The autofix loop sits between generation and pre-QA, and the human pipeline around it stays exactly as it was.
Loop · 5 steps
- Judge: Pass A consistency, Pass B input fidelity
- Planner: fixable? which references? one edit per finding
- Editor: Nano Banana 2 makes the candidate image
- Verifier: same judge, both passes, plus crop-verify; still failing goes back to Planner
- Commit: one new autofix stage, annotations born resolved
Around it · unchanged human pipeline
- Gate: on the move into PRE_QA the SKU parks in loop_fixes, a hidden step unassignable to humans
- Gate off or at cap: the SKU skips the loop and goes straight to PRE_QA
- PRE_QA: judge re-scores the committed set
- Approved → Delivery: ready for review
- Rejected → Retouching → FINAL_QA → Delivery: Photoshop or AI rerun, then scored again