# Step 7: Store Learnings & Persist State

## Prerequisites
- Step 6 completed

## Instructions

### ALWAYS RUN.

Store development findings:
```bash
aqe memory store \
  --key "qcsd-development-${storyId}-${Date.now()}" \
  --namespace "qcsd-development" \
  --value '{...}' \
  --json
```

Save to `${OUTPUT_FOLDER}/11-learning-persistence.json`.

## Success Criteria
- [ ] Persistence completed

## Navigation
- On success: proceed to Step 8 by reading `steps/08-defect-predictor.md`