete_memory</a>(memory_id: str, memory_type: Optional[str] = None) -> bool</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">delete_short_term</a>(memory_id: str) -> bool</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">finalize_task_output</a>(content: str, agent_name: str, quality_score: float, threshold: float = 0.7, metrics: Dict[str, Any] = None, task_id: str = None)</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">forget</a>(**kwargs) -> int</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">get_all_memories</a>() -> List[Dict[str, Any]]</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">get_context</a>(query: Optional[str] = None, **kwargs) -> str</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">get_learn_context</a>() -> str</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">learn</a>()</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">recall</a>(query: str, **kwargs) -> List[Dict[str, Any]]</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">remember</a>(content: str, **kwargs) -> str</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">reset_all</a>()</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">reset_entity_only</a>()</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">reset_long_term</a>()</code>
@@ -269,8 +268,8 @@ Methods:
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">reset_user_memory</a>()</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search</a>(query: str, user_id: Optional[str] = None, agent_id: Optional[str] = None, run_id: Optional[str] = None, limit: int = 5, rerank: bool = False, **kwargs) -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_entity</a>(query: str, limit: int = 5) -> List[Dict[str, Any]]</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_long_term</a>(query: str, limit: int = 5, relevance_cutoff: float = 0.0, min_quality: float = 0.0, rerank: bool = False, metadata_filter: Optional[Dict[str, Any]] = None, user_id: Optional[str] = None, **kwargs) -> List[Dict[str, Any]]</code>
-* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_short_term</a>(query: str, limit: int = 5, min_quality: float = 0.0, relevance_cutoff: float = 0.0, rerank: bool = False, metadata_filter: Optional[Dict[str, Any]] = None, user_id: Optional[str] = None, **kwargs) -> List[Dict[str, Any]]</code>
+* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_long_term</a>(query: str, limit: int = 5, relevance_cutoff: float = 0.0, min_quality: float = 0.0, rerank: bool = False, **kwargs) -> List[Dict[str, Any]]</code>
+* <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_short_term</a>(query: str, limit: int = 5, min_quality: float = 0.0, relevance_cutoff: float = 0.0, rerank: bool = False, **kwargs) -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_user_memory</a>(user_id: str, query: str, limit: int = 5, rerank: bool = False, **kwargs) -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">search_with_quality</a>(query: str, min_quality: float = 0.0, memory_type: Literal['short', 'long'] = 'long', limit: int = 5) -> List[Dict[str, Any]]</code>
 * <code title="class Memory">Memory.<a href="./src/praisonai-agents/praisonaiagents/memory/memory.py">store_entity</a>(name: str, type_: str, desc: str, relations: str)</code>
@@ -309,7 +308,7 @@ Methods:
 * <code title="class Knowledge">Knowledge.<a href="./src/praisonai-agents/praisonaiagents/knowledge/knowledge.py">normalize_content</a>(content)</code>
 * <code title="class Knowledge">Knowledge.<a href="./src/praisonai-agents/praisonaiagents/knowledge/knowledge.py">reset</a>()</code>
 * <code title="class Knowledge">Knowledge.<a href="./src/praisonai-agents/praisonaiagents/knowledge/knowledge.py">search</a>(query, user_id = None, agent_id = None, run_id = None, rerank = None, **kwargs)</code>
-* <code title="class Knowledge">Knowledge.<a href="./src/praisonai-agents/praisonaiagents/knowledge/knowledge.py">store</a>(content, user_id = None, agent_id = None, run_id = None, metadata = None, is_content = False)</code>
+* <code title="class Knowledge">Knowledge.<a href="./src/praisonai-agents/praisonaiagents/knowledge/knowledge.py">store</a>(content, user_id = None, agent_id = None, run_id = None, metadata = None)</code>
 * <code title="class Knowledge">Knowledge.<a href="./src/praisonai-agents/praisonaiagents/knowledge/knowledge.py">update</a>(memory_id, data)</code>
 * <code title="class KnowledgeConfig">KnowledgeConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>

@@ -387,7 +386,6 @@ Methods:
 * <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">validate_input</a>(content: str, **kwargs) -> Tuple[bool, str]</code>
 * <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">validate_output</a>(content: str, **kwargs) -> Tuple[bool, str]</code>
 * <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">validate_tool_call</a>(tool_name: str, arguments: Dict[str, Any], **kwargs) -> Tuple[bool, Dict[str, Any]]</code>
-* <code title="class LLMGuardrail">LLMGuardrail.<a href="./src/praisonai-agents/praisonaiagents/guardrails/llm_guardrail.py">validate_tool_result</a>(tool_name: str, result: Any, **kwargs) -> Tuple[bool, Any]</code>

 # Planning

@@ -471,7 +469,7 @@ Methods:

 Types:
 ```python
-from praisonaiagents import SkillLoader, SkillsConfig
+from praisonaiagents import SkillLoader, SkillManager, SkillMetadata, SkillProperties, SkillsConfig
 ```

 Methods:
@@ -483,6 +481,54 @@ Methods:
 * <code title="class SkillLoader">SkillLoader.<a href="./src/praisonai-agents/praisonaiagents/skills/loader.py">load_metadata</a>(skill_path: str) -> Optional[LoadedSkill]</code>
 * <code title="class SkillLoader">SkillLoader.<a href="./src/praisonai-agents/praisonaiagents/skills/loader.py">load_references</a>(skill: LoadedSkill) -> dict</code>
 * <code title="class SkillLoader">SkillLoader.<a href="./src/praisonai-agents/praisonaiagents/skills/loader.py">load_scripts</a>(skill: LoadedSkill) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">activate</a>(skill: LoadedSkill) -> bool</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">activate_by_name</a>(name: str) -> bool</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">add_bundle</a>(manifest: 'BundleManifest') -> None</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">add_skill</a>(skill_path: str) -> Optional[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">add_skill_by_name</a>(name: str, skill_dirs: Optional[List[str]] = None, include_defaults: bool = True) -> Optional[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">approve</a>(identifier: str) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">archive_skill</a>(name: str) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">bundle_names</a>() -> List[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">bundles</a>() -> List['BundleManifest']</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">clear</a>() -> None</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">create</a>(name: str, content: str, category: Optional[str] = None, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">create_skill</a>(name: str, content: str, category: str = None, agent_created: bool = True, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">delete</a>(name: str, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">delete_skill</a>(name: str, hard: bool = False, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">discover</a>(skill_dirs: Optional[List[str]] = None, include_defaults: bool = True) -> int</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">discover_bundles</a>(skill_dirs: Optional[List[str]] = None, include_defaults: bool = True) -> int</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">edit</a>(name: str, content: str, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">edit_skill</a>(name: str, content: str, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_allowed_tools</a>(name: str) -> List[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_available_skills</a>() -> List[SkillMetadata]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_available_skills_by_state</a>(state: SkillState) -> List[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_bundle</a>(name: str) -> Optional['BundleManifest']</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_bundle_instructions</a>() -> List[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_instructions</a>(name: str) -> Optional[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_skill</a>(name: str) -> Optional[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_skills_diagnostics</a>() -> Dict[str, ValidationResult]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">get_user_invocable_skills</a>() -> List[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">invoke</a>(name: str, raw_args: str = '', session_id: Optional[str] = None, shell_exec: bool = False) -> Optional[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">list_archived_skills</a>() -> List[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">list_pending</a>() -> List[dict]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">load_resources</a>(name: str) -> bool</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">patch</a>(name: str, old_string: str, new_string: str, file_path: Optional[str] = None, replace_all: bool = False, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">patch_skill</a>(name: str, old_string: str, new_string: str, file_path: str = None, replace_all: bool = False, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">reject</a>(identifier: str) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">remove_file</a>(name: str, file_path: str, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">remove_skill_file</a>(name: str, file_path: str, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">resolve</a>(selectors: List[str]) -> List[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">restore_skill</a>(name: str, skill_dir: Optional[str] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">rollback_skill</a>(name: str) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">skill_names</a>() -> List[str]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">skills</a>() -> List[LoadedSkill]</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">to_prompt</a>() -> str</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">validate_skill_capabilities</a>(skill_name: str, force_refresh: bool = False) -> ValidationResult</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">write_file</a>(name: str, file_path: str, file_content: str, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillManager">SkillManager.<a href="./src/praisonai-agents/praisonaiagents/skills/manager.py">write_skill_file</a>(name: str, file_path: str, file_content: str, propose: Optional[bool] = None) -> dict</code>
+* <code title="class SkillMetadata">SkillMetadata.<a href="./src/praisonai-agents/praisonaiagents/skills/models.py">from_properties</a>(props: SkillProperties) -> 'SkillMetadata'</code>
+* <code title="class SkillProperties">SkillProperties.<a href="./src/praisonai-agents/praisonaiagents/skills/models.py">idle_days</a>() -> Optional[float]</code>
+* <code title="class SkillProperties">SkillProperties.<a href="./src/praisonai-agents/praisonaiagents/skills/models.py">to_dict</a>() -> dict</code>
 * <code title="class SkillsConfig">SkillsConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>

 # Session
@@ -524,14 +570,9 @@ from praisonaiagents import MCP

 Methods:

-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">apply_tool_filters</a>(allowed_tools: Optional[List[str]] = None, disabled_tools: Optional[List[str]] = None) -> 'MCP'</code>
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">get_prompts</a>() -> List[dict]</code>
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">get_resources</a>() -> List[dict]</code>
 * <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">get_tools</a>() -> List[Callable]</code>
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">list_active_server_names</a>() -> set</code>
 * <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">shutdown</a>()</code>
 * <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">to_openai_tool</a>()</code>
-* <code title="class MCP">MCP.<a href="./src/praisonai-agents/praisonaiagents/mcp/mcp.py">with_tool_prefix</a>(prefix: str) -> 'MCP'</code>

