fix: harden batch-2 fixes per reviewer feedback

- runner.py: isolate child process groups (start_new_session) on POSIX so timeout killpg cannot target the suite runner; propagate TimeoutError metadata + exit_code=-1 in the streaming timeout path - agent_tools.py: route run_sync via _wrapper_bridge (C7 gate + standalone install hint); surface delete apply_plan failures instead of masking them; drop unused cwd param on acp_execute_command; B904 chaining; RUF013 Optional - execution_mixin.py: reset _server_started[port] in finally so a failed or exited server can be retried by later launch() calls - __init__.py: rebind package global db to the callable _LazyDbModule proxy so repeated praisonaiagents.db access returns the proxy, not the raw module - compression_demo.py: derive target_tokens from each ratio so iterations differ - multi-provider-agent.py: rebind each Task.agent to its RouterAgent wrapper Co-authored-by: Mervin Praison <[email protected]>
fix(code): route run_sync via wrapper bridge to satisfy C7 import gate
2026-11-09 11:51:37 -10:00 · 2026-07-22 11:13:58 +00:00 · 2026-07-22 11:05:32 +00:00
1689 changed files with 28511 additions and 182055 deletions
@@ -1,41 +0,0 @@
---
-name: praisonai-js-hub-intake
-description: >-
-  Explains TypeScript/JavaScript issue and fix routing in the PraisonAI monorepo:
-  TS issues filed on MervinPraison/PraisonAI, fixes implemented in src/praisonai-ts/.
-  Use when routing npm/TS issues, merge-gate TS paths, or when the user mentions
-  praisonai-ts, javascript label, or TypeScript SDK in the monorepo.
---
-
-# TypeScript SDK in the PraisonAI monorepo
-
-## Model
-
-**Issues and fixes both live in `MervinPraison/PraisonAI`.** TypeScript code path: `src/praisonai-ts/`.
-
-Do **not** route TS fixes to external repos in automation prompts. The separate [praisonai-js](https://github.com/MervinPraison/praisonai-js) repo is an npm mirror updated **from** the monorepo (`Sync to praisonai-js` workflow).
-
-## Routing table
-
-| Topic | Report | Fix path |
-|-------|--------|----------|
-| Python SDK / CLI | PraisonAI | `src/praisonai-agents/`, `src/praisonai/` |
-| TypeScript / npm | PraisonAI | **`src/praisonai-ts/`** |
-| Agent-callable tools | PraisonAI | PraisonAI-Tools (external) |
-| Lifecycle plugins | PraisonAI | PraisonAI-Plugins (external) |
-
-## Agent rules
-
-1. TS fixes → edit **`src/praisonai-ts/`** in the monorepo.
-2. Read **`src/praisonai-ts/AGENTS.md`** for TS architecture rules.
-3. Tests: `cd src/praisonai-ts && npm install && npm run build && npm test`.
-4. Merge gate FINAL reviewer: Python + `src/praisonai-ts/` in scope; **no praisonai-js routing line**.
-5. External STEP 3-ALT only for Tools, Docs, Plugins — not TS.
-
-## Issue triage
-
-`javascript` label when issue mentions typescript, javascript, or npm.
-
-## Key automation files
-
-See [reference.md](reference.md).
@@ -1,46 +0,0 @@
-# TypeScript SDK — monorepo reference
-
-## Fix path
-
-`src/praisonai-ts/` — canonical in monorepo. Read `src/praisonai-ts/AGENTS.md`.
-
-## Automation (no external TS routing)
-
-| File | TS behaviour |
-|------|----------------|
-| `.github/workflows/claude.yml` | Fix in `src/praisonai-ts/`; STEP 3-ALT = Tools/Docs/Plugins only |
-| `.github/scripts/merge-gate.js` | FINAL scope includes `src/praisonai-ts/`; no `tsMirrorPathReasons` block |
-| `.github/workflows/claude-merge-gate.yml` | No BLOCK for src/praisonai-ts/ |
-| `CONTRIBUTING.md` | TS fixes in monorepo |
-| `.github/workflows/sync-to-praisonai-js.yml` | Mirror sync: monorepo → praisonai-js |
-
-## Mirror sync (after TS merge)
-
-```bash
-gh workflow run "Sync to praisonai-js" --repo MervinPraison/PraisonAI
-```
-
-Direction: **`src/praisonai-ts/` → praisonai-js** (not the reverse).
-
-## Tests
-
-```bash
-cd src/praisonai-ts && npm install && npm run build && npm test
-```
-
-## External repos (not TS)
-
- PraisonAI-Tools — agent-callable tools
- PraisonAI-Plugins — lifecycle plugins
- PraisonAIDocs — documentation
-
-## Anti-patterns
-
-| Wrong | Right |
-|-------|-------|
-| Route TS fix to praisonai-js in merge gate / Claude | Fix in `src/praisonai-ts/` |
-| Sync praisonai-js → monorepo | Sync **monorepo → praisonai-js** after merge |
-
-## praisonai-js mirror
-
-npm repo; updated from monorepo via `Sync to praisonai-js`. See praisonai-js `SYNC.md`.
@@ -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. --> 
@@ -228,7 +228,6 @@ runs:
          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).
        - 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.
@@ -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, praisonai-bot, praisonai-train, praisonai-browser, praisonai-mcp, praisonai-sandbox, and praisonai wrapper from local paths (mirrors PyPI eight-package install order).

 inputs:
  repo-root:
@@ -40,7 +40,6 @@ runs:
        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() {
@@ -70,8 +69,6 @@ runs:
          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
@@ -89,8 +86,6 @@ runs:
          pip install -e .
          cd "$SANDBOX_PKG"
          pip install -e .
-          cd "$DEPLOY_PKG"
-          pip install -e .
          cd "$WRAPPER_PKG"
          pip install -e "${WRAPPER_SUFFIX}"
        fi
@@ -35,17 +35,16 @@ steps:
      Third, read architecture guidelines: execute_command 'cat src/praisonai-agents/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 only for protocols and CLI — external repos for TS SDK/Tools/Plugins.
+      Core SDK/wrapper only for protocols and CLI — external repos for Tools/Plugins.

      Fifth, 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 / Wrapper / Tools-external / Plugins-external / 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
@@ -74,11 +74,7 @@ function isClaudeTriggerNoise(c) {

 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;
+  if (!login.includes('praisonai-triage')) return false;
  return (c.body || '').includes('Claude finished');
 }

@@ -100,47 +96,15 @@ 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;
@@ -281,9 +245,6 @@ 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,
@@ -308,7 +269,7 @@ function finalClaudeCompletedOnSha(comments, headPushedAt) {
 }

 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**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**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.\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**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';

 async function getMergeState(github, owner, repo, prNumber) {
  const query = `
@@ -955,7 +916,6 @@ module.exports = {
  hasRecentConflictComment,
  isConflictRebaseTriggerComment,
  isConflictRebaseCompletionComment,
-  needsFinalReReviewAfterConflictRebase,
  conflictRebaseQuiescent,
  hasHumanChangesRequested,
  hasAnyChangesRequested,
@@ -11,112 +11,47 @@ 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' }],
-  });
+  const mockGithub = {
+    rest: {
+      actions: {
+        listWorkflowRuns: async () => ({
+          data: {
+            workflow_runs: [
+              {
+                conclusion: 'success',
+                created_at: '2026-07-08T09:00:00Z',
+                status: 'completed',
+              },
+            ],
+          },
+        }),
+      },
+    },
+  };
  assert.strictEqual(
-    await rg.hasSuccessfulReleaseWithinDays(recentRelease, 'o', 'r', noonUtc),
+    await rg.hasSuccessfulReleaseToday(mockGithub, 'o', 'r', noonUtc),
    true
  );

  const result = await rg.evaluateReleasePreflight(
-    recentRelease, 'o', 'r',
+    mockGithub, '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
-  );
+  assert.ok(result.reasons.some((r) => r.includes('already released today')));

  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');
+  console.log('ok: hasSuccessfulReleaseToday');
+  console.log('ok: daily dedupe blocks second release');
 })();
@@ -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 +63,36 @@ 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;
-  });
+  return runs.data.workflow_runs.some(
+    (r) => ACTIVE_RELEASE_STATUSES.has(r.status) && !r.conclusion
+  );
 }

 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({
+async function hasSuccessfulReleaseToday(github, owner, repo, now = new Date()) {
+  const dayStart = utcDayStart(now);
+  const runs = await github.rest.actions.listWorkflowRuns({
    owner,
    repo,
-    per_page: 10,
+    workflow_id: 'pypi-release.yml',
+    status: 'completed',
+    per_page: 30,
  });
-  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) => r.conclusion === 'success' && new Date(r.created_at) >= dayStart
  );
 }

-/** @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,
@@ -179,18 +129,15 @@ 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`
-    );
+  const referenceTime = options.now instanceof Date ? options.now : new Date();
+  if (await hasSuccessfulReleaseToday(github, owner, repo, referenceTime)) {
+    const day = referenceTime.toISOString().slice(0, 10);
+    reasons.push(`already released today (UTC ${day}); max one patch release per day`);
    return out;
  }

@@ -260,35 +207,8 @@ 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;
    }
  }

@@ -302,11 +222,6 @@ module.exports = {
  bumpPatch,
  readVersionsFromTree,
  pypiVersionExists,
-  PATCH_RELEASE_INTERVAL_DAYS,
-  STALE_WAITING_HOURS,
-  releaseIntervalStart,
-  hasActiveReleaseRun,
-  hasSuccessfulReleaseWithinDays,
  hasSuccessfulReleaseToday,
  utcDayStart,
  evaluateReleasePreflight,
@@ -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. Route correctly: 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'
            });
@@ -49,13 +49,13 @@ 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'))) {
-              labels.push('bug');
-            } else if (title.includes('[question]') || content.includes('how do i') || (content.includes('how to') && !content.includes('how to fix'))) {
+            } else if (title.includes('[question]') || content.includes('how do i') || content.includes('how to')) {
              labels.push('question');
+            } else if (content.includes('bug') || content.includes('error') || content.includes('crash') || content.includes('traceback')) {
+              labels.push('bug');
            } else if (content.includes('question')) {
              labels.push('question');
            }
@@ -100,7 +100,7 @@ jobs:
                  '',
                  '_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.'
+                  '**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).'
                ].join('\n')
              });
            }
@@ -108,10 +108,7 @@ jobs:
            // --- Auto-trigger Claude for owner issues and actionable external bug/enhancement reports ---
            const titleLower = (issue.title || '').toLowerCase();
            const hasActionableTitle = /^(\[[^\]]+\]|bug:|fix[:(]|feat:|ux:|enhancement:)/i.test(titleLower);
-            const autoClaude = isOwner || (hasActionableTitle && (
-              labels.includes('bug') ||
-              (labels.includes('enhancement') && !labels.includes('question'))
-            ));
+            const autoClaude = isOwner || (hasActionableTitle && (labels.includes('bug') || labels.includes('enhancement')) && !labels.includes('question'));
            if (autoClaude) {
              await github.rest.issues.addLabels({
                issue_number: issue.number,
@@ -293,7 +290,7 @@ 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.
+            SCOPE: Focus ONLY on Python packages (praisonaiagents, praisonai). Do NOT modify or touch praisonai-rust or praisonai-ts packages.
            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.

