[Manager] Roadmap item needs an owner: Learning & Adaptation

[jonit-dev]

PRD: Manager Draft

1. Context

• Execution memory — persist patterns from successful implementations, feed back into prompts
• Prompt evolution — A/B test system prompts, auto-tune based on success metrics
• Failure pattern recognition — cluster common failure modes, pre-inject mitigations
• Context optimization (RAG) — dynamic context retrieval via AST parsing to reduce token bloat

Source: roadmap:Future — Advanced Capabilities
Manager fingerprint: f4076d86d025250b

2. Proposed Outcome

Turn this finding into a reviewed, executable PRD or close it with a short rationale.

3. Acceptance Criteria

• Confirm the finding is still relevant.
• Define the implementation scope and ownership.
• Add or update tests appropriate for the selected implementation.
• Close this draft when the work is represented by an approved PRD or issue.

4. Manager Notes

• Kind: roadmap_gap
• Severity: warning
• Requires human input: no