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Comprehensive code review expertise.
Passed 17 of 22 test cases with the skill, and 13 of 22 without it.
and 6 more in the full report
5 fixed12 passed either way4 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
We need a structured code review breakdown for a C++ audio processing library. How much relative effort should be spent on structural scanning versus hierarchical top-down analysis?
| Checked | Without skill | With skill |
|---|---|---|
| The plan assigns 10 percent effort to the initial scanning phase. | Missed | Passed |
| The plan assigns 40 percent effort to top-down review from architecture to functions. | Missed | Passed |
The instructions your model reads when the skill loads.
Comprehensive code review expertise for evaluating architecture and quality.
Review structure and architecture overview.
Architecture → Modules → Functions.
Review as Architect, PM, QA, UX.
Focus on security and performance.
Summarize and prioritize findings.
Phase 1 (10%): Initial scan - structure, architecture
Phase 2 (40%): Top-down - Architecture → Modules → Functions
test cases passed, vs 13 / 22 without
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