
Auto-detect task complexity, load registry shards, and execute with or without phased pipeline
Explicitly invoke planner first, then execute phased pipeline from registry shards
Review uncommitted changes, organize into logical commits, and push to Git repo
Use agent karen to verify stated work was completed and tested properly