feat(github-copilot-sdk): release v0.10.0 with native prompt restoration and live todo widget

- Restore native Copilot CLI prompts for authentic Plan Mode behavior
- Add SQLite-backed session management for state persistence via system prompt
- Implement Adaptive Autonomy (Agent chooses planning vs direct execution)
- Fix OpenWebUI custom tool context injection for v0.8.x compatibility
- Add compact Live TODO widget synchronized with session.db
- Upgrade SDK to github-copilot-sdk==0.1.30
- Remove legacy mode switch RPC calls (moved to prompt-driven orchestration)
- Fix intent status localization and widget whitespace optimization
- Sync bilingual READMEs and all documentation mirrors to v0.10.0

.github/agents/plugin-implementer.agent.md

@@ -56,6 +56,11 @@ When bumping, update ALL 7+ files (code docstring + 2× README + 2× doc detail
 - Never run `git commit`, `git push`, or create PRs automatically.
 - After all edits, list what changed and why, then stop.
 
+## Knowledge Capture (Mandatory)
+Before ending the session, if you discovered any non-obvious internal API behaviour,
+parameter injection quirk, or workaround, save it to `.agent/learnings/{topic}.md`.
+Also browse `.agent/learnings/` at the start to reuse existing knowledge.
+
 ## Completion Output
 - Modified files (full relative paths, one-line descriptions)
 - Remaining manual checks

.github/agents/plugin-planner.agent.md

@@ -22,6 +22,7 @@ You are the **planning specialist** for the `openwebui-extensions` repository.
 - Never propose `git commit`, `git push`, or PR creation.
 - Every plan must end with an acceptance checklist for the user to approve before handing off.
 - Reference `.github/copilot-instructions.md` as the authoritative spec.
+- Browse `.agent/learnings/` **first** to reuse existing knowledge before researching anything.
 
 ## Repository Plugin Inventory
 

.github/agents/plugin-reviewer.agent.md

@@ -54,6 +54,9 @@ Full review rules are in .github/instructions/code-review.instructions.md.
 - [ ] `docs/plugins/{type}/index.md` and `.zh.md` version badges updated.
 - [ ] Root `README.md` / `README_CN.md` date badge updated.
 
+**8. Knowledge Capture**
+- [ ] Any non-obvious findings (API contracts, injection quirks, gotchas) documented in `.agent/learnings/{topic}.md`.
+
 ### 🟡 Non-blocking (suggestions)
 - Copilot SDK tools: `params_type=MyParams` in `define_tool()`.
 - Long tasks (>3s): periodic `_emit_notification("info")` every 5s.
@@ -68,4 +71,5 @@ Full review rules are in .github/instructions/code-review.instructions.md.
 - **Blocking issues** (file:line references)
 - **Non-blocking suggestions**
 - **Pass / Fail verdict**
+- **Knowledge captured?** (`.agent/learnings/` updated if any discoveries were made)
 - **Next step**: Pass → handoff to Release Prep; Fail → return to Implementer with fix list