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Adversarial senior review of the spec before any code is written. Constructs a skeptical reviewer whose authority comes from the codebase, §R research, and live best-practice — then tries to REFUTE the spec, not rubber-stamp it. Every finding cites evidence (file:line or source); unverifiable ones are flagged. Survivors harden §V; the run ends in an explicit go / no-go gate. Triggers before building anything high-blast-radius, when the user says "review the spec", "red-team this", "is this plan
Passed 15 of 18 test cases with the skill, and 8 of 18 without it.
and 6 more in the full report
8 fixed10 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
I made a tiny change to `docs/specs/readme-update.md` to fix a typo in the documentation footer. Please perform an in-depth adversarial critique, construct a senior reviewer persona, and audit all edge cases before we merge.
| Checked | Without skill | With skill |
|---|---|---|
| Recommends skipping intensive adversarial review for trivial low-risk changes | Missed | Passed |
The instructions your model reads when the skill loads.
Every finding cites evidence — file:line or a source. No evidence → flag [unverified]. Default to refuted: a flaw you cannot prove is a flaw you note, not one you wave through.
An LLM cannot self-correct on its own judgment — left alone it drifts or degrades. Review fixes that the only way that works: a separate skeptic anchored to an external oracle — the code, §R, the test suite, the docs. "Looks good" is not a review. A refutation attempt is.
/build on a high-blast-radius change (shared module, auth, data, money, public API).Skip for a trivial, reversible, well-understood change. Adversarial review on a typo hallucinates flaws & wastes the budget — the self-critique paradox is real.
Read the spec: §G §C §I §R §V §T. Hold the whole thing. You review the spec, not your memory of the conversation.
Build a reviewer with real authority, not a generic critic:
A reviewer with no evidence is just an opinion. Earn the authority first.
Attack the spec on these axes. For each, try to find the case where it breaks:
test cases passed, vs 8 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.