            STEP 2 — ARCHITECTURE VALIDATION & ROUTING (MANDATORY before writing code):
@@ -305,7 +302,6 @@ jobs:
              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/).
              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.
            - Do not bloat the Agent class with additional params — only if absolutely required; we already support many params.
@@ -337,11 +333,9 @@ 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

@@ -354,8 +348,6 @@ jobs:
            Bash(conda:*)
            Bash(pytest:*)
            Bash(gh:*)
-            Bash(npm:*)
-            Bash(node:*)
            Bash(python -m pytest:*)
            Bash(python -m pip:*)
            Bash(poetry:*)
@@ -1,216 +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: Build the bundle
-        working-directory: src/praisonai-desktop/src-tauri
-        run: cargo tauri build --target ${{ matrix.target }} --bundles ${{ matrix.bundles }}
-
-      - name: The macOS bundle must carry a valid signature
-        if: runner.os == 'macOS'
-        working-directory: src/praisonai-desktop/src-tauri
-        run: |
-          set -euo pipefail
-          app="$(find "target/${{ matrix.target }}/release/bundle" -name '*.app' -print -quit)"
-          [ -n "$app" ] || { echo "no .app was produced"; exit 1; }
-
-          # 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 present was the one rustc's linker puts on the
-          # bare executable (adhoc, linker-signed), and its 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.
-          #
-          # `codesign --verify` is therefore a release gate. An ad-hoc identity
-          # is still not a Developer ID and Gatekeeper will still refuse the
-          # app on a double-click -- but it refuses it as "unidentified
-          # developer", which right-click -> Open does bypass.
-          echo "verifying $app"
-          codesign --verify --deep --strict --verbose=2 "$app"
-          # Printed, not asserted: --verify already fails on the exact bundle
-          # that shipped ("code has no resources but signature indicates they
-          # must be present"), 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
@@ -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).
+# Triggers: Core Tests success on main (workflow_run) or nightly cron at 00:00 UTC.
+# Dedupe: max one successful patch release per UTC day (see release-gate.js).

 on:
  schedule:
-    - cron: '0 0 */3 * *'
+    - cron: '0 0 * * *'
  workflow_dispatch:
    inputs:
      dry_run:
@@ -41,7 +41,7 @@ jobs:
        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):')
+        !startsWith(github.event.workflow_run.head_commit.message, 'Bump praisonai')
      )
    runs-on: ubuntu-latest
    env:
@@ -69,10 +69,6 @@ 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
@@ -61,29 +61,6 @@ on:
        required: false
        default: false
        type: boolean
-      skip_deploy:
-        description: 'Skip praisonai-deploy publish (recovery if already on PyPI)'
-        required: false
-        default: false
-        type: boolean
-      # NOTE: GitHub caps workflow_dispatch at 25 top-level inputs; this
-      # workflow has 23. Adding a 10th package (skip_* + *_version) hits 25.
-      only:
-        description: 'Release ONLY this package (forces skip on all others); all = no restriction'
-        required: false
-        default: all
-        type: choice
-        options:
-          - all
-          - agents
-          - code
-          - bot
-          - train
-          - browser
-          - mcp
-          - sandbox
-          - deploy
-          - wrapper
      agents_version:
        description: 'Override agents version (empty = auto bump from pyproject.toml)'
        required: false
@@ -124,11 +101,6 @@ on:
        required: false
        default: ''
        type: string
-      deploy_version:
-        description: 'Override praisonai-deploy version (empty = auto bump from pyproject.toml)'
-        required: false
-        default: ''
-        type: string
      source:
        description: 'Trigger source (audit trail)'
        required: false
@@ -162,35 +134,15 @@ jobs:
        'pypi-auto' || 'pypi'
      }}
    env:
-      # PyPI API token auth: username __token__, password = pypi-… token (see pypi.org/help/#invalid-auth)
-      UV_PUBLISH_USERNAME: __token__
-      UV_PUBLISH_PASSWORD: ${{ secrets.PYPI_TOKEN || secrets.PYPI_API_TOKEN }}
-      # GH_TOKEN is NOT set here: it is a GitHub App installation token minted in
-      # "Generate GitHub App token" and exported via $GITHUB_ENV, so releases are
-      # authored by praisonai-triage-agent[bot] rather than MervinPraison.
+      UV_PUBLISH_TOKEN: ${{ secrets.PYPI_TOKEN || secrets.PYPI_API_TOKEN }}
+      GH_TOKEN: ${{ secrets.GH_TOKEN }}
    steps:
-      - 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 }}
-          # Scope to this repo only. Without it the token is minted for every
-          # repository the owner has; this job never leaves PraisonAI (checkout,
-          # push to origin, and gh release create all target it).
-          repositories: ${{ github.event.repository.name }}
-
      - name: Checkout main
        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5  # v4
        with:
          ref: main
          fetch-depth: 0
-          token: ${{ steps.app-token.outputs.token }}
-          # Do not bake the token into .git/config: an http.extraheader would
-          # outrank the remote URL set in "Configure git" and pin this first
-          # (1h) token, defeating the refresh before the wrapper release.
-          persist-credentials: false
+          token: ${{ secrets.GH_TOKEN }}

      - name: Set up Python
        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065  # v5
@@ -201,19 +153,10 @@ jobs:
        uses: astral-sh/setup-uv@38f3f104447c67c051c4a08e39b64a148898af3a  # v4

      - name: Configure git
-        env:
-          APP_TOKEN: ${{ steps.app-token.outputs.token }}
-          REPO: ${{ github.repository }}
        run: |
-          set -euo pipefail
-          git config user.name "praisonai-triage-agent[bot]"
-          git config user.email "272766704+praisonai-triage-agent[bot]@users.noreply.github.com"
-          # persist-credentials:false left the remote unauthenticated; push auth
-          # comes from the app token embedded here (masked in logs, and the
-          # token dies with the runner).
-          git remote set-url origin "https://x-access-token:${APP_TOKEN}@github.com/${REPO}.git"
-          echo "GH_TOKEN=${APP_TOKEN}" >> "$GITHUB_ENV"
-          GH_TOKEN="${APP_TOKEN}" gh auth setup-git
+          git config user.name "MervinPraison"
+          git config user.email "[email protected]"
+          gh auth setup-git

      - name: Release summary
        run: |
@@ -223,36 +166,6 @@ jobs:
          echo "Dry run: ${{ inputs.dry_run }}"
          echo "Environment: ${{ (inputs.source == 'ci' || inputs.source == 'nightly') && inputs.bump == 'patch' && 'pypi-auto' || 'pypi' }}"

