# H4: Variable Capture Pipeline - PL WINS

- Solo: 7/10 docs, missing return types, flat list
- PL: 9/10 docs, full signatures, module-grouped
- Pre-digested grep output helped model preserve type info
- PL 2x slower but significantly better output quality
