Learning system with user feedback + adaptive knowledge

[MSNYC]

Background

Roadmap includes a learning system and feedback loop.

Scope

Add user feedback capture and a safe, reviewable path to improve knowledge/templates.

Acceptance Criteria

• Feedback capture is explicit and opt-in.
• Changes are reviewable (no silent updates).
• Tests cover feedback storage and validation.

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Disclaimer: This issue was auto-extracted from the roadmap by Claude Code. AI can make mistakes—please report any significant errors or concerns.