-      # Single source of truth for which packages this run releases. `only`
-      # inverts into the skip flags here; everything downstream (version
-      # computation, PyPI detection, publish conditions) consumes these
-      # outputs, so a dedicated one-package release is one input instead of
-      # eight skip flags.
-      - name: Resolve effective skips
-        id: flags
-        env:
-          ONLY: ${{ inputs.only }}
-          SKIP_AGENTS: ${{ inputs.skip_agents }}
-          SKIP_CODE: ${{ inputs.skip_code }}
-          SKIP_BOT: ${{ inputs.skip_bot }}
-          SKIP_TRAIN: ${{ inputs.skip_train }}
-          SKIP_BROWSER: ${{ inputs.skip_browser }}
-          SKIP_MCP: ${{ inputs.skip_mcp }}
-          SKIP_SANDBOX: ${{ inputs.skip_sandbox }}
-          SKIP_DEPLOY: ${{ inputs.skip_deploy }}
-          SKIP_WRAPPER: ${{ inputs.skip_wrapper }}
-        run: |
-          set -euo pipefail
-          for pkg in agents code bot train browser mcp sandbox deploy wrapper; do
-            var="SKIP_$(echo "$pkg" | tr '[:lower:]' '[:upper:]')"
-            skip="${!var}"
-            if [ -n "${ONLY}" ] && [ "${ONLY}" != "all" ] && [ "${ONLY}" != "$pkg" ]; then
-              skip=true
-            fi
-            echo "skip_${pkg}=${skip}" >> "$GITHUB_OUTPUT"
-            echo "skip_${pkg}=${skip}"
-          done
-
      - name: Compute release versions
        id: versions
        env:
@@ -265,15 +178,13 @@ jobs:
          BROWSER_OVERRIDE: ${{ inputs.browser_version }}
          MCP_OVERRIDE: ${{ inputs.mcp_version }}
          SANDBOX_OVERRIDE: ${{ inputs.sandbox_version }}
-          DEPLOY_OVERRIDE: ${{ inputs.deploy_version }}
-          SKIP_AGENTS: ${{ steps.flags.outputs.skip_agents }}
-          SKIP_CODE: ${{ steps.flags.outputs.skip_code }}
-          SKIP_BOT: ${{ steps.flags.outputs.skip_bot }}
-          SKIP_TRAIN: ${{ steps.flags.outputs.skip_train }}
-          SKIP_BROWSER: ${{ steps.flags.outputs.skip_browser }}
-          SKIP_MCP: ${{ steps.flags.outputs.skip_mcp }}
-          SKIP_SANDBOX: ${{ steps.flags.outputs.skip_sandbox }}
-          SKIP_DEPLOY: ${{ steps.flags.outputs.skip_deploy }}
+          SKIP_AGENTS: ${{ inputs.skip_agents }}
+          SKIP_CODE: ${{ inputs.skip_code }}
+          SKIP_BOT: ${{ inputs.skip_bot }}
+          SKIP_TRAIN: ${{ inputs.skip_train }}
+          SKIP_BROWSER: ${{ inputs.skip_browser }}
+          SKIP_MCP: ${{ inputs.skip_mcp }}
+          SKIP_SANDBOX: ${{ inputs.skip_sandbox }}
        run: |
          python <<'PY'
          import os
@@ -310,7 +221,6 @@ jobs:
          browser_override = os.environ.get("BROWSER_OVERRIDE", "").strip()
          mcp_override = os.environ.get("MCP_OVERRIDE", "").strip()
          sandbox_override = os.environ.get("SANDBOX_OVERRIDE", "").strip()
-          deploy_override = os.environ.get("DEPLOY_OVERRIDE", "").strip()
          validate_version("agents_version", agents_override)
          validate_version("wrapper_version", wrapper_override)
          validate_version("code_version", code_override)
@@ -319,7 +229,6 @@ jobs:
          validate_version("browser_version", browser_override)
          validate_version("mcp_version", mcp_override)
          validate_version("sandbox_version", sandbox_override)
-          validate_version("deploy_version", deploy_override)

          agents_pyproject = root / "src/praisonai-agents/pyproject.toml"
          agents_content = agents_pyproject.read_text()
@@ -377,14 +286,6 @@ jobs:
              sys.exit(1)
          current_sandbox = sandbox_match.group(1)

-          deploy_pyproject = root / "src/praisonai-deploy/pyproject.toml"
-          deploy_content = deploy_pyproject.read_text()
-          deploy_match = re.search(r'^version\s*=\s*"([^"]+)"', deploy_content, re.MULTILINE)
-          if not deploy_match:
-              print("Could not read praisonai-deploy version from pyproject.toml", file=sys.stderr)
-              sys.exit(1)
-          current_deploy = deploy_match.group(1)
-
          wrapper_version_py = root / "src/praisonai/praisonai/version.py"
          wrapper_content = wrapper_version_py.read_text()
          wrapper_match = re.search(r'__version__ = "([^"]+)"', wrapper_content)
@@ -401,7 +302,6 @@ jobs:
              ("browser", current_browser),
              ("mcp", current_mcp),
              ("sandbox", current_sandbox),
-              ("deploy", current_deploy),
              ("wrapper", current_wrapper),
          ):
              if not SEMVER.match(value):
@@ -415,7 +315,6 @@ jobs:
          skip_browser = os.environ.get("SKIP_BROWSER", "false").lower() == "true"
          skip_mcp = os.environ.get("SKIP_MCP", "false").lower() == "true"
          skip_sandbox = os.environ.get("SKIP_SANDBOX", "false").lower() == "true"
-          skip_deploy = os.environ.get("SKIP_DEPLOY", "false").lower() == "true"

          if agents_override:
              agents_version = agents_override
@@ -466,13 +365,6 @@ jobs:
          else:
              sandbox_version = bump_version(current_sandbox)

-          if deploy_override:
-              deploy_version = deploy_override
-          elif skip_deploy:
-              deploy_version = current_deploy
-          else:
-              deploy_version = bump_version(current_deploy)
-
          if wrapper_override:
              wrapper_version = wrapper_override
          else:
@@ -487,7 +379,6 @@ jobs:
              fh.write(f"browser_version={browser_version}\n")
              fh.write(f"mcp_version={mcp_version}\n")
              fh.write(f"sandbox_version={sandbox_version}\n")
-              fh.write(f"deploy_version={deploy_version}\n")
              fh.write(f"wrapper_version={wrapper_version}\n")
              fh.write(f"current_agents={current_agents}\n")
              fh.write(f"current_code={current_code}\n")
@@ -496,7 +387,6 @@ jobs:
              fh.write(f"current_browser={current_browser}\n")
              fh.write(f"current_mcp={current_mcp}\n")
              fh.write(f"current_sandbox={current_sandbox}\n")
-              fh.write(f"current_deploy={current_deploy}\n")
              fh.write(f"current_wrapper={current_wrapper}\n")

          print(f"Agents:  {current_agents} -> {agents_version}")
@@ -506,7 +396,6 @@ jobs:
          print(f"Browser: {current_browser} -> {browser_version}")
          print(f"MCP:     {current_mcp} -> {mcp_version}")
          print(f"Sandbox: {current_sandbox} -> {sandbox_version}")
-          print(f"Deploy:  {current_deploy} -> {deploy_version}")
          print(f"Wrapper: {current_wrapper} -> {wrapper_version}")
          PY

@@ -521,17 +410,15 @@ jobs:
          BROWSER_VERSION: ${{ steps.versions.outputs.browser_version }}
          MCP_VERSION: ${{ steps.versions.outputs.mcp_version }}
          SANDBOX_VERSION: ${{ steps.versions.outputs.sandbox_version }}
-          DEPLOY_VERSION: ${{ steps.versions.outputs.deploy_version }}
          WRAPPER_VERSION: ${{ steps.versions.outputs.wrapper_version }}
-          INPUT_SKIP_AGENTS: ${{ steps.flags.outputs.skip_agents }}
-          INPUT_SKIP_CODE: ${{ steps.flags.outputs.skip_code }}
-          INPUT_SKIP_BOT: ${{ steps.flags.outputs.skip_bot }}
-          INPUT_SKIP_TRAIN: ${{ steps.flags.outputs.skip_train }}
-          INPUT_SKIP_BROWSER: ${{ steps.flags.outputs.skip_browser }}
-          INPUT_SKIP_MCP: ${{ steps.flags.outputs.skip_mcp }}
-          INPUT_SKIP_SANDBOX: ${{ steps.flags.outputs.skip_sandbox }}
-          INPUT_SKIP_DEPLOY: ${{ steps.flags.outputs.skip_deploy }}
-          INPUT_SKIP_WRAPPER: ${{ steps.flags.outputs.skip_wrapper }}
+          INPUT_SKIP_AGENTS: ${{ inputs.skip_agents }}
+          INPUT_SKIP_CODE: ${{ inputs.skip_code }}
+          INPUT_SKIP_BOT: ${{ inputs.skip_bot }}
+          INPUT_SKIP_TRAIN: ${{ inputs.skip_train }}
+          INPUT_SKIP_BROWSER: ${{ inputs.skip_browser }}
+          INPUT_SKIP_MCP: ${{ inputs.skip_mcp }}
+          INPUT_SKIP_SANDBOX: ${{ inputs.skip_sandbox }}
+          INPUT_SKIP_WRAPPER: ${{ inputs.skip_wrapper }}
        run: |
          set -euo pipefail
          skip_agents="${INPUT_SKIP_AGENTS}"
@@ -541,53 +428,30 @@ jobs:
          skip_browser="${INPUT_SKIP_BROWSER}"
          skip_mcp="${INPUT_SKIP_MCP}"
          skip_sandbox="${INPUT_SKIP_SANDBOX}"
-          skip_deploy="${INPUT_SKIP_DEPLOY}"
          skip_wrapper="${INPUT_SKIP_WRAPPER}"
-          # Returns 0 if published, 1 if definitively absent (404). Any other
-          # HTTP status (PyPI outage, 5xx, rate limit) FAILS the run: guessing
-          # "not published" would lead to a duplicate-upload failure midway
-          # through the release, which is strictly worse than stopping here
-          # before anything has been published.
-          pypi_published() { # $1=package $2=version
-            local code attempt
-            for attempt in 1 2 3; do
-              code=$(curl -s -o /dev/null -w '%{http_code}' --max-time 30 \
-                "https://pypi.org/pypi/$1/$2/json" || echo "000")
-              case "$code" in
-                200) return 0 ;;
-                404) return 1 ;;
-                *) echo "PyPI check $1==$2 returned HTTP ${code} (attempt ${attempt}/3)"; sleep 5 ;;
-              esac
-            done
-            echo "❌ Cannot determine PyPI state for $1==$2; refusing to guess." >&2
-            exit 2
-          }
          if [ "$skip_agents" != "true" ]; then
-            pypi_published praisonaiagents "${AGENTS_VERSION}" && skip_agents=true || true
+            curl -fsSL "https://pypi.org/pypi/praisonaiagents/${AGENTS_VERSION}/json" >/dev/null && skip_agents=true || true
          fi
          if [ "$skip_code" != "true" ]; then
-            pypi_published praisonai-code "${CODE_VERSION}" && skip_code=true || true
+            curl -fsSL "https://pypi.org/pypi/praisonai-code/${CODE_VERSION}/json" >/dev/null && skip_code=true || true
          fi
          if [ "$skip_bot" != "true" ]; then
-            pypi_published praisonai-bot "${BOT_VERSION}" && skip_bot=true || true
+            curl -fsSL "https://pypi.org/pypi/praisonai-bot/${BOT_VERSION}/json" >/dev/null && skip_bot=true || true
          fi
          if [ "$skip_train" != "true" ]; then
-            pypi_published praisonai-train "${TRAIN_VERSION}" && skip_train=true || true
+            curl -fsSL "https://pypi.org/pypi/praisonai-train/${TRAIN_VERSION}/json" >/dev/null && skip_train=true || true
          fi
          if [ "$skip_browser" != "true" ]; then
-            pypi_published praisonai-browser "${BROWSER_VERSION}" && skip_browser=true || true
+            curl -fsSL "https://pypi.org/pypi/praisonai-browser/${BROWSER_VERSION}/json" >/dev/null && skip_browser=true || true
          fi
          if [ "$skip_mcp" != "true" ]; then
-            pypi_published praisonai-mcp "${MCP_VERSION}" && skip_mcp=true || true
+            curl -fsSL "https://pypi.org/pypi/praisonai-mcp/${MCP_VERSION}/json" >/dev/null && skip_mcp=true || true
          fi
          if [ "$skip_sandbox" != "true" ]; then
-            pypi_published praisonai-sandbox "${SANDBOX_VERSION}" && skip_sandbox=true || true
-          fi
-          if [ "$skip_deploy" != "true" ]; then
-            pypi_published praisonai-deploy "${DEPLOY_VERSION}" && skip_deploy=true || true
+            curl -fsSL "https://pypi.org/pypi/praisonai-sandbox/${SANDBOX_VERSION}/json" >/dev/null && skip_sandbox=true || true
          fi
          if [ "$skip_wrapper" != "true" ]; then
-            pypi_published praisonai "${WRAPPER_VERSION}" && skip_wrapper=true || true
+            curl -fsSL "https://pypi.org/pypi/praisonai/${WRAPPER_VERSION}/json" >/dev/null && skip_wrapper=true || true
          fi
          echo "skip_agents=${skip_agents}" >> "$GITHUB_OUTPUT"
          echo "skip_code=${skip_code}" >> "$GITHUB_OUTPUT"
@@ -596,9 +460,8 @@ jobs:
          echo "skip_browser=${skip_browser}" >> "$GITHUB_OUTPUT"
          echo "skip_mcp=${skip_mcp}" >> "$GITHUB_OUTPUT"
          echo "skip_sandbox=${skip_sandbox}" >> "$GITHUB_OUTPUT"
-          echo "skip_deploy=${skip_deploy}" >> "$GITHUB_OUTPUT"
          echo "skip_wrapper=${skip_wrapper}" >> "$GITHUB_OUTPUT"
-          if [ "$skip_agents" = "true" ] && [ "$skip_code" = "true" ] && [ "$skip_bot" = "true" ] && [ "$skip_train" = "true" ] && [ "$skip_browser" = "true" ] && [ "$skip_mcp" = "true" ] && [ "$skip_sandbox" = "true" ] && [ "$skip_deploy" = "true" ] && [ "$skip_wrapper" = "true" ]; then
+          if [ "$skip_agents" = "true" ] && [ "$skip_code" = "true" ] && [ "$skip_bot" = "true" ] && [ "$skip_train" = "true" ] && [ "$skip_browser" = "true" ] && [ "$skip_mcp" = "true" ] && [ "$skip_sandbox" = "true" ] && [ "$skip_wrapper" = "true" ]; then
            echo "All target versions already on PyPI — nothing to publish."
          fi

