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Get Started Free →Build polished audit feedback for creative coding skills and explain when each workflow applies. Use when an agent needs to evaluate a skill with staged instructions, clear constraints, and a shareable review summary.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 34% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 128% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 228% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 14% | 0% |
| case-20 | ✗→✓ | ▲ Improved | 692% | 0% |
Work in visible phases so another agent can follow the review without guessing.
Return a concise result, then list the highest-priority fixes and any remaining warnings.
Other measured skills in the registry, with their headline benchmark lift.