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Review and improve documentation with parallel evaluation and iterative improvement loop.
Passed 9 of 16 test cases with the skill, and 3 of 16 without it.
and 12 more in the full report
10 fixed2 passed either way8 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
A newer attempt on gemini-3.6-flash on 10/2/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
Before an improvement agent applies a technical accuracy fix to `docs/editor/signals.md`, what step must it take first?
| Checked | Without skill | With skill |
|---|---|---|
| Instructs the agent to inspect the source file referenced in the issue notes. | Missed | Passed |
The instructions your model reads when the skill loads.
This skill runs an evaluation and improvement loop on a documentation file.
Target: $ARGUMENTS
Relevant skills: write-docs
┌──────────────────────────────────────────────────────────────┐
│ INITIALIZE: Create state file to track issues │
└──────────────────────────────────────────────────────────────┘
↓
┌──────────────────────────────────────────────────────────────┐
│ EVALUATE (parallel) │
│ ┌─────────────────────┐ ┌─────────────────────────────┐ │
│ │ Style Agent │ │ Content Agent │ │
│ │ (readability+voice) │ │ (completeness+accuracy) │ │
│ └─────────────────────┘ └─────────────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
↓
┌──────────────────────────────────────────────────────────────┐
│ UPDATE STATE: Add new issues, verify fixed issues │
└──────────────────────────────────────────────────────────────┘
↓
┌──────────────────────────────────────────────────────────────┐
│ SUMMARIZE: Present findings, ask user for next step │
└──────────────────────────────────────────────────────────────┘
↓
┌──────────────────┼──────────────────┐
↓ ↓ ↓
[User: improve] [User: complete] [User: done]
↓ ↓ ↓
┌──────────────────┐ ┌──────────────────┐ EXIT
│ IMPROVE │ │ COMPLETE │
│ (fix issues) │ │ (fix all, exit) │
└──────────────────┘ └──────────────────┘
↓ ↓
test cases passed, vs 3 / 16 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.