@@ -612,7 +475,6 @@ jobs:
          steps.pypi_exists.outputs.skip_browser == 'true' &&
          steps.pypi_exists.outputs.skip_mcp == 'true' &&
          steps.pypi_exists.outputs.skip_sandbox == 'true' &&
-          steps.pypi_exists.outputs.skip_deploy == 'true' &&
          steps.pypi_exists.outputs.skip_wrapper == 'true'
        run: echo "Idempotent skip — target versions already on PyPI."

@@ -620,43 +482,34 @@ jobs:
        if: inputs.dry_run
        run: |
          echo "Dry run — no publish, commit, or push."
-          echo "Only:            ${{ inputs.only }}"
          echo "Agents version:  ${{ steps.versions.outputs.agents_version }}"
          echo "Code version:    ${{ steps.versions.outputs.code_version }}"
          echo "Bot version:     ${{ steps.versions.outputs.bot_version }}"
          echo "Train version:   ${{ steps.versions.outputs.train_version }}"
          echo "Browser version: ${{ steps.versions.outputs.browser_version }}"
          echo "MCP version:     ${{ steps.versions.outputs.mcp_version }}"
-          echo "Sandbox version: ${{ steps.versions.outputs.sandbox_version }}"
-          echo "Deploy version:  ${{ steps.versions.outputs.deploy_version }}"
          echo "Wrapper version: ${{ steps.versions.outputs.wrapper_version }}"
          echo ""
-          if [ "${{ steps.flags.outputs.skip_agents }}" != "true" ]; then
+          if [ "${{ inputs.skip_agents }}" != "true" ]; then
            echo "Would publish praisonaiagents ${{ steps.versions.outputs.agents_version }}"
          fi
-          if [ "${{ steps.flags.outputs.skip_code }}" != "true" ]; then
+          if [ "${{ inputs.skip_code }}" != "true" ]; then
            echo "Would publish praisonai-code ${{ steps.versions.outputs.code_version }}"
          fi
-          if [ "${{ steps.flags.outputs.skip_bot }}" != "true" ]; then
+          if [ "${{ inputs.skip_bot }}" != "true" ]; then
            echo "Would publish praisonai-bot ${{ steps.versions.outputs.bot_version }}"
          fi
-          if [ "${{ steps.flags.outputs.skip_train }}" != "true" ]; then
+          if [ "${{ inputs.skip_train }}" != "true" ]; then
            echo "Would publish praisonai-train ${{ steps.versions.outputs.train_version }}"
          fi
-          if [ "${{ steps.flags.outputs.skip_browser }}" != "true" ]; then
+          if [ "${{ inputs.skip_browser }}" != "true" ]; then
            echo "Would publish praisonai-browser ${{ steps.versions.outputs.browser_version }}"
          fi
-          if [ "${{ steps.flags.outputs.skip_mcp }}" != "true" ]; then
+          if [ "${{ inputs.skip_mcp }}" != "true" ]; then
            echo "Would publish praisonai-mcp ${{ steps.versions.outputs.mcp_version }}"
          fi
-          if [ "${{ steps.flags.outputs.skip_sandbox }}" != "true" ]; then
-            echo "Would publish praisonai-sandbox ${{ steps.versions.outputs.sandbox_version }}"
-          fi
-          if [ "${{ steps.flags.outputs.skip_deploy }}" != "true" ]; then
-            echo "Would publish praisonai-deploy ${{ steps.versions.outputs.deploy_version }}"
-          fi
-          if [ "${{ steps.flags.outputs.skip_wrapper }}" != "true" ]; then
-            echo "Would run bump_and_release.py ${{ steps.versions.outputs.wrapper_version }} --agents ${{ steps.versions.outputs.agents_version }} --code-pin ${{ steps.versions.outputs.code_version }} --bot-pin ${{ steps.versions.outputs.bot_version }} --train-pin ${{ steps.versions.outputs.train_version }} --browser-pin ${{ steps.versions.outputs.browser_version }} --mcp-pin ${{ steps.versions.outputs.mcp_version }} --sandbox-pin ${{ steps.versions.outputs.sandbox_version }} --deploy-pin ${{ steps.versions.outputs.deploy_version }}"
+          if [ "${{ inputs.skip_wrapper }}" != "true" ]; then
+            echo "Would run bump_and_release.py ${{ steps.versions.outputs.wrapper_version }} --agents ${{ steps.versions.outputs.agents_version }} --code-pin ${{ steps.versions.outputs.code_version }} --bot-pin ${{ steps.versions.outputs.bot_version }} --train-pin ${{ steps.versions.outputs.train_version }} --browser-pin ${{ steps.versions.outputs.browser_version }} --mcp-pin ${{ steps.versions.outputs.mcp_version }}"
            echo "Would uv publish praisonai ${{ steps.versions.outputs.wrapper_version }}"
          fi

@@ -684,9 +537,7 @@ jobs:
          rm -rf dist
          uv lock
          uv build
-          # --check-url makes re-uploads idempotent: files already on PyPI are
-          # skipped instead of failing the publish (partial-upload recovery).
-          uv publish --check-url https://pypi.org/simple/
+          uv publish

      - name: Wait for praisonaiagents on PyPI
        if: >-
@@ -715,6 +566,19 @@ jobs:
            sleep "$INTERVAL"
          done

+      - name: Commit agents version bump
+        if: >-
+          inputs.dry_run != true &&
+          inputs.skip_agents != true &&
+          steps.pypi_exists.outputs.skip_agents != 'true'
+        run: |
+          set -euo pipefail
+          git add src/praisonai-agents/pyproject.toml src/praisonai-agents/uv.lock
+          git diff --cached --quiet && { echo "No agents files to commit"; exit 0; }
+          git commit -m "Bump praisonaiagents to ${{ steps.versions.outputs.agents_version }}"
+          git pull --rebase origin main
+          git push origin main
+
      - name: Publish praisonai-code
        if: >-
          inputs.dry_run != true &&
@@ -743,9 +607,7 @@ jobs:
          rm -rf dist
          uv lock
          uv build
-          # --check-url makes re-uploads idempotent: files already on PyPI are
-          # skipped instead of failing the publish (partial-upload recovery).
-          uv publish --check-url https://pypi.org/simple/
+          uv publish

      - name: Wait for praisonai-code on PyPI
        if: >-
@@ -774,6 +636,19 @@ jobs:
            sleep "$INTERVAL"
          done

