audit
免费Review code through focused dimensions, with one independent agent per dimension.
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Rewrite slop, or a reply that did not land, into text a person would write.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
Rewrite the given text or passage as a person would write it. With no target, rewrite the last substantive agent response. Ask only when the target or intended meaning cannot be determined.
Slop is text that reads as generated: padded, generic, inflated, shaped by habits no person would choose. Each habit is a tell. references/tells.md catalogs tells for the reviewer. The writer works from the positive targets below, not the catalog.
Name the reader, what they already know, and what they must do or decide after reading. Find where the original loses them: a buried point, missing context, an unexplained term, slop. For project text, use the domain terms in the repo glossary (GLOSSARY.md, or CONTEXT.md in older repos).
Done when you can state the reader's need and the original's failure in one sentence each.
Read all of references/cs-pairs.md, since its moves transfer across media. Choose the pairs closest to your text's medium and register, and compare their sides on four axes: order, verbs, density, register.
Done when you can name, for each chosen pair, one move of the human side that your draft will copy.
Done when every fact, qualification, link, and identifier from the original is in the draft, and the reader from step 1 could act on it.
The writer cannot see its own tells. Spawn a reviewer subagent, withhold the conversation, and paste into its prompt:
tells.md, plus the pairs chosen in step 2 for CzechBrief the reviewer:
Read the draft cold, as this reader. Flag every passage that carries a tell from the catalog or leaves the reader unable to act. For each, quote it, name the tell, and give a one-line reason. Reply "clean" when nothing is left.
Fix each flagged passage, or keep it and record why. Send the revision to a fresh reviewer. Without subagents, check the draft against each tells.md entry in turn.
Done when a reviewer replies "clean", or two rounds have run.
Return the rewrite alone. Add a note only for flags left after two rounds or a material uncertainty. When asked to edit a file, apply the rewrite there and report the change in one sentence.
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Review code through focused dimensions, with one independent agent per dimension.
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Explore competing approaches through independent agents before selecting an implementation.
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Distill rough text into dense, expert-register English where terms of art carry the intent.
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Apply personal Git conventions when committing, creating or updating PRs, merging, rebasing, or explicitly shipping work end to end.
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Obtain an independent review of the approach and trade-offs in completed work.
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Refine a supplied question into a precise, expert-level query when the user asks to rewrite or optimize their question or prompt. Do not use to answer the underlying question.
中文简介正在准备中。当前显示原文说明。