 # Telemetry

@@ -623,8 +664,6 @@ Methods:
 * <code title="class AutonomyConfig">AutonomyConfig.<a href="./src/praisonai-agents/praisonaiagents/agent/autonomy.py">from_dict</a>(data: Dict[str, Any]) -> 'AutonomyConfig'</code>
 * <code title="class CachingConfig">CachingConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="class ExecutionConfig">ExecutionConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">from_dict</a>(data: Dict[str, Any]) -> 'ExecutionConfig'</code>
-* <code title="class ExecutionConfig">ExecutionConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">resolved_max_steps</a>() -> int</code>
-* <code title="class ExecutionConfig">ExecutionConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">resolved_max_tool_calls</a>() -> int</code>
 * <code title="class ExecutionConfig">ExecutionConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="class GuardrailConfig">GuardrailConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="class HooksConfig">HooksConfig.<a href="./src/praisonai-agents/praisonaiagents/config/feature_configs.py">to_dict</a>() -> Dict[str, Any]</code>
@@ -692,7 +731,7 @@ Methods:

 Types:
 ```python
-from praisonaiagents import AgentAppConfig, AgentAppProtocol, AgentFlow, AgentManager, AgentOSConfig, AgentOSProtocol, AgentTeam, AutoApproveBackend, EmbeddingResult, RetryBackoffConfig, RunOutcome, __version__, aembedding, aembeddings, embedding, embeddings, get_dimensions
+from praisonaiagents import AgentAppConfig, AgentAppProtocol, AgentFlow, AgentManager, AgentOSConfig, AgentOSProtocol, AgentTeam, AutoApproveBackend, EmbeddingResult, RetryBackoffConfig, __version__, aembedding, aembeddings, embedding, embeddings, get_dimensions
 ```

 Methods:
@@ -715,7 +754,6 @@ Methods:
 * <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">to_dict</a>() -> Dict[str, Any]</code>
 * <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">verbose</a>() -> bool</code>
 * <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">verbose</a>(value: bool)</code>
-* <code title="class AgentFlow">AgentFlow.<a href="./src/praisonai-agents/praisonaiagents/workflows/workflows.py">where_does_it_run</a>() -> str</code>
 * <code title="class AgentOSProtocol">AgentOSProtocol.<a href="./src/praisonai-agents/praisonaiagents/app/protocols.py">get_app</a>() -> Any</code>
 * <code title="class AgentOSProtocol">AgentOSProtocol.<a href="./src/praisonai-agents/praisonaiagents/app/protocols.py">serve</a>(host: Optional[str] = None, port: Optional[int] = None, reload: bool = False, **kwargs: Any) -> None</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">aannounce_completion</a>(agent_id: str, task_id: str, result: Any, success: bool = True, error: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None) -> None</code>
@@ -727,7 +765,6 @@ Methods:
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">arun_task</a>(task_id)</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">aspawn_sub_agent</a>(agent: Agent, task: Any, completion_callback: Optional[Callable[[SubAgentCompletionEvent], Any]] = None, metadata: Optional[Dict[str, Any]] = None) -> SpawnedSubAgent</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">astart</a>(content = None, return_dict = False, **kwargs)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">astart_for_each</a>(inputs, **kwargs)</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">await_for_completions</a>(timeout: Optional[float] = None, agent_ids: Optional[List[str]] = None) -> List[SubAgentCompletionEvent]</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">clean_json_output</a>(output: str) -> str</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">clear_state</a>() -> None</code>
@@ -752,28 +789,22 @@ Methods:
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">get_token_usage_summary</a>() -> Dict[str, Any]</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">has_state</a>(key: str) -> bool</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">increment_state</a>(key: str, amount: float = 1, default: float = 0) -> float</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">launch</a>(path: str = '/agents', port: int = 8000, host: str = '127.0.0.1', debug: bool = False, protocol: str = 'http')</code>
+* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">launch</a>(path: str = '/agents', port: int = 8000, host: str = '0.0.0.0', debug: bool = False, protocol: str = 'http')</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">restore_session_state</a>(session_id: str) -> bool</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run</a>(content = None, return_dict = False, **kwargs)</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run_all_tasks</a>()</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">run_task</a>(task_id)</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">save_output_to_file</a>(task, task_output)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">save_session_state</a>(session_id: str, include_memory: bool = True) -> bool</code>
+* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">save_session_state</a>(session_id: str, include_memory: bool = True) -> None</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">set_state</a>(key: str, value: Any) -> None</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">spawn_sub_agent</a>(agent: Agent, task: Any, completion_callback: Optional[Callable[[SubAgentCompletionEvent], Any]] = None, metadata: Optional[Dict[str, Any]] = None) -> SpawnedSubAgent</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">start</a>(content = None, return_dict = False, output = None, **kwargs)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">start_for_each</a>(inputs, **kwargs)</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">stream_emitter</a>()</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">todo_list</a>()</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">update_plan_step_status</a>(step_id: str, status: str) -> bool</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">update_state</a>(updates: Dict) -> None</code>
 * <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">wait_for_completions</a>(timeout: Optional[float] = None, agent_ids: Optional[List[str]] = None) -> List[SubAgentCompletionEvent]</code>
-* <code title="class AgentTeam">AgentTeam.<a href="./src/praisonai-agents/praisonaiagents/agents/agents.py">where_does_it_run</a>() -> str</code>
 * <code title="class AutoApproveBackend">AutoApproveBackend.<a href="./src/praisonai-agents/praisonaiagents/approval/backends.py">request_approval</a>(request: ApprovalRequest) -> ApprovalDecision</code>
 * <code title="class AutoApproveBackend">AutoApproveBackend.<a href="./src/praisonai-agents/praisonaiagents/approval/backends.py">request_approval_sync</a>(request: ApprovalRequest) -> ApprovalDecision</code>
-* <code title="class RunOutcome">RunOutcome.<a href="./src/praisonai-agents/praisonaiagents/agent/run_outcome.py">completed</a>(output: Optional[str] = None) -> 'RunOutcome'</code>
-* <code title="class RunOutcome">RunOutcome.<a href="./src/praisonai-agents/praisonaiagents/agent/run_outcome.py">from_exception</a>(exc: BaseException, output: Optional[str] = None) -> 'RunOutcome'</code>
-* <code title="class RunOutcome">RunOutcome.<a href="./src/praisonai-agents/praisonaiagents/agent/run_outcome.py">succeeded</a>() -> bool</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/embedding/embed.py">aembedding</a>(input: Union[str, List[str]], model: str = 'text-embedding-3-small', dimensions: Optional[int] = None, encoding_format: str = 'float', timeout: float = 600.0, api_key: Optional[str] = None, api_base: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None, **kwargs) -> EmbeddingResult</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/embedding/embed.py">aembeddings</a>(input: Union[str, List[str]], model: str = 'text-embedding-3-small', dimensions: Optional[int] = None, encoding_format: str = 'float', timeout: float = 600.0, api_key: Optional[str] = None, api_base: Optional[str] = None, metadata: Optional[Dict[str, Any]] = None, **kwargs) -> EmbeddingResult</code>
 * <code title="function">praisonaiagents.<a href="./src/praisonai-agents/praisonaiagents/embedding/dimensions.py">get_dimensions</a>(model_name: str) -> int</code>
@@ -782,7 +813,7 @@ Methods:

 Types:
 ```python
-from praisonai import Agent, AgentApp, AgentOS, AnthropicManagedAgent, HostedAgent, HostedAgentConfig, LocalAgent, LocalAgentConfig, LocalManagedAgent, LocalManagedConfig, ManagedAgent, ManagedConfig, __version__, arun, run
+from praisonai import Agent, AgentApp, AgentOS, AnthropicManagedAgent, CloudProvider, DB, Deploy, DeployConfig, DeployType, HostedAgent, HostedAgentConfig, LocalAgent, LocalAgentConfig, LocalManagedAgent, LocalManagedConfig, ManagedAgent, ManagedConfig, __version__, arun, run
 ```