+      - name: Commit praisonai-code version bump
+        if: >-
+          inputs.dry_run != true &&
+          inputs.skip_code != true &&
+          steps.pypi_exists.outputs.skip_code != 'true'
+        run: |
+          set -euo pipefail
+          git add src/praisonai-code/pyproject.toml src/praisonai-code/uv.lock src/praisonai-code/praisonai_code/__init__.py
+          git diff --cached --quiet && { echo "No code files to commit"; exit 0; }
+          git commit -m "Bump praisonai-code to ${{ steps.versions.outputs.code_version }}"
+          git pull --rebase origin main
+          git push origin main
+
      - name: Publish praisonai-bot
        if: >-
          inputs.dry_run != true &&
@@ -802,9 +677,7 @@ jobs:
          rm -rf dist
          uv lock
          uv build
-          # --check-url makes re-uploads idempotent: files already on PyPI are
-          # skipped instead of failing the publish (partial-upload recovery).
-          uv publish --check-url https://pypi.org/simple/
+          uv publish

      - name: Wait for praisonai-bot on PyPI
        if: >-
@@ -833,6 +706,19 @@ jobs:
            sleep "$INTERVAL"
          done

+      - name: Commit praisonai-bot version bump
+        if: >-
+          inputs.dry_run != true &&
+          inputs.skip_bot != true &&
+          steps.pypi_exists.outputs.skip_bot != 'true'
+        run: |
+          set -euo pipefail
+          git add src/praisonai-bot/pyproject.toml src/praisonai-bot/uv.lock src/praisonai-bot/praisonai_bot/_version.py
+          git diff --cached --quiet && { echo "No bot files to commit"; exit 0; }
+          git commit -m "Bump praisonai-bot to ${{ steps.versions.outputs.bot_version }}"
+          git pull --rebase origin main
+          git push origin main
+
      - name: Publish praisonai-train
        if: >-
          inputs.dry_run != true &&
@@ -861,9 +747,7 @@ jobs:
          rm -rf dist
          uv lock
          uv build
-          # --check-url makes re-uploads idempotent: files already on PyPI are
-          # skipped instead of failing the publish (partial-upload recovery).
-          uv publish --check-url https://pypi.org/simple/
+          uv publish

      - name: Wait for praisonai-train on PyPI
        if: >-
@@ -892,6 +776,19 @@ jobs:
            sleep "$INTERVAL"
          done

+      - name: Commit praisonai-train version bump
+        if: >-
+          inputs.dry_run != true &&
+          inputs.skip_train != true &&
+          steps.pypi_exists.outputs.skip_train != 'true'
+        run: |
+          set -euo pipefail
+          git add src/praisonai-train/pyproject.toml src/praisonai-train/uv.lock src/praisonai-train/praisonai_train/_version.py
+          git diff --cached --quiet && { echo "No train files to commit"; exit 0; }
+          git commit -m "Bump praisonai-train to ${{ steps.versions.outputs.train_version }}"
+          git pull --rebase origin main
+          git push origin main
+
      - name: Publish praisonai-browser
        if: >-
          inputs.dry_run != true &&
@@ -920,9 +817,7 @@ jobs:
          rm -rf dist
          uv lock
          uv build
-          # --check-url makes re-uploads idempotent: files already on PyPI are
-          # skipped instead of failing the publish (partial-upload recovery).
-          uv publish --check-url https://pypi.org/simple/
+          uv publish

      - name: Wait for praisonai-browser on PyPI
        if: >-
@@ -951,6 +846,19 @@ jobs:
            sleep "$INTERVAL"
          done

+      - name: Commit praisonai-browser version bump
+        if: >-
+          inputs.dry_run != true &&
+          inputs.skip_browser != true &&
+          steps.pypi_exists.outputs.skip_browser != 'true'
+        run: |
+          set -euo pipefail
+          git add src/praisonai-browser/pyproject.toml src/praisonai-browser/uv.lock src/praisonai-browser/praisonai_browser/_version.py
+          git diff --cached --quiet && { echo "No browser files to commit"; exit 0; }
+          git commit -m "Bump praisonai-browser to ${{ steps.versions.outputs.browser_version }}"
+          git pull --rebase origin main
+          git push origin main
+
      - name: Publish praisonai-mcp
        if: >-
          inputs.dry_run != true &&
@@ -979,9 +887,7 @@ jobs:
          rm -rf dist
          uv lock
          uv build
-          # --check-url makes re-uploads idempotent: files already on PyPI are
-          # skipped instead of failing the publish (partial-upload recovery).
-          uv publish --check-url https://pypi.org/simple/
+          uv publish

      - name: Wait for praisonai-mcp on PyPI
        if: >-
@@ -1010,6 +916,19 @@ jobs:
            sleep "$INTERVAL"
          done

+      - name: Commit praisonai-mcp version bump
+        if: >-
+          inputs.dry_run != true &&
+          inputs.skip_mcp != true &&
+          steps.pypi_exists.outputs.skip_mcp != 'true'
+        run: |
+          set -euo pipefail
+          git add src/praisonai-mcp/pyproject.toml src/praisonai-mcp/uv.lock src/praisonai-mcp/praisonai_mcp/_version.py
+          git diff --cached --quiet && { echo "No mcp files to commit"; exit 0; }
+          git commit -m "Bump praisonai-mcp to ${{ steps.versions.outputs.mcp_version }}"
+          git pull --rebase origin main
+          git push origin main
+
      - name: Publish praisonai-sandbox
        if: >-
          inputs.dry_run != true &&
@@ -1038,9 +957,7 @@ jobs:
          rm -rf dist
          uv lock
          uv build
-          # --check-url makes re-uploads idempotent: files already on PyPI are
-          # skipped instead of failing the publish (partial-upload recovery).
-          uv publish --check-url https://pypi.org/simple/
+          uv publish

      - name: Wait for praisonai-sandbox on PyPI
        if: >-
@@ -1069,101 +986,20 @@ jobs:
            sleep "$INTERVAL"
          done

-      - name: Publish praisonai-deploy
+      - name: Commit praisonai-sandbox version bump
        if: >-
          inputs.dry_run != true &&
-          inputs.skip_deploy != true &&
-          steps.pypi_exists.outputs.skip_deploy != 'true'
-        working-directory: src/praisonai-deploy
-        env:
-          NEW_VERSION: ${{ steps.versions.outputs.deploy_version }}
-          CURRENT: ${{ steps.versions.outputs.current_deploy }}
+          inputs.skip_sandbox != true &&
+          steps.pypi_exists.outputs.skip_sandbox != 'true'
        run: |
          set -euo pipefail
-          python <<'PY'
-          import os
-          import re
-          from pathlib import Path
-          new = os.environ["NEW_VERSION"]
-          current = os.environ["CURRENT"]
-          pyproject = Path("pyproject.toml")
-          content = pyproject.read_text()
-          pyproject.write_text(content.replace(f'version = "{current}"', f'version = "{new}"', 1))
-          version_py = Path("praisonai_deploy/_version.py")
-          version_content = version_py.read_text()
-          version_py.write_text(re.sub(r'__version__ = "[^"]+"', f'__version__ = "{new}"', version_content, count=1))
-          PY
-
-          rm -rf dist
-          uv lock
-          uv build
-          # --check-url makes re-uploads idempotent: files already on PyPI are
-          # skipped instead of failing the publish (partial-upload recovery).
-          uv publish --check-url https://pypi.org/simple/
-
-      - name: Wait for praisonai-deploy on PyPI
-        if: >-
-          inputs.dry_run != true &&
-          inputs.skip_deploy != true &&
-          steps.pypi_exists.outputs.skip_deploy != 'true'
-        run: |
-          set -euo pipefail
-          PACKAGE="praisonai-deploy"
-          VERSION="${{ steps.versions.outputs.deploy_version }}"
-          MAX_WAIT=600
-          INTERVAL=30
-          START=$(date +%s)
-
-          while true; do
-            if curl -fsSL "https://pypi.org/pypi/${PACKAGE}/${VERSION}/json" >/dev/null; then
-              echo "✅ ${PACKAGE}==${VERSION} is available on PyPI"
-              exit 0
-            fi
-            ELAPSED=$(( $(date +%s) - START ))
-            if [ "$ELAPSED" -ge "$MAX_WAIT" ]; then
-              echo "❌ Timeout waiting for ${PACKAGE}==${VERSION} on PyPI"
-              exit 1
-            fi
-            echo "⏳ Waiting for ${PACKAGE}==${VERSION} ($(( MAX_WAIT - ELAPSED ))s remaining...)"
-            sleep "$INTERVAL"
-          done
-
-      # All per-package version bumps are still uncommitted at this point: the
-      # wrapper release below stages every one of them (bump_and_release.py's
-      # release_files list) into a SINGLE "Release v…" commit.
-
-      # App tokens expire after 1h and this job can exceed that (9 packages ×
-      # up to a 600s PyPI wait). Re-mint so the final commit/tag/push/release
-      # never runs on an expired token.
-      - name: Refresh GitHub App token
-        id: app-token-final
-        if: ${{ !cancelled() && inputs.dry_run != true }}
-        # A failed re-mint must not fail the release: the original token may
-        # still be valid, and the next step only swaps tokens on success.
-        continue-on-error: true
-        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 }}
-          repositories: ${{ github.event.repository.name }}
-
-      # Guarded on the refresh actually succeeding: if the re-mint failed
-      # (API blip), the ORIGINAL token — still wired into the remote URL and
-      # GH_TOKEN — may well be valid, and overwriting it with an empty string
-      # would turn a recoverable situation into a guaranteed auth failure.
-      - name: Use refreshed GitHub App token
-        if: ${{ !cancelled() && inputs.dry_run != true && steps.app-token-final.outcome == 'success' }}
-        env:
-          APP_TOKEN: ${{ steps.app-token-final.outputs.token }}
-          REPO: ${{ github.repository }}
-        run: |
-          set -euo pipefail
-          git remote set-url origin "https://x-access-token:${APP_TOKEN}@github.com/${REPO}.git"
-          echo "GH_TOKEN=${APP_TOKEN}" >> "$GITHUB_ENV"
+          git add src/praisonai-sandbox/pyproject.toml src/praisonai-sandbox/uv.lock src/praisonai-sandbox/praisonai_sandbox/_version.py
+          git diff --cached --quiet && { echo "No sandbox files to commit"; exit 0; }
+          git commit -m "Bump praisonai-sandbox to ${{ steps.versions.outputs.sandbox_version }}"
+          git pull --rebase origin main
+          git push origin main

