## Description
<!-- Provide a brief description of the changes in this PR -->

## Related Issue
<!-- Link to the issue this PR addresses (if applicable) -->
Fixes #

## Type of Change
<!-- Mark the relevant option with an "x" -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing functionality to change)
- [ ] Security improvement
- [ ] Documentation update
- [ ] Refactoring (no functional changes)
- [ ] Performance improvement
- [ ] Test update

## Reliability Regression Policy
<!-- Required for incident-driven fixes -->
- [ ] This PR fixes a production failure/incident.
- [ ] If checked above, I added or updated at least one eval case file under `scripts/qa/eval-cases/`.
- Eval case file path(s): 
  - `scripts/qa/eval-cases/...`

## Category
<!-- What area does this change affect? -->
- [ ] Security / Guardrails
- [ ] Messaging Channels (WhatsApp, Telegram, Discord, Slack, Teams, Google Chat, iMessage, Signal, Matrix, etc.)
- [ ] LLM Providers
- [ ] Agent Capabilities / Tools
- [ ] Cloud Storage (Google Workspace, OneDrive, Dropbox, Box, SharePoint, Notion)
- [ ] UI / UX
- [ ] MCP Integration
- [ ] Remote Access (Tailscale, SSH, WebSocket API)
- [ ] Database / IPC
- [ ] Other

## Changes Made
<!-- List the main changes made in this PR -->
-
-
-

## Security Considerations
<!-- Does this PR have security implications? If so, describe them -->
- [ ] This change has NO security implications
- [ ] This change has been reviewed for security implications (describe below)

## Screenshots
<!-- If applicable, add screenshots showing the changes -->

## Testing
<!-- Describe how you tested your changes -->
- [ ] Tested locally on macOS
- [ ] Tested with at least one LLM provider (Anthropic/Bedrock/Gemini/OpenRouter/OpenAI/Ollama)
- [ ] Tested messaging channel integration (if applicable)
- [ ] Tested MCP functionality (if applicable)
- [ ] Verified no console errors
- [ ] Security tests pass (if applicable)

## Checklist
<!-- Mark completed items with an "x" -->
- [ ] My code follows the project's style guidelines
- [ ] I have performed a self-review of my code
- [ ] I have commented my code, particularly in hard-to-understand areas
- [ ] I have made corresponding changes to the documentation
- [ ] I updated `docs/architecture.md` if this PR changes capabilities, defaults, or architecture
- [ ] My changes generate no new warnings
- [ ] I have considered security implications of my changes
- [ ] Any dependent changes have been merged and published

## Additional Notes
<!-- Any additional information reviewers should know -->