 # CLI
@@ -850,14 +881,24 @@ Methods:
 * <code title="cli">praisonai managed list <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
 * <code title="cli">praisonai managed managed-callback <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
 * <code title="cli">praisonai managed multi <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed ps <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
 * <code title="cli">praisonai managed restore <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
 * <code title="cli">praisonai managed resume <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
 * <code title="cli">praisonai managed run <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
 * <code title="cli">praisonai managed save <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
 * <code title="cli">praisonai managed show <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
-* <code title="cli">praisonai managed stop <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
 * <code title="cli">praisonai managed update <a href="./src/praisonai/praisonai/cli/commands/managed.py">--help</a></code>
+* <code title="cli">praisonai mcp add <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp auth <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp describe <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp list <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp logout <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp mcp-callback <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp remove <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp run <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp status <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp sync <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp test <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
+* <code title="cli">praisonai mcp tools <a href="./src/praisonai/praisonai/cli/commands/mcp.py">--help</a></code>
 * <code title="cli">praisonai n8n export <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
 * <code title="cli">praisonai n8n import <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
 * <code title="cli">praisonai n8n list <a href="./src/praisonai/praisonai/cli/commands/n8n.py">--help</a></code>
@@ -886,7 +927,6 @@ Methods:
 * <code title="cli">praisonai recipe list <a href="./src/praisonai/praisonai/cli/commands/recipe.py">--help</a></code>
 * <code title="cli">praisonai recipe optimize <a href="./src/praisonai/praisonai/cli/commands/recipe.py">--help</a></code>
 * <code title="cli">praisonai recipe run <a href="./src/praisonai/praisonai/cli/commands/recipe.py">--help</a></code>
-* <code title="cli">praisonai recipe runs <a href="./src/praisonai/praisonai/cli/commands/recipe.py">--help</a></code>
 * <code title="cli">praisonai recipe serve <a href="./src/praisonai/praisonai/cli/commands/recipe.py">--help</a></code>
 * <code title="cli">praisonai replay cleanup <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
 * <code title="cli">praisonai replay context <a href="./src/praisonai/praisonai/cli/commands/replay.py">--help</a></code>
@@ -903,12 +943,7 @@ Methods:
 * <code title="cli">praisonai schedule describe <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule list <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule logs <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule pause <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule remove <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule restart <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule resume <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule run <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule runs <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule schedule-callback <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule start <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule stats <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
@@ -917,7 +952,16 @@ Methods:
 * <code title="cli">praisonai schedule suggestion-dismiss <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule suggestion-propose <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
 * <code title="cli">praisonai schedule suggestions <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
-* <code title="cli">praisonai schedule update <a href="./src/praisonai/praisonai/cli/commands/schedule.py">--help</a></code>
+* <code title="cli">praisonai standardise check <a href="./src/praisonai/praisonai/cli/commands/standardise.py">--help</a></code>
+* <code title="cli">praisonai standardise fix <a href="./src/praisonai/praisonai/cli/commands/standardise.py">--help</a></code>
+* <code title="cli">praisonai standardise init <a href="./src/praisonai/praisonai/cli/commands/standardise.py">--help</a></code>
+* <code title="cli">praisonai standardise report <a href="./src/praisonai/praisonai/cli/commands/standardise.py">--help</a></code>
+* <code title="cli">praisonai train agents <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train apply <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train list <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train llm <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train show <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
+* <code title="cli">praisonai train train-callback <a href="./src/praisonai/praisonai/cli/commands/train.py">--help</a></code>
 * <code title="cli">praisonai validate check <a href="./src/praisonai/praisonai/cli/commands/validate.py">--help</a></code>
 * <code title="cli">praisonai validate schema <a href="./src/praisonai/praisonai/cli/commands/validate.py">--help</a></code>
 * <code title="cli">praisonai validate validate <a href="./src/praisonai/praisonai/cli/commands/validate.py">--help</a></code>
@@ -926,23 +970,17 @@ Methods:

 Types/Exports:
 ```ts
-export { Agent, AgentTeam, Agents, CodeAgent, EmbeddingAgent, OCRAgent, PraisonAIAgents, RealtimeAgent, Router, TASK_STATUS, VideoAgent, VisionAgent, createCodeAgent, createEmbeddingAgent, createOCRAgent, createRealtimeAgent, createVideoAgent, createVisionAgent } from "./agent";
-export type { AgentChatCallOptions, AgentChatOptions, AgentEvent, AgentExecuteTask, AgentGuardrailEntry, AgentGuardrailFunction, AgentGuardrailInput, AgentHooksInput, AgentMemoryStore, AgentMessage, AgentRetryConfig, AgentStreamOptions, AgentTaskLike, AgentTeamConfig, AgentTeamProcess, AgentTeamStartDictOptions, AgentTeamStartOptions, AgentTeamStartOptionsInput, AgentWebConfig, PraisonAIAgentsConfig, SimpleAgentConfig, SimpleRouteConfig, SimpleRouterConfig, StopReason, TaskCallback, TaskGuardrail, TaskOnError } from "./agent";
+export { Agent, AgentTeam, Agents, PraisonAIAgents, Router } from "./agent";
+export type { AgentTeamConfig, PraisonAIAgentsConfig, SimpleAgentConfig, SimpleRouteConfig, SimpleRouterConfig } from "./agent";
 export { AudioAgent, createAudioAgent } from "./agent/audio";
-export type { AudioAgentConfig, AudioConfig, AudioProvider, AudioSpeakOptions, AudioSpeakResult, AudioTranscribeOptions, AudioTranscribeResult } from "./agent/audio";
-export { ContextAgent, createContextAgent, create_context_agent } from "./agent/context";
-export { ContextPolicy, DEFAULT_HANDOFF_TOOL_POLICY, Handoff, HandoffCycleError, HandoffDepthError, HandoffError, HandoffTimeoutError, HandoffToolPolicyMode, RECOMMENDED_PROMPT_PREFIX, handoff, handoffFilters, handoffToolName, handoff_filters, listAgentTools, parallelHandoffs, parallel_handoffs, promptWithHandoffInstructions, prompt_with_handoff_instructions, resolveHandoffToolPolicy } from "./agent/handoff";
-export { Heartbeat, HeartbeatConfig, parseHeartbeatSchedule } from "./agent/heartbeat";
-export type { HeartbeatAgent, HeartbeatOnError, HeartbeatOptions } from "./agent/heartbeat";
+export type { AudioAgentConfig, AudioProvider, AudioSpeakOptions, AudioSpeakResult, AudioTranscribeOptions, AudioTranscribeResult } from "./agent/audio";
+export { ContextAgent, createContextAgent } from "./agent/context";
+export { ContextPolicy, Handoff, HandoffCycleError, HandoffDepthError, HandoffError, HandoffTimeoutError, RECOMMENDED_PROMPT_PREFIX, handoff, handoffFilters, promptWithHandoffInstructions } from "./agent/handoff";
 export { ImageAgent, createImageAgent } from "./agent/image";
 export { PromptExpanderAgent, createPromptExpanderAgent } from "./agent/prompt-expander";
 export { QueryRewriterAgent, createQueryRewriterAgent } from "./agent/query-rewriter";
-export { DeepResearchAgent, Provider, createDeepResearchAgent } from "./agent/research";
-export { RetryBackoffConfig, interruptibleSleep, jitteredBackoff } from "./agent/retry-utils";
-export type { JitteredBackoffOptions, RetryBackoffConfigOptions } from "./agent/retry-utils";
+export { DeepResearchAgent, createDeepResearchAgent } from "./agent/research";
 export { RouterAgent, createRouter, routeConditions } from "./agent/router";
-export { AGENT_RUN_STATUSES, AgentRunOutcome, PROVIDER_BLOCK_REASONS, RunOutcome, TERMINAL_REASON_PRECEDENCE, TERMINATION_TO_RUN_STATUS, TerminationReason, classifyFinishReason, terminationToRunStatus, termination_to_run_status, validateDecisionString, validate_decision_string } from "./agent/run-outcome";
-export type { AgentRunOutcomeFailureOptions, AgentRunOutcomeInit, AgentRunOutcomeOptions, AgentRunStatus, RunOutcomeInit, TerminalReason } from "./agent/run-outcome";
 export { // Agent loop
  createAgentLoop, // DevTools
  enableDevTools, // MCP
@@ -959,7 +997,6 @@ export { // Agent loop
  defineTool, // UI Message (AI SDK v6 parity)
  convertToModelMessages, AIAgentStep, AIEmbedManyResult, AIEmbedOptions, AIEmbedResult, AIFilePart, AIGenerateImageOptions, AIGenerateImageResult, AIGenerateObjectOptions, AIGenerateObjectResult, AIGenerateTextOptions, AIGenerateTextResult, AIImagePart, AIMiddleware, AIMiddlewareConfig, AIModelMessage, AISpan, AISpanKind, AISpanOptions, AISpanStatus, AIStreamObjectOptions, AIStreamObjectResult, AIStreamTextOptions, AIStreamTextResult, AITelemetryEvent, AITelemetrySettings, AITextPart, AIToolDefinition, AITracer, AgentLoop, DANGEROUS_PATTERNS, MCPClientType, MODEL_ALIASES, SPEECH_MODELS, TRANSCRIPTION_MODELS, ToolApprovalDeniedError, ToolApprovalTimeoutError, aiEmbed, aiEmbedMany, aiGenerateImage, aiGenerateObject, aiGenerateText, aiStreamObject, aiStreamText, applyMiddleware, autoEnableDevTools, base64ToUint8Array, clearAICache, clearEvents, closeAllMCPClients, closeMCPClient, convertToUIMessages, createAILoggingMiddleware, createAISpan, createApprovalResponse, createDangerousPatternChecker, createDevToolsMiddleware, createExpressHandler, createFastifyHandler, createFilePart, createHonoHandler, createMultimodalMessage, createNestHandler, createPagesHandler, createPdfPart, createSystemMessage, createTelemetryMiddleware, createTelemetrySettings, createTextMessage, createTextPart, createToolSet, disableAITelemetry, disableDevTools, enableAITelemetry, functionToTool, getAICacheStats, getApprovalManager, getDevToolsState, getDevToolsUrl, getEvents, getMCPClient, getModel, getTelemetrySettings, getToolsNeedingApproval, getTracer, hasModelAlias, hasPendingApprovals, initOpenTelemetry, isDangerous, isDataUrl, isDevToolsEnabled, isTelemetryEnabled, isUrl, listModelAliases, mcpToolsToAITools, parseModel, pipeUIMessageStreamToResponse, recordEvent, resolveModelAlias, safeValidateUIMessages, setApprovalManager, stopAfterSteps, stopWhen, stopWhenNoToolCalls, toMessageContent, toUIMessageStreamResponse, transcribe, uint8ArrayToBase64, validateUIMessages, withApproval, withSpan, wrapModel } from "./ai";
 export { AutoAgents, AutoTaskConfig, createAutoAgents } from "./auto";
-export { BotRunStatus } from "./bots/protocols";
 export { BaseCache, FileCache, MemoryCache, createFileCache, createMemoryCache } from "./cache";
 export { CLI_SPEC_VERSION, executeCommand, parseArgs } from "./cli";
 export { // Autonomy Mode
@@ -981,27 +1018,23 @@ export { // Autonomy Mode
 export { // Classes
  DictCondition, // Functions
  evaluateCondition, // Types
-  type ConditionProtocol, ExpressionCondition, FunctionCondition, andConditions, createCondition, evaluate_condition, notCondition, orConditions } from "./conditions";
+  type ConditionProtocol, ExpressionCondition, FunctionCondition, andConditions, createCondition, notCondition, orConditions } from "./conditions";
 export { // Enums
  MemoryBackend, // Errors
  ConfigValidationError, // Parse utilities
  detect_url_scheme, // Presets
  MEMORY_PRESETS, // Resolver functions
-  resolve, AUTONOMY_PRESETS, ArrayMode, CACHING_PRESETS, CONTEXT_PRESETS, ChunkingStrategy, EXECUTION_PRESETS, ExecutionPreset, FeatureMemoryConfig, GUARDRAIL_PRESETS, GuardrailAction, KNOWLEDGE_PRESETS, LearnBackend, LearnMode, LearnScope, MEMORY_URL_SCHEMES, MULTI_AGENT_EXECUTION_PRESETS, MULTI_AGENT_OUTPUT_PRESETS, OUTPUT_PRESETS, OutputPreset, PLANNING_PRESETS, PreCompactionMemoryFlushConfig, REFLECTION_PRESETS, RulesConfig, ToolSearchConfig, WEB_PRESETS, WebSearchProvider, apply_config_defaults, clean_triple_backticks, get_config, get_config_path, get_default, get_defaults_config, get_plugins_config, is_path_like, is_policy_string, parse_policy_string, resolve_autonomy, resolve_caching, resolve_context, resolve_execution, resolve_guardrails, resolve_hooks, resolve_knowledge, resolve_memory, resolve_output, resolve_planning, resolve_reflection, resolve_routing, resolve_skills, resolve_web, suggest_similar, validate_config } from "./config";
+  resolve, AUTONOMY_PRESETS, ArrayMode, CACHING_PRESETS, CONTEXT_PRESETS, ChunkingStrategy, EXECUTION_PRESETS, ExecutionPreset, FeatureMemoryConfig, GUARDRAIL_PRESETS, GuardrailAction, KNOWLEDGE_PRESETS, MEMORY_URL_SCHEMES, MULTI_AGENT_EXECUTION_PRESETS, MULTI_AGENT_OUTPUT_PRESETS, OUTPUT_PRESETS, OutputPreset, PLANNING_PRESETS, REFLECTION_PRESETS, WEB_PRESETS, WebSearchProvider, apply_config_defaults, clean_triple_backticks, get_config, get_config_path, get_default, get_defaults_config, get_plugins_config, is_path_like, is_policy_string, parse_policy_string, resolve_autonomy, resolve_caching, resolve_context, resolve_execution, resolve_guardrails, resolve_hooks, resolve_knowledge, resolve_memory, resolve_output, resolve_planning, resolve_reflection, resolve_routing, resolve_skills, resolve_web, suggest_similar, validate_config } from "./config";
 export { createDbAdapter, db, getDefaultDbAdapter, setDefaultDbAdapter } from "./db";
 export type { DbAdapter, DbConfig, DbMessage, DbRun, DbTrace } from "./db";
 export { MemoryPostgresAdapter, NeonPostgresAdapter, PostgresSessionStorage, createMemoryPostgres, createNeonPostgres, createPostgresSessionStorage } from "./db/postgres";
 export { MemoryRedisAdapter, UpstashRedisAdapter, createMemoryRedis, createUpstashRedis } from "./db/redis";
 export { SQLiteAdapter, createSQLiteAdapter } from "./db/sqlite";
-export { // Functions
-  // NB: the unaliased registerDisplayCallback name belongs to the per-type
-  // callback registry (callbacks module, // Types
-  type DisplayCallback, DisplayFlow, DisplayFlowConfig, asyncDisplayCallbacks, async_display_callbacks, clearDisplayCallbacks, clearErrorLogs, displayError, displayGenerating, displayInstruction, displayInteraction, displaySelfReflection, displayToolCall, display_error, display_generating, display_instruction, display_interaction, display_self_reflection, display_tool_call, errorLogs, error_logs, logError, registerDisplay, register_display_callback, syncDisplayCallbacks, sync_display_callbacks } from "./display";
+export { // Types
+  type DisplayCallback, DisplayFlow, DisplayFlowConfig, asyncDisplayCallbacks, clearDisplayCallbacks, clearErrorLogs, displayError, displayGenerating, displayInstruction, displayInteraction, displaySelfReflection, displayToolCall, errorLogs, logError, registerDisplay, syncDisplayCallbacks } from "./display";
