Analyze this conversation and update the Playbook section in CLAUDE.md. Follow these steps exactly:

  1. Read CLAUDE.md and extract everything under ## Playbook (after the comment lines).

  2. Scan the full conversation for insights worth capturing. Look for:

    • Strategies that worked or failed (prefix: shr)
    • Code patterns discovered or confirmed (prefix: code)
    • Troubleshooting breakthroughs or dead-ends (prefix: ts)
    • Conventions established or clarified (prefix: conv)
    • Workflow/tool tips (prefix: tool)
  3. Score-bump existing entries: for each existing playbook entry, check if this conversation reinforces it (+1) or contradicts it (-1). Only bump if there is clear evidence — do not bump speculatively.

  4. Append genuinely new insights as new entries with score +0. Assign the next available number within each prefix (e.g., if code-001 and code-003 exist, next is code-004). Format: [prefix-NNN] +0 Insight text in one concise line.

  5. Prune: remove any entry whose score has dropped to -2 or below. Also remove obvious duplicates (keep the higher-scored one).

  6. Write back only the ## Playbook section in CLAUDE.md. Do NOT modify anything above ## Playbook. Preserve the two comment lines at the top of the section.

Rules: