- Extracts user/assistant messages from session files for a given cwd
- Splits into ~100k char files to fit in context
- Spawns pi subagents to analyze each file for recurring patterns
- Compares against existing AGENTS.md to mark NEW vs EXISTING patterns
- Final aggregation step creates FINAL-SUMMARY.txt with consolidated findings
- Shows progress with tool call args during analysis