 export { // Functions
  embed, // Types
-  type EmbeddingResult, aembed, aembedding, aembeddings, cosineSimilarity, embedding, embeddings, euclideanDistance, getDimensions, get_dimensions, normalizeEmbedding, setEmbeddingConfig } from "./embeddings";
-export { AGENT_ERROR_KINDS, FailoverDecision, IdleTimeoutBreaker, LEGACY_ERROR_CATEGORY_MAP, LLMError, NetworkError, PraisonAIConfigError, PraisonAIError, ToolExecutionError, ValidationError, isAgentErrorKind, isErrorContext, resolveErrorCategory } from "./errors";
-export type { AgentErrorKind, ErrorContextProtocol, FailoverAction, FailoverDecisionOptions, LLMErrorOptions, LegacyErrorCategory, NetworkErrorOptions, PraisonAIConfigErrorOptions, PraisonAIErrorOptions, ToolExecutionErrorOptions, ValidationErrorOptions } from "./errors";
+  type EmbeddingResult, aembed, aembedding, aembeddings, cosineSimilarity, embedding, embeddings, euclideanDistance, getDimensions, normalizeEmbedding, setEmbeddingConfig } from "./embeddings";
 export { // LLM-as-Judge
  Judge, AccuracyJudge, CriteriaJudge, EvalResults, EvalSuite, Evaluator, RecipeJudge, accuracyEval, addJudge, addOptimizationRule, containsKeywordsCriterion, createDefaultEvaluator, createEvalResults, createEvaluator, getJudge, getOptimizationRule, lengthCriterion, listJudges, listOptimizationRules, noHarmfulContentCriterion, parseJudgeResponse, performanceEval, relevanceCriterion, reliabilityEval, removeJudge, removeOptimizationRule } from "./eval";
 export { AgentEventBus, AgentEvents, EventEmitterPubSub, PubSub, createEventBus, createPubSub } from "./events";
@@ -1010,7 +1043,7 @@ export { // Bot types
  FailoverManager, // Enums
  SandboxStatus, // Gateway types
  type GatewayConfig, // Other types
-  type ProviderStatus, AutonomyLevel, GatewayEventType, RagRetrievalPolicy } from "./gateway";
+  type ProviderStatus, AutonomyLevel, RagRetrievalPolicy } from "./gateway";
 export { LLMGuardrail, createLLMGuardrail } from "./guardrails/llm-guardrail";
 export { DisplayTypes, HooksManager, WorkflowHooksExecutor, clearAllCallbacks, clearApprovalCallback, createHooksManager, createLoggingOperationHooks, createLoggingWorkflowHooks, createTimingWorkflowHooks, createValidationOperationHooks, createWorkflowHooks, executeCallback, executeSyncCallback, getRegisteredDisplayTypes, hasApprovalCallback, registerApprovalCallback, registerDisplayCallback, requestApproval, unregisterDisplayCallback } from "./hooks";
 export { // Computer Use
@@ -1022,11 +1055,7 @@ export { // Slack
  createSlackBot, SlackBot, parseSlackMessage, verifySlackSignature } from "./integrations/slack";
 export { BaseVectorStore, ChromaVectorStore, MemoryVectorStore, PineconeVectorStore, QdrantVectorStore, VectorQueryResult, WeaviateVectorStore, createChromaStore, createMemoryVectorStore, createPineconeStore, createQdrantStore, createWeaviateStore } from "./integrations/vector";
 export { BaseVoiceProvider, ElevenLabsVoiceProvider, OpenAIVoiceProvider, createElevenLabsVoice, createOpenAIVoice } from "./integrations/voice";
-export type { KnowledgeRecord } from "./knowledge";
 export { GraphRAG, GraphStore, createGraphRAG } from "./knowledge/graph-rag";
-export { Knowledge } from "./knowledge/knowledge";
-export type { KnowledgeIndexOptions, KnowledgeSearchCallOptions, KnowledgeStoreConfig, KnowledgeStoreOptions } from "./knowledge/knowledge";
-export { KnowledgeBase, KnowledgeDocument, KnowledgeSearchResult, createKnowledgeBase } from "./knowledge/rag";
 export { BaseReranker, CohereReranker, CrossEncoderReranker, LLMReranker, createCohereReranker, createCrossEncoderReranker, createLLMReranker } from "./knowledge/reranker";
 export { // Provider classes
  OpenAIProvider, // Provider factory and utilities
@@ -1034,22 +1063,14 @@ export { // Provider classes
  ProviderRegistry, // Types
  type LLMProvider, AnthropicProvider, BaseProvider, GoogleProvider, ProviderMessage, ProviderToolDefinition, createProviderRegistry, getAvailableProviders, getDefaultProvider, getDefaultRegistry, hasProvider, isProviderAvailable, listProviders, parseModelString, registerBuiltinProviders, registerProvider, unregisterProvider } from "./llm/providers";
 export { ADAPTERS, AISDK_PROVIDERS, COMMUNITY_PROVIDERS, PROVIDER_ALIASES } from "./llm/providers/ai-sdk/types";
-export { AgentMessageEvent, CustomToolUseEvent, ManagedEvent, SessionErrorEvent, SessionIdleEvent, SessionRunningEvent, ToolConfirmationEvent, ToolUseEvent, UsageEvent, isManagedBackend } from "./managed";
-export type { AgentMessageEventInit, CustomToolUseEventInit, ManagedBackendKwargs, ManagedBackendProtocol, ManagedContentBlock, ManagedEventInit, ManagedEventType, ManagedStopReason, SessionErrorEventInit, SessionIdleEventInit, ToolConfirmationEventInit, ToolUseEventInit, UsageEventInit } from "./managed";
 export { MCPClient, MCPSecurity, MCPServer, MCPSessionManager, createApiKeyPolicy, createMCPClient, createMCPSecurity, createMCPServer, createMCPSession, createRateLimitPolicy, getMCPTools } from "./mcp";
-export { ChromaMemory, InMemoryAdapter, MEMORY_PROVIDER_ALIASES, MemoryAdapterRegistry, addMemoryAdapter, addMemoryFactory, add_memory_adapter, add_memory_factory, createChromaMemoryAdapter, createDakeraMemoryAdapter, createMem0MemoryAdapter, createMongodbMemoryAdapter, createSqliteMemoryAdapter, getDefaultMemoryRegistry, getFirstAvailableMemoryAdapter, getMemoryAdapter, get_memory_adapter, hasMemoryAdapter, has_memory_adapter, listMemoryAdapters, list_memory_adapters, registerMemoryAdapter, registerMemoryFactory, register_memory_adapter, register_memory_factory, resetDefaultMemoryRegistry, resolveMemoryAdapterName, sanitizeChromaMetadata } from "./memory/adapters";
-export type { ChromaMemoryConfig, MaybePromise, MemoryEmbedder, MemoryProtocol, MemoryRecord } from "./memory/adapters";
 export { AutoMemory, AutoMemoryKnowledgeBase, AutoMemoryVectorStore, DEFAULT_POLICIES, createAutoMemory, createLLMSummarizer } from "./memory/auto-memory";
 export { DocsManager, createDocsManager } from "./memory/docs-manager";
 export { FileMemory, createFileMemory } from "./memory/file-memory";
 export { MemoryHooks, createEncryptionHooks, createLoggingHooks, createMemoryHooks, createValidationHooks } from "./memory/hooks";
-export { BaseStore, DecisionStore, FeedbackStore, ImprovementStore, InsightStore, LearnBackendNotAvailableError, LearnEntry, LearnError, LearnManager, LearnManagerMode, MongoDBLearnBackend, PatternStore, PersonaStore, RedisLearnBackend, SQLiteLearnBackend, ThreadStore, getDataDir, getLearnDir, resolveLearnConfig, toLearnEntryDict } from "./memory/learn";
-export type { AsyncLearnProtocol, BaseStoreOptions, LearnEntryConvertible, LearnEntryData, LearnEntryInit, LearnEntryLike, LearnExtractor, LearnManagerConfig, LearnManagerProtocol, LearnMessage, LearnProtocol, LearnStorageBackend, LearnStore, ProcessConversationResult, ResolvedLearnConfig } from "./memory/learn";
 export { Memory, createMemory } from "./memory/memory";
 export type { MemoryConfig, MemoryEntry } from "./memory/memory";
 export { RulesManager, createRulesManager, createSafetyRules } from "./memory/rules-manager";
-export { DEFAULT_PROFILE, HarnessProfile, listHarnessProfiles, registerProfile, register_profile, resetHarnessRegistry, resolveHarness, resolve_harness } from "./model-harness";
-export type { HarnessProfileConfig, HarnessRegistryEntry, HarnessResolverProtocol } from "./model-harness";
 export { // Adapters
  NoopObservabilityAdapter, // Constants
  OBSERVABILITY_TOOLS, // Global adapter management
@@ -1057,6 +1078,15 @@ export { // Adapters
  type SpanKind, ConsoleObservabilityAdapter, MemoryObservabilityAdapter, clearAdapterCache, createConsoleAdapter, createMemoryAdapter, createObservabilityAdapter, getObservabilityAdapter, getObservabilityToolInfo, hasObservabilityToolEnvVar, listObservabilityTools, noopAdapter, resetObservabilityAdapter, trace } from "./observability";
 export { AgentApp, AgentAppConfig, AgentAppProtocol, AgentOS, AgentOSConfig, AgentOSProtocol, DEFAULT_AGENTOS_CONFIG, mergeConfig } from "./os";
 export type { AgentAppOptions, AgentOSOptions } from "./os";
+export { // P0: Call Types (new)
+  type MCPCall, // P0: Specialized Agent Configs (new)
+  type AudioConfig, // P0: Specialized Agents (new)
+  CodeAgent, // P1: Workflow Patterns (new)
+  Chunking, // P2: Context Types (new - only items not already exported)
+  ContextManager, // P3: Display callbacks (snake_case for Python parity)
+  register_display_callback, // P3: Plugin functions
+  get_plugin_manager, // P3: Trace & condition functions
+  evaluate_condition, EmbeddingAgent, If, Knowledge, MCP, OCRAgent, Parallel, RealtimeAgent, Route, Session, VideoAgent, VisionAgent, async_display_callbacks, cleanup_telemetry_resources, create_context_agent, disable_performance_mode, disable_telemetry, discover_and_load_plugins, discover_plugins, display_error, display_generating, display_instruction, display_interaction, display_self_reflection, display_tool_call, enable_performance_mode, enable_telemetry, ensure_plugin_dir, error_logs, get_default_plugin_dirs, get_dimensions, get_plugin_template, get_telemetry, handoff_filters, load_plugin, parse_plugin_header, parse_plugin_header_from_file, prompt_with_handoff_instructions, resolve_guardrail_policies, sync_display_callbacks, trace_context, track_workflow, when } from "./parity";
 export { // Core classes
  Plan, // Python parity additions
  ApprovalCallback, PlanStep, PlanStorage, PlanningAgent, READ_ONLY_TOOLS, RESEARCH_TOOLS, RESTRICTED_TOOLS, TaskAgent, TodoItem, TodoList, createApprovalCallback, createPlan, createPlanStorage, createPlanningAgent, createTaskAgent, createTodoList } from "./planning";
@@ -1064,51 +1094,36 @@ export { // Classes
  Plugin, // Enums
  PluginHook, // Functions
  getPluginManager, // Interfaces
