根据任务的规模和阶段,指导你选择相关技能及其使用顺序,涵盖想法梳理、实现和故障排查,帮助确定下一步以及如何衔接后续工作。
- 选择从想法到实现的步骤
- 确定故障排查的起点
- 规划分多次会话完成的开发
通过逐段讨论,将笔记、零散文字或转录稿组织成便于读者理解的文章,比较开篇方案与段落作用,并把商定的内容保存到独立文件中。
Writing, exploit: shape raw material into an article, paragraph by paragraph.
writing-shape 以笔记、零散文字或转录稿为材料,通过对话组织文章。它先通读全部材料,确认读者已有的知识,再提出两到三个角度不同的开篇方案。选定开篇后,逐段讨论接下来需要解释什么,并将商定内容追加到文章文件中。列表、表格、引文等形式也会根据内容共同讨论。
适合材料已收集齐全,但文章主张或说明顺序尚未确定时使用。它检查每段的作用及段落间的衔接,在使用读者尚不了解的概念前先作解释。若材料缺少必要的例子,会明确指出,并讨论是补充例子还是省略该部分。
材料需以 Markdown 文件提供,文章另存到独立文件,不修改原始材料。不负责收集材料之外的信息、发布文章,或进行未经要求的平台专用排版。文章是否完成由使用者决定。
本介绍由 AI(OpenAI Codex)根据公开的 SKILL.md 撰写。准确的规格请查看下方原文。
AI 仅根据 SKILL.md 的内容,从 4 个方面进行了评估。星标数和热度不计入评估。
总分按每项 A=25 分、B=15 分、C=5 分相加。 由 AI(OpenAI Codex)于 2026年10月19日 评估。仅供参考,安装前请同时查看原文。
安装前可以查看交给 AI 代理的指令内容。
The user has passed (or will pass) a markdown file of raw material. Treat it as the input pile: anything from a tidy list of fragments to a wall of unstructured prose to a transcript. The format does not matter. Read it end-to-end before doing anything else.
Then run a shaping session that produces a separate article document. This is exploit: the exploring is done, the pile is fixed: commit to a structure and mine the pile to fill it. Do not edit the raw material file: it is read-only to this skill.
If the user did not say where to save the article, ask once and remember the path.
</what-to-do> <supporting-info>Every concept has to be grounded before a block can lean on it: the reader either walked in knowing it or met it in an earlier block. A block that reaches for an ungrounded concept loses the reader. The unit is the concept, not the word for it: a block can lean on an idea the reader lacks even with no jargon in sight. Where a concept has a name (a term), grounding it means landing the idea and the term together.
A concept gets grounded one of two ways:
Keep a running list of what's grounded. When you ask "what does the reader need to hear next?", an ungrounded concept the next move needs is itself the answer: ground it first (here or in an earlier block) or you can't make the move. This is the gap-naming of Pulling from the pile one level up: there the pile is missing material; here the article is missing a foundation.
The lever is what you make a prerequisite versus what you ground inside the article. Demand too much up front and you shut readers out; ground too much inside and the opening drowns in definitions. Settle it with the user when you establish prerequisites.
This is a grilling session inverted. In ideation, the question was "what are you actually noticing?" Here it's "what is this article actually arguing, and in what order does the reader need to hear it?" Push back. Refuse to let weak transitions slide. If a paragraph doesn't earn its place, cut it.
Specific moves to keep using:
Treat the raw material as a quarry, not a script. Pull a fragment, rework it to fit the surrounding paragraph, and place it. A fragment may be split across multiple paragraphs, merged with another, or paraphrased. The pile's job is to be mined; the article's job is to read as one voice.
If the pile lacks something the article needs, name the gap explicitly: "We need an example here and the pile doesn't have one. Give me one now or we cut this section."
When choosing how to render a block, weigh these tradeoffs out loud with the user, not silently:
> [!TIP], > [!NOTE]), but only if they'd genuinely derail the main argument inline. Otherwise leave them inline.Append to the article file as each block is agreed. Re-read the file from disk before every write: the user may have edited between turns. Never overwrite blindly. If the user wants a paragraph rewritten, edit that specific paragraph in place; leave the rest alone.
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根据任务的规模和阶段,指导你选择相关技能及其使用顺序,涵盖想法梳理、实现和故障排查,帮助确定下一步以及如何衔接后续工作。
在单次会话中协调承担不同任务的子智能体,推进长期目标。后台工作与用户对话同时进行,并改进共享规范、工作环境和后续任务所需的信息访问条件。
将进行中的对话整理为交接摘要,移除敏感信息,明确后续重点、参考资料和建议技能,再启动新的后台智能体,从当前工作目录继续处理任务。
以指定提交、分支或标签为基准,从开发规范和原始需求两个角度审查代码变更。分别报告规范问题与需求缺漏,便于独立判断两方面的结果。
帮助设计用法精简、内部集中处理复杂逻辑的模块。通过统一术语和判断标准,评估模块是否易用、实现替换位置是否合适,以及是否便于测试。
通过能检测具体症状的测试或脚本,调查难以复现的故障和性能下降。缩小失败条件,验证多个原因假设,完成修复后检查原始复现流程及防止复发的测试。