- Kimi writes to files in place, not stdout — check git diff after - Ideal scope: one focused task per invocation with file paths + context - Parallel: run multiple kimi tasks with & and wait, no rate limits - Cycles can now tackle 1-3 issues if independent - Re-emphasized: do NOT write code yourself, delegate to Kimi