-  type PluginMetadata, FunctionPlugin, PluginManager, PluginParseError, PluginType, disablePlugins, discoverAndLoadPlugins, discoverPlugins, discover_and_load_plugins, discover_plugins, enablePlugins, ensurePluginDir, ensure_plugin_dir, getDefaultPluginDirs, getPluginTemplate, get_default_plugin_dirs, get_plugin_manager, get_plugin_template, isPluginEnabled, listPlugins, loadPlugin, load_plugin, parsePluginHeader, parsePluginHeaderFromFile, parse_plugin_header, parse_plugin_header_from_file } from "./plugins";
+  type PluginMetadata, FunctionPlugin, PluginManager, PluginParseError, PluginType, disablePlugins, discoverAndLoadPlugins, discoverPlugins, enablePlugins, ensurePluginDir, getDefaultPluginDirs, getPluginTemplate, isPluginEnabled, listPlugins, loadPlugin, parsePluginHeader, parsePluginHeaderFromFile } from "./plugins";
 export { // A2A Protocol
  A2ATaskState, // AGUI Protocol
  AGUI, // AgentManager alias type
  type AgentManager, // Global singletons
  config, // Guardrail policies
  type GuardrailPolicy, // Tools class
-  type ToolDefinition, A2A, A2ARole, AutoRagAgent, AutoRetrievalPolicy, DEFAULT_AUTO_KEYWORDS, GUARDRAIL_POLICY_PRESETS, Tools, memory, obs, resolveGuardrailPolicies, resolve_guardrail_policies, workflows } from "./protocols";
+  type ToolDefinition, A2A, A2ARole, AutoRagAgent, AutoRetrievalPolicy, DEFAULT_AUTO_KEYWORDS, GUARDRAIL_POLICY_PRESETS, Tools, memory, obs, resolveGuardrailPolicies, workflows } from "./protocols";
 export { CitationsMode, DEFAULT_RAG_TEMPLATE, RAG, RAGCitation, RAGContextPack, RetrievalPolicy, RetrievalStrategy, createCitation, createContextPack, createRAG, createRAGConfig, createRAGResult, createRetrievalConfig, createSimpleRetrievalConfig, createSmartRetrievalConfig, formatAnswerWithCitations, formatCitation, formatContextPackForPrompt, hasCitations } from "./rag";
-export { PraisonAIRuntime, RuntimeRegistry, RuntimeRegistryEntry, RuntimeRegistryError, addRuntimeAlias, getRuntimeRegistry, isAgentRuntime, isRuntimeAvailable, listRuntimes, list_runtimes, registerRuntime, register_runtime, resolveRuntime, resolve_runtime, unregisterRuntime } from "./runtime";
-export type { AgentRuntimeProtocol, RunTurnOptions, RuntimeCapabilityMatrix, RuntimeConfig, RuntimeDelta, RuntimeDeltaType, RuntimeFactory, RuntimeMode, RuntimeRegistryEntryInit, RuntimeRegistryProtocol, RuntimeResult, TurnContextBuilderProtocol, TurnRuntimeProtocol } from "./runtime";
-export type { RunStatus } from "./session";
-export { Session } from "./session/session";
 export { // Python parity additions
-  SkillLoader, EnforcementLevel, SkillManager, SkillParseError, SkillState, createSkillLoader, createSkillManager, createSkillProperties, discoverSkill, discoverSkills, discover_skills, findSkillMd, getDefaultSkillDirs, loadSkill, load_skill, parseFrontmatter, parseSkillFile, validate, validateMetadata, validateSkill, validate_metadata } from "./skills";
-export type { RemoteSkillSource } from "./skills";
+  SkillLoader, SkillManager, createSkillLoader, createSkillManager, createSkillProperties, parseSkillFile } from "./skills";
 export { AgentTask, AgentTaskConfig, BaseTask, createTaskOutput } from "./task";
 export { // Python parity additions
-  MinimalTelemetry, AgentTelemetry, PerformanceMonitor, TelemetryCollector, TelemetryIntegration, cleanupTelemetry, cleanupTelemetryResources, cleanup_telemetry_resources, createAgentTelemetry, createConsoleSink, createHTTPSink, createPerformanceMonitor, createTelemetryIntegration, disablePerformanceMode, disableTelemetry, disable_performance_mode, disable_telemetry, enablePerformanceMode, enableTelemetry, enable_performance_mode, enable_telemetry, getMinimalTelemetry, getTelemetry, get_telemetry } from "./telemetry";
+  MinimalTelemetry, AgentTelemetry, PerformanceMonitor, TelemetryCollector, TelemetryIntegration, cleanupTelemetry, cleanupTelemetryResources, createAgentTelemetry, createConsoleSink, createHTTPSink, createPerformanceMonitor, createTelemetryIntegration, disablePerformanceMode, disableTelemetry, enablePerformanceMode, enableTelemetry, getMinimalTelemetry, getTelemetry } from "./telemetry";
 export { // Subagent Tool (agent-as-tool pattern)
-  SubagentTool, BaseTool, FunctionTool, TOOL_TRUST_LEVELS, ToolRegistry, ToolResult, ToolValidationError, add_tool, createDelegator, createSubagentTool, createSubagentTools, createTool, getRegistry, getTool, getToolDefinitions, get_registry, get_tool, get_tool_definitions, hasTool, has_tool, listTools, list_tools, registerTool, register_tool, removeTool, remove_tool, tool, validateTool, validate_tool } from "./tools";
+  SubagentTool, BaseTool, FunctionTool, ToolRegistry, ToolResult, ToolValidationError, createDelegator, createSubagentTool, createSubagentTools, createTool, getRegistry, getTool, registerTool, tool, validateTool } from "./tools";
 export { airweaveSearch, bedrockBrowserClick, bedrockBrowserFill, bedrockBrowserNavigate, bedrockCodeInterpreter, codeExecution, codeMode, createCustomTool, crwCrawl, crwScrape, exaSearch, firecrawlCrawl, firecrawlScrape, parallelSearch, perplexitySearch, registerCustomTool, registerLocalTool, registerNpmTool, superagentGuard, superagentRedact, superagentVerify, tavilyCrawl, tavilyExtract, tavilySearch, valyuBioSearch, valyuCompanyResearch, valyuEconomicsSearch, valyuFinanceSearch, valyuPaperSearch, valyuPatentSearch, valyuSecSearch, valyuWebSearch } from "./tools/builtins";
-export { MCP, MCPToolTransportType } from "./tools/mcp";
-export { BudgetExceededError, MissingDependencyError, MissingEnvVarError, ToolConstructionError, ToolNotRegisteredError, ToolsRegistry, composeMiddleware, createLoggingMiddleware, createRateLimitMiddleware, createRedactionMiddleware, createRetryMiddleware, createTimeoutMiddleware, createToolInstance, createToolsRegistry, createTracingMiddleware, createValidationMiddleware, getToolsRegistry, registerToolFactory, resetToolsRegistry, tryCreateToolInstance, validateToolInstall } from "./tools/registry";
+export { BudgetExceededError, MissingDependencyError, MissingEnvVarError, ToolsRegistry, composeMiddleware, createLoggingMiddleware, createRateLimitMiddleware, createRedactionMiddleware, createRetryMiddleware, createTimeoutMiddleware, createToolsRegistry, createTracingMiddleware, createValidationMiddleware, getToolsRegistry, get_registry, get_tool, register_tool, resetToolsRegistry, validate_tool } from "./tools/registry";
 export type { InstallHints, PraisonTool, RedactionHooks, RegisteredTool, ToolCapabilities, ToolExecutionContext, ToolExecutionResult, ToolFactory, ToolHooks, ToolInstallStatus, ToolLimits, ToolLogger, ToolMetadata, ToolMiddleware, ToolParameterProperty, ToolParameterSchema } from "./tools/registry";
 export { registerBuiltinTools, tools } from "./tools/tools";
-export { TOOLSET_TOOL_ID_MAP, ToolsetRegistry, ToolsetSpec, getToolset, getToolsetRegistry, get_toolset, get_toolset_registry, hasToolset, has_toolset, listToolsets, list_toolsets, registerToolset, register_toolset, resolveToolset, resolveToolsetBuiltinIds, resolveToolsets, resolveToolsetsForModel, resolve_toolset, resolve_toolsets, resolve_toolsets_for_model, toolsetToolId, unregisterToolset, unregister_toolset } from "./toolsets";
-export type { ToolsetSpecConfig } from "./toolsets";
 export { // Classes
  TraceSink, // Enums
  ContextEventType, // Functions
  createContextEvent, // Types
-  type ContextEvent, ContextListSink, ContextNoOpSink, ContextTraceEmitter, ContextTraceSink, EventType, MessageType, TraceCtx, traceContext, trace_context, trackWorkflow, track_workflow } from "./trace";
-export { A2UI, A2UINotInstalledError, A2UI_MIME_TYPE, createA2uiPart, getSchemaManager, isA2uiPart, parseA2uiResponse } from "./ui/a2ui";
-export type { A2UIAdapter, A2UISystemPromptOptions, A2UIToolResultProtocol } from "./ui/a2ui";
-export { AdapterBackendNotAvailableError, AdapterCreationError, AdapterRegistry, isBackendUnavailableError } from "./utils/adapter-registry";
-export type { AdapterClass, AdapterFactory, AdapterKwargs } from "./utils/adapter-registry";
-export { Logger, PraisonLogger, ROOT_LOGGER_NAME, StructuredFormatter, configureStructuredLogging, configure_structured_logging, getLogger, get_logger, normalizeLoggerName } from "./utils/logger";
-export type { GetLoggerOptions, LogFormatter, LogLevelName, LogRecord, StructuredFormatterOptions } from "./utils/logger";
-export { VERSION, __version__, getVersion } from "./version";
+  type ContextEvent, ContextListSink, ContextNoOpSink, ContextTraceEmitter, ContextTraceSink, EventType, MessageType, TraceCtx, traceContext, trackWorkflow } from "./trace";
 export { // New: Python-parity Loop and Repeat classes
  Loop, // Task class
-  Task, AgentFlow, DEFAULT_MAX_PARALLEL_WORKERS, If, Include, MAX_NESTING_DEPTH, NestingDepthError, PARALLEL_ON_FAILURE_MODES, Parallel, Pipeline, Repeat, Route, Workflow, WorkflowStepError, evaluateWorkflowCondition, getRecipeResolver, ifStep, if_, include, isControlFlowPattern, loop, loopPattern, parallel, parallelPattern, repeat, repeatPattern, route, routePattern, setRecipeResolver, substituteWorkflowVariables, when } from "./workflows";
-export type { AgentLikeStep, FlowStep, IncludableWorkflow, LoopConfig, LoopResult, ParallelBranchError, ParallelOnFailure, RecipeResolver, RepeatConfig, RepeatContext, RepeatResult, StepContextConfig, StepExecutionConfig, StepOutputConfig, StepResult, StepRoutingConfig, TaskConfig, WorkflowContext } from "./workflows";
-export { YAMLWorkflowParser, createWorkflowFromYAML, loadWorkflowFromFile, parseYAMLWorkflow, validateWorkflowDefinition } from "./workflows/yaml-parser";
+  Task, AgentFlow, Pipeline, Repeat, Workflow, loop, loopPattern, parallel, repeat, repeatPattern, route } from "./workflows";
+export type { LoopConfig, LoopResult, RepeatConfig, RepeatContext, RepeatResult, StepContextConfig, StepExecutionConfig, StepOutputConfig, StepResult, StepRoutingConfig, TaskConfig, WorkflowContext } from "./workflows";
+export { createWorkflowFromYAML, loadWorkflowFromFile, parseYAMLWorkflow, validateWorkflowDefinition } from "./workflows/yaml-parser";
 ```

 # Optional Plugins
@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
    praisonai_tools \
-    "praisonai>=4.7.6" \
+    "praisonai>=4.6.128" \
    "praisonai[chat]" \
    "embedchain[github,youtube]"

@@ -20,7 +20,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
    praisonai_tools \
-    "praisonai>=4.7.6" \
+    "praisonai>=4.6.128" \
    "praisonai[ui]" \
    "praisonai[chat]" \
    "praisonai[realtime]" \
@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
    praisonai_tools \
-    "praisonai>=4.7.6" \
+    "praisonai>=4.6.128" \
    "praisonai[ui]" \
    "praisonai[crewai]"

@@ -178,19 +178,19 @@ def example_url_parsing():
    print("\n=== Example 9: URL Parsing ===")
    
    # Memory supports URL connection strings
-    # Supported schemes: sqlite://, mongodb://, mongodb+srv://
+    # Supported: postgresql://, redis://, sqlite:///, mongodb://
    agent = Agent(
        instructions="You are a database-backed assistant",
-        memory="mongodb://user:password@localhost:27017/praisonai",
+        memory="postgresql://postgres:password@localhost:5432/praisonai",
    )
    print("Memory URL parsed: memory enabled")
    
    # Also works with presets
    agent2 = Agent(
-        instructions="You are a sqlite-backed assistant",
-        memory="sqlite",  # Preset name
+        instructions="You are a redis-backed assistant",
+        memory="redis",  # Preset name
    )
-    print("Memory preset 'sqlite': configured")
+    print("Memory preset 'redis': configured")


 def example_knowledge_sources():
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 HTTP Approval Example
 =====================
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Slack Approval Example
 ======================
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Completions Capability Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Embeddings Capability Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Images Capability Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Moderations Capability Example

@@ -8,15 +8,15 @@ agent = Agent(
 )

 # With preset
-agent_sqlite = Agent(
+agent_redis = Agent(
    instructions="You are a helpful assistant.",
-    memory="sqlite",  # Uses sqlite preset
+    memory="redis",  # Uses redis preset
 )

 # With URL
-agent_mongo = Agent(
+agent_postgres = Agent(
    instructions="You are a helpful assistant.",
-    memory="mongodb://localhost/mydb",  # URL auto-detected
+    memory="postgresql://localhost/mydb",  # URL auto-detected
 )

 if __name__ == "__main__":
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Energy Industry Template
 ========================
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Transportation Industry Template
 ================================
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 CI Integration Example - Using Doctor in CI/CD pipelines
@@ -20,9 +19,7 @@ def run_doctor_ci():
        [sys.executable, "-m", "praisonai", "doctor", "ci"],
        capture_output=True,
        text=True,
-        encoding="utf-8",
-        errors="replace",
-        timeout=120,
+        timeout=120
    )
    
    # Parse JSON output
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Agent-centric Embedding Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 PraisonAI Endpoints Example
@@ -36,12 +36,6 @@ if __name__ == "__main__":
    print(f"Custom agent max_rpm: {agent.max_rpm}")
    print(f"Custom agent max_execution_time: {agent.max_execution_time}")
    print(f"Custom agent max_retry_limit: {agent.max_retry_limit}")
-
-    # max_rpm auto-creates a live RateLimiter (not just a stored number)
-    assert agent_rate_limited.max_rpm == 10
-    assert agent_rate_limited._rate_limiter is not None
-    assert agent_rate_limited._rate_limiter.requests_per_minute == 10
-    print(f"Rate-limited agent limiter: {agent_rate_limited._rate_limiter}")
    
    # Test custom agent
    print("\n--- Custom Execution ---")
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 Fixed example demonstrating proper guardrail usage with PraisonAI Agents.
@@ -149,28 +149,21 @@ def main():
            
            print(f"\nOriginal document length: {len(content)} characters")
            
-            chunks = [{"text": content, "metadata": {"source": doc_path}}]
-            target_tokens = 2000
-
            # Compress with different ratios
            for ratio in [0.3, 0.5, 0.7]:
-                compressor = ContextCompressor(verbose=False)
-                result = compressor.compress(
-                    chunks,
-                    query="security verification code",
-                    target_tokens=target_tokens,
-                    compression_ratio=ratio,
+                compressor = ContextCompressor(
+                    max_tokens=2000,
+                    target_ratio=ratio,
                )
+                result = compressor.compress([content], query="security verification code")
                
                print(f"\nCompression ratio {ratio}:")
                print(f"  Original tokens: {result.original_tokens}")
                print(f"  Compressed tokens: {result.compressed_tokens}")
-                print(f"  Actual ratio: {result.compression_ratio:.2f}")
+                print(f"  Actual ratio: {result.compressed_tokens / max(result.original_tokens, 1):.2f}")
                
                # Check if secret code is preserved
-                compressed_text = " ".join(
-                    c.get("text", "") for c in result.chunks
-                ) if result.chunks else ""
+                compressed_text = " ".join(result.chunks) if result.chunks else ""
                if SECRET_CODE in compressed_text:
                    print(f"  ✅ Secret code preserved in compressed output")
                else:
@@ -65,6 +65,7 @@ def main():
            name="Policy_Expert",
            instructions="You are a policy expert.",
            knowledge=[temp_dir],
+            agent_id="policy_agent_v1",  # Knowledge scoped to this agent
        )
        
        response = shared_agent.chat("What are the expense report rules?")
@@ -80,6 +81,7 @@ def main():
            instructions="You are a personal HR assistant.",
            knowledge=[temp_dir],
            memory={"user_id": "user_bob"},
+            agent_id="hr_bot_v2",
        )
        
        response = combined_agent.chat("What training is required?")
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + ClickHouse Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + MongoDB Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + MySQL Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + PostgreSQL Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + Redis Persistence — Real conversation with session resume.
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 ManagedAgent + SQLite Persistence — Real conversation with session resume.
@@ -1,32 +1,5 @@
 # MCP Server Examples

-## Install (SHA-256)
-
-Pin GitHub Release **v0.6.0** and verify `SHA256SUMS`. Website `install.sh` / `install.ps1` abort on mismatch.
-
-https://github.com/LinespottingOrg/GrokBuildRemote-Agents/releases/tag/v0.6.0
-https://github.com/LinespottingOrg/GrokBuildRemote-Agents/blob/main/docs/PINNED-INSTALL.md
-
-```
-96cef605d3e030ccef99d27ea6240e0d3b668dd045e6b5b9e585c9fd03c6ef23  gbr-agent-darwin-amd64
-de7e065ef2cf6877b3b2cd04679a67b627f876337f529247e236204543e4062c  gbr-agent-darwin-arm64
-a50a5c41993e6531a3b477eb409ccc845212bf541384dc803061c80657f86719  gbr-agent-linux-amd64
-5bfd22c7110234942c4c02ff8154b836d0af45a9422c178a4f52010187d40061  gbr-agent-linux-arm64
-f773b89fd31310172b756e0593e0f3b2382b0a3440af2a7d0a8b3073b0c23e27  gbr-agent-windows-amd64.exe
-8fb9efcbc7e2ac91c11964944bf0f45e31bb23f4356d9dcb4b305d7cb9b0fe8c  gbr-agent-windows-arm64.exe
-```
-
-```bash
-VER=v0.6.0
-BASE=https://github.com/LinespottingOrg/GrokBuildRemote-Agents/releases/download/$VER
-# swap darwin-arm64 for your OS/arch
-curl -fsSL -o gbr-agent-darwin-arm64 "$BASE/gbr-agent-darwin-arm64"
-curl -fsSL -o SHA256SUMS "$BASE/SHA256SUMS"
-shasum -a 256 -c SHA256SUMS --ignore-missing
-gbr-agent pair && gbr-agent run
-```
-
-
 Examples demonstrating the MCP Server v2 features per MCP Protocol Version 2025-11-25.

