minimal-run-and-audit
从已解决的客户支持工单自动提取关键信息,生成符合标准的知识库文章,减少重复支持工作
npx skills add lllllllama/ai-paper-reproduction-skill --skill minimal-run-and-auditBefore / After 效果对比
1 组手动翻阅历史工单记录,提取问题原因和解决方案,按照模板整理成文章,需要反复调整格式和措辞,一篇 KB 文章耗时 45 分钟
输入工单编号,自动提取问题背景、排查步骤和最终解决方案,生成结构化的 KB 文章草稿,5 分钟完成初稿
description SKILL.md
minimal-run-and-audit
minimal-run-and-audit
When to apply
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After a reproduction target and setup plan exist.
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When the main skill needs execution evidence and normalized outputs.
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When a smoke test, documented inference run, documented evaluation run, or training startup verification is appropriate.
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When the user already knows what command should be attempted and wants execution plus reporting only.
When not to apply
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During initial repo scanning.
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When environment or assets are still undefined enough to make execution meaningless.
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When the task is a literature lookup rather than repository execution.
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When the user is still deciding which reproduction target should count as the main run.
Clear boundaries
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This skill owns normalized reporting for an attempted command.
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It may receive execution evidence from the main skill or a thin helper.
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It does not choose the overall target on its own.
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It does not perform broad paper analysis.
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It should not normalize risky code edits into acceptable practice.
Input expectations
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selected reproduction goal
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runnable commands or smoke commands
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environment and asset assumptions
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optional patch metadata
Output expectations
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execution result summary
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standardized
repro_outputs/files -
clear distinction between verified, partial, and blocked states
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PATCHES.mdwhen repo files changed
Notes
Use references/reporting-policy.md and scripts/write_outputs.py.
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