      - name: Bump and release wrapper
-        id: wrapper
        if: >-
          inputs.dry_run != true &&
          inputs.skip_wrapper != true &&
@@ -1178,8 +1014,7 @@ jobs:
            --browser-pin "${{ steps.versions.outputs.browser_version }}" \
            --mcp-pin "${{ steps.versions.outputs.mcp_version }}" \
            --sandbox-pin "${{ steps.versions.outputs.sandbox_version }}" \
-            --deploy-pin "${{ steps.versions.outputs.deploy_version }}" \
-            --wait --max-wait 600 --no-add-all --force
+            --wait --max-wait 600 --no-add-all

      - name: Publish praisonai wrapper to PyPI
        if: >-
@@ -1187,7 +1022,7 @@ jobs:
          inputs.skip_wrapper != true &&
          steps.pypi_exists.outputs.skip_wrapper != 'true'
        working-directory: src/praisonai
-        run: uv publish --check-url https://pypi.org/simple/
+        run: uv publish

      - name: Wait for praisonai on PyPI
        if: >-
@@ -1216,139 +1051,47 @@ jobs:
            sleep "$INTERVAL"
          done

-      # Actually probes PyPI — previously this step only echoed checkmarks
-      # from the input flags, so it "verified" publishes that never happened.
      - name: Verify PyPI versions
        if: inputs.dry_run != true
        run: |
          set -euo pipefail
-          verify() { # $1=pypi-name $2=version $3=effective-skip
-            if [ "$3" = "true" ]; then
-              echo "⏭️  $1 skipped"
-              return 0
-            fi
-            if curl -fsSL --max-time 30 "https://pypi.org/pypi/$1/$2/json" >/dev/null; then
-              echo "✅ $1==$2"
-            else
-              echo "❌ $1==$2 NOT found on PyPI"
-              exit 1
-            fi
-          }
-          verify praisonaiagents  "${{ steps.versions.outputs.agents_version }}"  "${{ steps.flags.outputs.skip_agents }}"
-          verify praisonai-code   "${{ steps.versions.outputs.code_version }}"    "${{ steps.flags.outputs.skip_code }}"
-          verify praisonai-bot    "${{ steps.versions.outputs.bot_version }}"     "${{ steps.flags.outputs.skip_bot }}"
-          verify praisonai-train  "${{ steps.versions.outputs.train_version }}"   "${{ steps.flags.outputs.skip_train }}"
-          verify praisonai-browser "${{ steps.versions.outputs.browser_version }}" "${{ steps.flags.outputs.skip_browser }}"
-          verify praisonai-mcp    "${{ steps.versions.outputs.mcp_version }}"     "${{ steps.flags.outputs.skip_mcp }}"
-          verify praisonai-sandbox "${{ steps.versions.outputs.sandbox_version }}" "${{ steps.flags.outputs.skip_sandbox }}"
-          verify praisonai-deploy "${{ steps.versions.outputs.deploy_version }}"  "${{ steps.flags.outputs.skip_deploy }}"
-          verify praisonai        "${{ steps.versions.outputs.wrapper_version }}" "${{ steps.flags.outputs.skip_wrapper }}"
+          AGENTS="${{ steps.versions.outputs.agents_version }}"
+          CODE="${{ steps.versions.outputs.code_version }}"
+          BOT="${{ steps.versions.outputs.bot_version }}"
+          TRAIN="${{ steps.versions.outputs.train_version }}"
+          BROWSER="${{ steps.versions.outputs.browser_version }}"
+          MCP="${{ steps.versions.outputs.mcp_version }}"
+          SANDBOX="${{ steps.versions.outputs.sandbox_version }}"
+          WRAPPER="${{ steps.versions.outputs.wrapper_version }}"

-      # Safety net. On a clean run the wrapper's "Release v…" commit already
-      # carries every bump and this is a no-op. It only fires when the single
-      # commit could not happen: a package publish failed midway (those versions
-      # are already live on PyPI, so the bumps must not be lost), skip_wrapper
-      # was set, or the wrapper itself failed.
-      - name: Persist any uncommitted version bumps
-        if: ${{ !cancelled() && inputs.dry_run != true }}
-        run: |
-          set -euo pipefail
-          # If the wrapper release did not complete, drop any uncommitted
-          # wrapper-side rewrites (version.py, Dockerfiles, pins): committing
-          # them would put a wrapper version on main that never reached PyPI,
-          # and the next auto-bump would skip past it forever. Committed
-          # changes are untouched (checkout only reverts the working tree),
-          # and if the wrapper was skipped these files were never modified.
-          if [ "${{ steps.wrapper.outcome }}" != "success" ]; then
-            git checkout -- \
-              src/praisonai/praisonai/version.py \
-              src/praisonai/pyproject.toml \
-              src/praisonai/uv.lock \
-              src/praisonai/README.md \
-              src/praisonai/praisonai.rb \
-              src/praisonai-deploy/praisonai_deploy/docker.py \
-              docker/ 2>/dev/null || true
+          if [ "${{ inputs.skip_agents }}" != "true" ]; then
+            echo "✅ praisonaiagents==${AGENTS}"
          fi
-          # -u = tracked modifications only; uv build output under dist/ is
-          # untracked and stays out of the commit.
-          git add -u
-          git diff --cached --quiet && { echo "Nothing left to commit"; exit 0; }
-          # Name the packages actually staged, so a single-package release
-          # (every other skip_* set) reads "bump praisonai-mcp" rather than a
-          # generic message. Falls back when nothing under src/ is staged.
-          PKGS="$(git diff --cached --name-only \
-            | sed -n 's#^src/\([^/]*\)/.*#\1#p' | sort -u | tr '\n' ' ' | sed 's/ *$//')"
-          if [ -n "$PKGS" ]; then
-            MSG="chore(release): bump ${PKGS} [skip ci]"
-          else
-            MSG="chore(release): persist version bumps [skip ci]"
-          fi
-          echo "Commit message: ${MSG}"
-          git commit -m "$MSG"
-          # This step fires exactly when the release went sideways — i.e. when
-          # main is most likely to have moved — so the rebase+push retries.
-          # Losing this commit deadlocks future auto-releases: the packages
-          # are on PyPI at N+1 while the repo says N, so every later run
-          # detects "already published" and skips both publish and bump.
-          for attempt in 1 2 3; do
-            git fetch origin main
-            if ! git rebase origin/main; then
-              git rebase --abort || true
-              # During rebase, "theirs" is the commit being replayed — the
-              # version bumps — so they win any conflict.
-              if ! git rebase -X theirs origin/main; then
-                git rebase --abort || true
-                echo "Rebase attempt ${attempt}/3 failed"
-                sleep 5
-                continue
-              fi
-            fi
-            if git push origin main; then
-              echo "Pushed version bumps (attempt ${attempt}/3)"
-              exit 0
-            fi
-            echo "Push attempt ${attempt}/3 rejected; retrying..."
-            sleep 5
-          done
-          echo "❌ Could not push version bumps after 3 attempts."
-          echo "   Repo is now BEHIND PyPI; commit the version files on main manually"
-          echo "   or future auto-releases will no-op ('already published')."
-          exit 1

