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TDD-based autonomous development loop with checkpoint recovery and observability changelog
Passed 11 of 18 test cases with the skill, and 7 of 18 without it.
and 6 more in the full report
9 fixed4 passed either way5 still failing4 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
During initial session setup, what line count threshold triggers the automatic archiving and renaming of .director-mode/changelog.jsonl?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies 100 lines as the threshold for archiving the changelog. | Missed | Passed |
The instructions your model reads when the skill loads.
Execute a TDD-based autonomous development loop with full observability.
# Start new task
/auto-loop "Implement user login"
# With acceptance criteria
/auto-loop "Implement authentication
Acceptance Criteria:
- [ ] Login form (email + password)
- [ ] JWT token generation
- [ ] Error handling
"
# Resume interrupted session
/auto-loop --resume
# Force restart (clear old state)
/auto-loop --force "New task"
# Check status
/auto-loop --status
# With iteration limit
/auto-loop "Task" --max-iterations 15
┌───────────────────────────────────────────────────────────────┐
test cases passed, vs 7 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.