 ## Features Demonstrated
@@ -157,19 +130,3 @@ These examples comply with MCP Protocol Version 2025-11-25:
  - `destructiveHint`: true
  - `idempotentHint`: false
  - `openWorldHint`: true
-
-
-## Build Remote Agent (`gbr_pair.py`)
-
-Pair a phone running [Build Remote Agent](https://grokbuildremote.com/) to a PraisonAI agent via MCP stdio `gbr-mcp` (protocol `gbr/1`). Requires `gbr-agent pair && gbr-agent run`. Phone is spectator. Never put mailbox keys in the example.
-
-```bash
-python gbr_pair.py
-```
-
-## What the phone sees
-
-**Terminal windows** on this PC (machine-wide mailbox). Not headless OpenCode / CodeNomad sidecar / Electron. `:8788` in a sidecar is Bot API JSON, not a transcript.
-
-https://github.com/LinespottingOrg/GrokBuildRemote-Agents/blob/main/docs/WHAT-THE-PHONE-SEES.md
-https://grokbuildremote.com/integrations.html
@@ -1,76 +0,0 @@
-"""
-Build Remote Agent pairing example.
-
-Pair a phone (Build Remote Agent) to this PraisonAI session through the
-free MIT gbr-agent. Protocol gbr/1. Phone is spectator + veto.
-
-Requirements:
-    - gbr-agent v0.6.0+ (`gbr-agent pair && gbr-agent run`)
-    - GrokBuildRemote-Agents cloned; `npm install` in mcp/gbr-mcp
-    - pip install praisonaiagents[mcp]
-
-Usage:
-    python gbr_pair.py
-
-Never put mailbox keys in this file. Phone Settings → Bot API is the
-only place the relay key is copied.
-
-Independent product by Linespotting AB. Not affiliated with xAI or SpaceX.
-https://grokbuildremote.com/
-"""
-
-from praisonaiagents import Agent, MCP
-
-# Clone https://github.com/LinespottingOrg/GrokBuildRemote-Agents.git
-
-## Install (SHA-256)
-
-Pin GitHub Release **v0.6.0** and verify `SHA256SUMS`. Website `install.sh` / `install.ps1` abort on mismatch.
-
-https://github.com/LinespottingOrg/GrokBuildRemote-Agents/releases/tag/v0.6.0
-https://github.com/LinespottingOrg/GrokBuildRemote-Agents/blob/main/docs/PINNED-INSTALL.md
-
-```
-96cef605d3e030ccef99d27ea6240e0d3b668dd045e6b5b9e585c9fd03c6ef23  gbr-agent-darwin-amd64
-de7e065ef2cf6877b3b2cd04679a67b627f876337f529247e236204543e4062c  gbr-agent-darwin-arm64
-a50a5c41993e6531a3b477eb409ccc845212bf541384dc803061c80657f86719  gbr-agent-linux-amd64
-5bfd22c7110234942c4c02ff8154b836d0af45a9422c178a4f52010187d40061  gbr-agent-linux-arm64
-f773b89fd31310172b756e0593e0f3b2382b0a3440af2a7d0a8b3073b0c23e27  gbr-agent-windows-amd64.exe
-8fb9efcbc7e2ac91c11964944bf0f45e31bb23f4356d9dcb4b305d7cb9b0fe8c  gbr-agent-windows-arm64.exe
-```
-
-```bash
-VER=v0.6.0
-BASE=https://github.com/LinespottingOrg/GrokBuildRemote-Agents/releases/download/$VER
-# swap darwin-arm64 for your OS/arch
-curl -fsSL -o gbr-agent-darwin-arm64 "$BASE/gbr-agent-darwin-arm64"
-curl -fsSL -o SHA256SUMS "$BASE/SHA256SUMS"
-shasum -a 256 -c SHA256SUMS --ignore-missing
-gbr-agent pair && gbr-agent run
-```
-
-# then point args at mcp/gbr-mcp/bin/gbr-mcp.js (loopback stdio).
-gbr = Agent(
-    instructions=(
-        "You can attach a phone spectator via Build Remote Agent. "
-        "Use GBR tools only to diagnose or attach the local Bot API "
-        "at 127.0.0.1:8788. Do not request mailbox keys."
-    ),
-    llm="gpt-4o-mini",
-    tools=MCP(
-        "node",
-        args=["GrokBuildRemote-Agents/mcp/gbr-mcp/bin/gbr-mcp.js"],
-    ),
-)
-
-if __name__ == "__main__":
-    gbr.start(
-        "Check Build Remote Agent health on 127.0.0.1:8788 and list sessions."
-    )
-
-## What the phone sees
-
-**Terminal windows** on this PC (machine-wide mailbox). Not headless OpenCode / CodeNomad sidecar / Electron. `:8788` in a sidecar is Bot API JSON, not a transcript.
-
-https://github.com/LinespottingOrg/GrokBuildRemote-Agents/blob/main/docs/WHAT-THE-PHONE-SEES.md
-https://grokbuildremote.com/integrations.html
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 Custom Tools MCP Server Example
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 HTTP Stream MCP Server Example
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 MCP Client Example
@@ -1,110 +0,0 @@
-"""
-HOL Guard Tool Policy Example - PraisonAI Agents
-
-Demonstrates using HOL Guard (an optional, external runtime security engine)
-at the existing `wrap_tool_call` middleware boundary to inspect command-bearing
-tool calls *before* they execute.
-
-HOL Guard is installed and versioned separately. Its side-effect-free CLI can
-classify a shell command before execution:
-
-    hol-guard command test '<command>' --json
-
-Fail-closed policy: the wrapped tool only runs when Guard returns an explicit
-allow/benign classification. Review/block/unknown verdicts, malformed output,
-timeouts, or CLI failures all short-circuit the call so the tool never runs.
-
-    pip install hol-guard   # optional, external dependency
-"""
-
-import json
-import shutil
-import subprocess
-
-from praisonaiagents import Agent, tool
-from praisonaiagents.hooks import wrap_tool_call, ToolRequest, ToolResponse
-
-
-COMMAND_BEARING_TOOLS = {"run_shell"}
-GUARD_TIMEOUT_SECONDS = 10
-
-
-@tool
-def run_shell(command: str) -> str:
-    """Run a shell command and return its output."""
-    result = subprocess.run(
-        command, shell=True, capture_output=True, text=True
-    )
-    return result.stdout or result.stderr
-
-
-def _inspect_with_hol_guard(command: str) -> bool:
-    """Return True only if HOL Guard explicitly allows the command.
-
-    Fails closed (returns False) on any ambiguity: missing CLI, non-zero exit,
-    timeout, malformed JSON, or a non-allow verdict.
-    """
-    if not shutil.which("hol-guard"):
-        return False
-
-    try:
-        completed = subprocess.run(
-            ["hol-guard", "command", "test", command, "--json"],
-            capture_output=True,
-            text=True,
-            timeout=GUARD_TIMEOUT_SECONDS,
-        )
-    except (subprocess.TimeoutExpired, OSError):
-        return False
-
-    if completed.returncode != 0:
-        return False
-
-    try:
-        verdict = json.loads(completed.stdout)
-    except (json.JSONDecodeError, ValueError):
-        return False
-
-    if not isinstance(verdict, dict):
-        return False
-
-    decision = str(verdict.get("decision", "")).lower()
-    return decision in ("allow", "benign")
-
-
-@wrap_tool_call
-def hol_guard_tool_policy(request: ToolRequest, call_next):
-    """Gate command-bearing tools through HOL Guard before execution."""
-    if request.tool_name not in COMMAND_BEARING_TOOLS:
-        return call_next(request)
-
-    command = request.arguments.get("command", "")
-
-    if _inspect_with_hol_guard(command):
-        return call_next(request)
-
-    blocked_message = "Blocked by HOL Guard: command was not explicitly allowed."
-    # Surface the denial in `result` too: the agent tool executor returns
-    # `ToolResponse.result` to the model and discards `error`, so a denial with
-    # only `error` set would reach the model as a null result. Keeping `error`
-    # populated preserves the signal for after_tool hooks and logging.
-    return ToolResponse(
-        tool_name=request.tool_name,
-        result=blocked_message,
-        error=blocked_message,
-        context=request.context,
-    )
-
-
-agent = Agent(
-    name="GuardedShellBot",
-    instructions="You run shell commands only when they are safe.",
-    tools=[run_shell],
-    hooks=[hol_guard_tool_policy],
-)
-
-
-if __name__ == "__main__":
-    print("HOL Guard tool policy registered on 'run_shell'.")
-    print("Commands are only executed when Guard returns an explicit allow.")
-    print("\n✓ HOL Guard example complete")
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """Multi-Agent Shared Session Demo"""
 from praisonaiagents import Agent
 from praisonai.persistence import create_conversation_store
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Langfuse Integration Example (Updated for TraceSinkProtocol)

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """MLflow Local Observability Demo (no API key needed)"""
 import mlflow
 import time
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 ClickHouse — Persistence Example

@@ -1,18 +1,16 @@
 """
-Chroma Knowledge Store - Agent-First Example
+Qdrant Knowledge Store - Agent-First Example

-Demonstrates using Chroma (a shipped vector store) for knowledge-based RAG
-with an Agent.
-
-To use a provider that is not shipped (e.g. Qdrant), register an adapter
-first with ``register_knowledge_adapter("qdrant", MyQdrantAdapter)`` and then
-pass ``"provider": "qdrant"``.
+Demonstrates using Qdrant for knowledge-based RAG with an Agent.

 Requirements:
    pip install "praisonai[tools]"

+Docker Setup:
+    docker run -d --name praison-qdrant -p 6333:6333 qdrant/qdrant
+
 Run:
-    python knowledge_chroma.py
+    python knowledge_qdrant.py

 Expected Output:
    Agent responds using knowledge from documents
@@ -46,16 +44,17 @@ doc_path = os.path.join(temp_dir, "guide.txt")
 with open(doc_path, "w") as f:
    f.write(sample_doc)

-print("=== Chroma Knowledge Store Demo (Agent-First) ===")
+print("=== Qdrant Knowledge Store Demo (Agent-First) ===")

-# Agent-first approach: use knowledge parameter with a shipped vector store
+# Agent-first approach: use knowledge parameter with Qdrant
 agent = Agent(
    name="KnowledgeAssistant",
    instructions="You are a helpful assistant with access to technical documentation.",
    knowledge={
        "sources": [doc_path],
        "vector_store": {
-            "provider": "chroma",
+            "provider": "qdrant",
+            "url": "http://localhost:6333",
        },
    }
 )
@@ -71,4 +70,4 @@ print("\n=== Demo Complete ===")

 # --- Advanced: Direct Store Usage ---
 # from praisonai.persistence.factory import create_knowledge_store
-# store = create_knowledge_store("chroma")
+# store = create_knowledge_store("qdrant", url="http://localhost:6333")
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Minimal Agent with Database Persistence

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 MongoDB StateStore — Full Persistence Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 MySQL ConversationStore — Full Persistence Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 PostgreSQL ConversationStore — Full Persistence Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 PostgreSQL with Runs and Traces

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Redis StateStore — Full Persistence Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Session Resume Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Redis State Store - Agent-First Example

@@ -14,8 +13,7 @@ Expected Output:
    Agent responds with state persisted to Redis
 """

-from praisonaiagents import Agent, MemoryConfig
-from praisonaiagents.db import db
+from praisonaiagents import Agent, db

 print("=== Redis State Store (Agent-First) ===")

@@ -28,7 +26,8 @@ my_db = db(
 agent = Agent(
    name="Assistant",
    instructions="You are a helpful assistant.",
-    memory=MemoryConfig(db=my_db, session_id="redis-state-example"),
+    db=my_db,
+    session_id="redis-state-example"
 )

 # Chat - state is automatically managed via Redis
@@ -61,7 +61,7 @@ def demonstrate_collision_problem():
    _reset_default_registry()
    
    # Agent 1 registers "custom" provider
-    register_llm_provider("custom", Agent1Provider, override=True)
+    register_llm_provider("custom", Agent1Provider)
    print("Agent 1 registered 'custom' provider")
    
    # Agent 2 tries to register same name - ERROR!
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 PraisonAI A2A Server Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Agent-Centric Autonomy Example.

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 AutoAgents Workflow Patterns Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 #!/usr/bin/env python3
 """
 Context Agent Example - Basic Usage
@@ -1,5 +1,3 @@
-# praisonai: skip=true
-# Uses removed praisonaiagents.tools exports; pending example refresh
 from praisonaiagents import Agent, Tools
 from praisonaiagents.tools import read_csv, read_excel, write_csv, write_excel, filter_data, get_summary, group_by, pivot_table
 import os
@@ -9,4 +7,4 @@ agent.start(f"""
    Read the data from the csv file {os.path.join(os.path.dirname(__file__), "tesla-stock-price.csv")}
    Analyse the data and give me the insights
    read_csv to read the file
-""")
+""")