-      # Dedicated releases (skip_wrapper) create no "Release v…" tag — the
-      # wrapper drives that — so tag each published package individually for
-      # provenance. Full releases keep their single v… tag unchanged.
-      - name: Tag dedicated package releases
-        if: >-
-          ${{ !cancelled() && inputs.dry_run != true &&
-              steps.flags.outputs.skip_wrapper == 'true' &&
-              steps.versions.outcome == 'success' }}
-        run: |
-          set -euo pipefail
-          tag_pkg() { # $1=effective-skip $2=pypi-name $3=version
-            if [ "$1" = "true" ]; then
-              return 0
-            fi
-            local tag="$2-v$3"
-            # Only tag what is confirmed on PyPI — a package whose publish
-            # failed must not get a tag claiming it shipped.
-            if ! curl -fsSL --max-time 30 "https://pypi.org/pypi/$2/$3/json" >/dev/null; then
-              echo "⏭️  $2==$3 not on PyPI; not tagging"
-              return 0
-            fi
-            if git rev-parse -q --verify "refs/tags/${tag}" >/dev/null; then
-              echo "tag ${tag} already exists"
-              return 0
-            fi
-            git tag "${tag}"
-            git push origin "refs/tags/${tag}"
-            echo "🏷️  ${tag}"
-          }
-          tag_pkg "${{ steps.flags.outputs.skip_agents }}"  praisonaiagents  "${{ steps.versions.outputs.agents_version }}"
-          tag_pkg "${{ steps.flags.outputs.skip_code }}"    praisonai-code   "${{ steps.versions.outputs.code_version }}"
-          tag_pkg "${{ steps.flags.outputs.skip_bot }}"     praisonai-bot    "${{ steps.versions.outputs.bot_version }}"
-          tag_pkg "${{ steps.flags.outputs.skip_train }}"   praisonai-train  "${{ steps.versions.outputs.train_version }}"
-          tag_pkg "${{ steps.flags.outputs.skip_browser }}" praisonai-browser "${{ steps.versions.outputs.browser_version }}"
-          tag_pkg "${{ steps.flags.outputs.skip_mcp }}"     praisonai-mcp    "${{ steps.versions.outputs.mcp_version }}"
-          tag_pkg "${{ steps.flags.outputs.skip_sandbox }}" praisonai-sandbox "${{ steps.versions.outputs.sandbox_version }}"
-          tag_pkg "${{ steps.flags.outputs.skip_deploy }}"  praisonai-deploy "${{ steps.versions.outputs.deploy_version }}"
+          if [ "${{ inputs.skip_code }}" != "true" ]; then
+            echo "✅ praisonai-code==${CODE}"
+          fi
+
+          if [ "${{ inputs.skip_bot }}" != "true" ]; then
+            echo "✅ praisonai-bot==${BOT}"
+          fi
+
+          if [ "${{ inputs.skip_train }}" != "true" ]; then
+            echo "✅ praisonai-train==${TRAIN}"
+          fi
+
+          if [ "${{ inputs.skip_browser }}" != "true" ]; then
+            echo "✅ praisonai-browser==${BROWSER}"
+          fi
+
+          if [ "${{ inputs.skip_mcp }}" != "true" ]; then
+            echo "✅ praisonai-mcp==${MCP}"
+          fi
+
+          if [ "${{ inputs.skip_sandbox }}" != "true" ]; then
+            echo "✅ praisonai-sandbox==${SANDBOX}"
+          fi
+
+          if [ "${{ inputs.skip_wrapper }}" != "true" ]; then
+            echo "✅ praisonai==${WRAPPER}"
+          fi
@@ -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})."
@@ -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/**'
@@ -101,9 +95,8 @@ jobs:
              ${{ github.workspace }}/src/praisonai-agents:${{ 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/
+              tests/unit/train/
            extra_ignore: ""
            pythonpath: >-
              ${{ github.workspace }}/src/praisonai-agents:${{ github.workspace }}/src/praisonai-code
@@ -121,17 +114,11 @@ jobs:
            extra_ignore: ""
            pythonpath: >-
              ${{ github.workspace }}/src/praisonai-agents
-          - shard: deploy
-            workdir: src/praisonai-deploy
-            paths: >-
-              tests/
-            extra_ignore: ""
-            pythonpath: >-
-              ${{ github.workspace }}/src/praisonai-agents
          - shard: subdirs
            paths: >-
              tests/unit/scheduler/
              tests/unit/integrations/
+              tests/unit/deploy/
              tests/unit/mcp/
              tests/unit/knowledge/
              tests/unit/llm/
@@ -196,9 +183,6 @@ jobs:
        if [ "$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
@@ -284,27 +268,9 @@ 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 "$GITHUB_WORKSPACE/scripts/check_helm_charts.sh"
-
  test-core:
    name: test-core
-    needs: [test-core-collect, test-core-unit, test-core-integration, helm-charts]
+    needs: [test-core-collect, test-core-unit, test-core-integration]
    if: always()
    runs-on: ubuntu-latest
    timeout-minutes: 5
@@ -316,9 +282,8 @@ jobs:
        collect='${{ 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
@@ -86,7 +86,6 @@ jobs:
          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 +97,6 @@ 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: |
@@ -284,26 +269,10 @@ jobs:
        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-train -e src/praisonai-browser -e src/praisonai-mcp -e src/praisonai-sandbox -e src/praisonai
        python scripts/audit_hybrid_modules.py
    
    - name: Smoke Test Summary
@@ -813,9 +782,6 @@ 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
@@ -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

@@ -7,10 +7,9 @@ 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 packages: 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
- The TypeScript/JavaScript SDK is canonical in `src/praisonai-ts/` here — TS fixes land in this monorepo, not in `MervinPraison/praisonai-js`, which is only the npm mirror written to by `src/praisonai-ts/` (direction: monorepo → praisonai-js, via `gh workflow run "Sync to praisonai-js" --repo MervinPraison/PraisonAI`). See `src/praisonai-ts/AGENTS.md` §2.1.1.
+- Follow protocol-driven design across the eight packages: 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/`, integrations/serve/dashboard in the `praisonai/` wrapper
 - 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)
+- 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)
 - 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.
@@ -1,6 +1,6 @@
 # PraisonAI Architecture

-> **Last updated:** 2026-07-31 (C14 — nine-package tiered model)
+> **Last updated:** 2026-07-17 (C13 — eight-package tiered model)
 >
 > Strategic architecture document for PraisonAI — a multi-agent AI framework.
 > Covers **Python tiered package model (C7.1 + C9 + C10)**, system design, runtime
@@ -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 Tiered Package Model (C7.1 + C9 + C10 + C11 + C12 + C13)](#2-python-tiered-package-model-c71--c9--c10--c11--c12--c13)
 3. [System Overview](#3-system-overview)
 4. [Layered Architecture](#4-layered-architecture)
 5. [Core Data Contracts](#5-core-data-contracts)
@@ -51,18 +51,17 @@ Orchestration + Observability** core to unlock adoption and trust:

 ---

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

-**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-train` · `praisonai-browser` · `praisonai-mcp` · `praisonai-sandbox` · `praisonai`

-The Python monorepo publishes nine packages in three tiers with strict dependency
+The Python monorepo publishes eight 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`.

 ```mermaid
 flowchart TB
@@ -70,14 +69,13 @@ 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 + Train + Browser + MCP + Sandbox]
    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]
@@ -90,53 +88,36 @@ flowchart TB
  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-train` + `praisonai-browser` + `praisonai-mcp` + `praisonai-sandbox` → `praisonai`

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

 | 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, sandbox protocols | `praisonai`, `praisonai-code`, `praisonai-bot`, `praisonai-train`, `praisonai-browser`, `praisonai-mcp`, `praisonai-sandbox` |
 | 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.
-
 **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
 `_code_bridge` (see `src/praisonai/tests/CONFIG_KERNEL.md`).
@@ -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`
@@ -41,6 +41,10 @@ curl -fsSL https://praison.ai/install.sh | bash
  <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>
+
 ```
 ██████╗ ██████╗  █████╗ ██╗███████╗ ██████╗ ███╗   ██╗     █████╗ ██╗
 ██╔══██╗██╔══██╗██╔══██╗██║██╔════╝██╔═══██╗████╗  ██║    ██╔══██╗██║
@@ -52,6 +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">
@@ -96,232 +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.
@@ -416,9 +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` |
@@ -428,9 +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) |
@@ -557,10 +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
 ```
@@ -1006,16 +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
@@ -1119,10 +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"
 )
 ```

@@ -1138,8 +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>
@@ -71,7 +76,6 @@ Methods:
 * <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>
@@ -79,7 +83,6 @@ Methods:
 * <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_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>
@@ -88,7 +91,6 @@ 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>
@@ -177,15 +179,14 @@ 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>
@@ -231,6 +232,13 @@ 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:
@@ -240,12 +248,10 @@ 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>
@@ -253,13 +259,9 @@ 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>
@@ -267,8 +269,8 @@ 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>
@@ -468,7 +470,7 @@ Methods:

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

 Methods:
@@ -480,6 +482,54 @@ 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, base_dir: Optional[str] = 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
@@ -525,7 +575,6 @@ Methods:
 * <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>
@@ -689,7 +738,7 @@ 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:
@@ -712,7 +761,6 @@ 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>
@@ -724,7 +772,6 @@ 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>
@@ -749,28 +796,22 @@ 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>
@@ -779,7 +820,7 @@ Methods:

 Types:
 ```python
-from praisonai import Agent, AgentApp, AgentOS, AnthropicManagedAgent, DB, 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
@@ -847,13 +888,11 @@ 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 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>
@@ -883,7 +922,6 @@ 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>
@@ -900,11 +938,7 @@ 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 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>
@@ -913,7 +947,10 @@ 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 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>
@@ -923,7 +960,7 @@ Methods:
 Types/Exports:
 ```ts
 export { Agent, AgentTeam, Agents, PraisonAIAgents, Router } from "./agent";
-export type { AgentEvent, AgentStreamOptions, AgentTeamConfig, PraisonAIAgentsConfig, SimpleAgentConfig, SimpleRouteConfig, SimpleRouterConfig } from "./agent";
+export type { AgentTeamConfig, PraisonAIAgentsConfig, SimpleAgentConfig, SimpleRouteConfig, SimpleRouterConfig } from "./agent";
 export { AudioAgent, createAudioAgent } from "./agent/audio";
 export type { AudioAgentConfig, AudioProvider, AudioSpeakOptions, AudioSpeakResult, AudioTranscribeOptions, AudioTranscribeResult } from "./agent/audio";
 export { ContextAgent, createContextAgent } from "./agent/context";
@@ -1,10 +0,0 @@
-# Deployment infra has moved
-
-Deployment assets are no longer at the monorepo root.
-
-| Asset | New location |
-|-------|----------------|
-| Gateway Helm chart | [`src/praisonai-bot/infra/helm/praisonai-gateway/`](../src/praisonai-bot/infra/helm/praisonai-gateway/) |
-| Agents API Helm, Compose, Starters | [`src/praisonai-deploy/infra/`](../src/praisonai-deploy/infra/) |
-
-See [`src/praisonai-deploy/infra/README.md`](../src/praisonai-deploy/infra/README.md).
@@ -16,7 +16,7 @@ RUN mkdir -p /root/.praison
 # Install Python packages (using latest versions)
 RUN pip install --no-cache-dir \
    praisonai_tools \
-    "praisonai>=4.7.1" \
+    "praisonai>=4.6.155" \
    "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>=4.7.1" \
+    "praisonai>=4.6.155" \
    "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>=4.7.1" \
+    "praisonai>=4.6.155" \
    "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
@@ -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.
@@ -150,10 +150,14 @@ def main():
            print(f"\nOriginal document length: {len(content)} characters")
            
            chunks = [{"text": content, "metadata": {"source": doc_path}}]
-            target_tokens = 2000
+
+            # Estimate original tokens (~4 chars/token) so each ratio maps to a
+            # distinct token budget — compress() truncates to target_tokens.
+            original_tokens = max(1, len(content) // 4)

            # Compress with different ratios
            for ratio in [0.3, 0.5, 0.7]:
+                target_tokens = max(1, int(original_tokens * ratio))
                compressor = ContextCompressor(verbose=False)
                result = compressor.compress(
                    chunks,
@@ -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

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

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

 print("=== Redis State Store (Agent-First) ===")
@@ -28,7 +27,8 @@ 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
@@ -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
@@ -1,111 +0,0 @@
-"""
-Human Review Between Sequential AgentTeam Tasks
-================================================
-
-Demonstrates a human-in-the-loop review gate between sequential tasks using the
-existing ``on_task_complete`` hook — no new API required.
-
-IMPORTANT — two different ``on_task_complete`` hooks exist, with DIFFERENT
-signatures. Do not confuse them:
-
-    AgentTeam(hooks=MultiAgentHooksConfig(on_task_complete=fn))
-        -> fn(task, task_output)          # team-level; gets the Task and its output
-
-    Task(on_task_complete=fn)
-        -> fn(task_output)                # 1 param: just the TaskOutput
-        -> fn(task_output, metadata)      # 2+ params: TaskOutput + metadata dict
-                                          #   NOTE: NOT (task, task_output)
-
-This example uses the TEAM-level hook so we get ``(task, task_output)`` and can
-filter which tasks require review by ``task.name``.
-
-Approve / reject / edit:
- approve -> return, workflow continues
- reject  -> raise; see "stopping the workflow" note below
- edit    -> mutate ``task_output.raw``; downstream tasks that read this task via
-             ``context=[...]`` pick up the edited text
-
-Stopping the workflow on reject
-------------------------------
-The TEAM-level hook logs and swallows exceptions, so a bare ``raise`` inside it
-does NOT stop the sequential run today. To hard-stop on reject, use the PER-TASK
-callback path with the 1-argument signature and ``fail_on_callback_error=True``
-(see ``review_output`` / ``t1_strict`` at the bottom of this file).
-"""
-
-from praisonaiagents import Agent, Task, AgentTeam
-from praisonaiagents.config.feature_configs import MultiAgentHooksConfig
-
-# Only these task names trigger a human review gate.
-REVIEW_TASKS = {"research"}
-
-
-# --- Team-level review gate: signature is (task, task_output) ---------------
-def review_gate(task, task_output):
-    if task.name not in REVIEW_TASKS:
-        return
-
-    print(f"\n--- Review: {task.name} ---\n{task_output.raw}\n")
-    choice = input("Approve (y), reject (n), edit (e)? ").strip().lower()
-
-    if choice == "n":
-        # NOTE: team-level hook swallows this; see per-task strict path below
-        # for a version that actually halts the workflow.
-        raise RuntimeError(f"Human rejected task '{task.name}'")
-
-    if choice == "e":
-        # task.result is the same object as task_output, so mutating .raw here
-        # propagates to downstream tasks that use context=[this_task].
-        task_output.raw = input("Edited output: ").strip()
-
-
-researcher = Agent(name="Researcher", role="Researcher", goal="Research", backstory="Expert")
-writer = Agent(name="Writer", role="Writer", goal="Write", backstory="Writer")
-
-t1 = Task(
-    name="research",
-    description="List 5 facts about {{topic}}",  # {{...}} is the substitution syntax
-    expected_output="5 bullets",
-    agent=researcher,
-)
-t2 = Task(
-    name="summary",
-    description="Write 3-sentence summary",
-    expected_output="3 sentences",
-    agent=writer,
-    context=[t1],  # reads the (possibly edited) output of t1
-)
-
-team = AgentTeam(
-    agents=[researcher, writer],
-    tasks=[t1, t2],
-    process="sequential",
-    variables={"topic": "REST APIs"},  # substituted into {{topic}} in task descriptions
-    hooks=MultiAgentHooksConfig(on_task_complete=review_gate),
-)
-
-
-# --- Alternative: per-task strict gate that HALTS on reject -----------------
-# Per-task Task.on_task_complete uses the 1-argument signature (task_output).
-# With fail_on_callback_error=True a raised exception re-raises and stops the run.
-def review_output(task_output):
-    print(f"\n--- Review output ---\n{task_output.raw}\n")
-    if input("Approve? (y/n) ").strip().lower() == "n":
-        raise RuntimeError("Human rejected output")
-
-
-t1_strict = Task(
-    name="research",
-    description="List 5 facts about {{topic}}",
-    expected_output="5 bullets",
-    agent=researcher,
-    variables={"topic": "REST APIs"},
-    on_task_complete=review_output,     # signature: (task_output)
-    fail_on_callback_error=True,        # required so reject halts the workflow
-)
-
-
-if __name__ == "__main__":
-    # NOTE: template values come from AgentTeam(variables=...), NOT start(inputs=...).
-    # start() forwards **kwargs but does not consume an ``inputs`` argument.
-    team.start()
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Math Agent Example

@@ -144,6 +144,7 @@ def example_auto_agents_multi_provider():
    
    # After agents are created, upgrade them to multi-model agents
    multi_model_agents = []
+    wrapper_by_original = {}
    for agent in auto_agents.agents:
        # Convert regular agents to multi-model agents
        multi_agent = RouterAgent(
@@ -155,9 +156,18 @@ def example_auto_agents_multi_provider():
            models=["gpt-4o-mini", "gemini/gemini-1.5-flash", "claude-3-haiku-20240307", "gpt-4o-mini"],
            routing_strategy="auto")
        multi_model_agents.append(multi_agent)
+        wrapper_by_original[id(agent)] = multi_agent
    
    # Update the agents in the AutoAgents instance
    auto_agents.agents = multi_model_agents
+
+    # Rebind each task's agent to its wrapper — AutoAgents stores a direct agent
+    # reference on every Task and execution reads task.agent, so replacing only
+    # auto_agents.agents would leave the workflow bound to the original agents.
+    for task in getattr(auto_agents, "tasks", []) or []:
+        wrapper = wrapper_by_original.get(id(task.agent))
+        if wrapper is not None:
+            task.agent = wrapper
    
    # Run the auto-generated workflow
    results = auto_agents.start()
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import Agent, MCP

 qa_agent = Agent(
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import Agent, AgentTeam, Tools

 research_agent = Agent(name="Research", instructions="You are a research agent to search internet about AI 2024", tools=[Tools.internet_search])
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import Agent, AgentTeam, Tools

 research_agent = Agent(name="Research", instructions="You are a research agent to search internet about AI 2024", tools=[Tools.internet_search])
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Secondary Market Research FastAPI Application

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import Agent, MCP

 search_agent = Agent(
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import Agent, AgentTeam
 from duckduckgo_search import DDGS

@@ -1,15 +1,5 @@
-import threading
-import time
-
 from praisonaiagents import Agent

-
 if __name__ == "__main__":
    agent = Agent(name="TweetAgent", instructions="Create a Tweet based on the topic provided")
-    server = threading.Thread(
-        target=lambda: agent.launch(port=8080, protocol="mcp", path="/mcp"),
-        daemon=True,
-    )
-    server.start()
-    time.sleep(2)
-    print("MCP server started on http://127.0.0.1:8080/mcp")
+    agent.launch(port=8080, protocol="mcp", path="/")
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import AudioAgent

 # Text to Speech
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import AudioAgent

 agent = AudioAgent(llm="openai/tts-1-hd")
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 # Text-to-Speech with OpenAI
 # Requires: export OPENAI_API_KEY=your-key

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import AudioAgent

 agent = AudioAgent(llm="elevenlabs/eleven_multilingual_v2")
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import AudioAgent

 agent = AudioAgent(llm="gemini/gemini-2.5-flash-preview-tts")
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 from praisonaiagents import AudioAgent

 agent = AudioAgent(llm="openai/tts-1")
@@ -23,7 +23,6 @@ from praisonaiagents.hooks.verification import (
    VerificationResult,
    BaseVerificationHook,
    CommandVerificationHook,
-    FileCheckHook,
 )


@@ -101,19 +100,7 @@ def main():
    print(f"   Name: {cmd_hook.name}")
    print(f"   Command: {cmd_hook.command}")
    print(f"   Timeout: {cmd_hook.timeout_seconds}s")
-
-    # 6. FileCheckHook: declarative, no-shell completion gate
-    print("\n6. FileCheckHook (declarative completion gate):")
-    file_hook = FileCheckHook(
-        name="changelog", path="CHANGELOG.md", non_empty=True
-    )
-    file_result = file_hook.run()
-    print(f"   {file_hook.name}: success={file_result.success} — {file_result.output}")
-    print(
-        "   Gate wiring: when verification_hooks are configured, the autonomous "
-        "loop cannot finalise with a success outcome while a blocking hook fails."
-    )
-
+    
    print("\n" + "=" * 60)
    print("✓ Verification hooks example completed successfully!")
    print("=" * 60)
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Bot Commands Example — Built-in /status, /new, /help commands.

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Bot Gateway Example — Run multiple bots from one gateway server.

@@ -102,7 +102,7 @@ async def demo_with_run_control():
    
    from praisonai.bots._run_control import SessionRunControl
    from praisonai.bots._session import BotSessionManager
-    from praisonai.bots._commands import handle_stop_command_async
+    from praisonai.bots._commands import handle_stop_command
    
    # Session manager with run control
    run_control = SessionRunControl(
@@ -136,7 +136,7 @@ async def demo_with_run_control():
    print("\n3. User decides to stop current task:")
    print("   User: '/stop'")
    
-    stop_response = await handle_stop_command_async(user_id, run_control)
+    stop_response = await handle_stop_command(user_id, run_control)
    print(f"   Bot: {stop_response}")
    
    # Wait for first task to complete (it should be cancelled)
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Standalone gateway example (praisonai-bot first).

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """HTTP Approval — serve a local web dashboard for tool approvals."""

 from praisonaiagents import Agent
@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Basic Camera Integration Example

@@ -1,4 +1,3 @@
-# praisonai: skip=true
 """
 Continuous Camera Monitoring Example