In my own words

说明与用途

使用样式文件和 PreToolUse 钩子为 AI 代理自动化个人沟通风格，使代理生成符合用户声音的消息，无需手动编辑。

问题

Automating consistent, personal communication style for an AI agent while preserving human ownership of content and responsibility.

结果

The user’s communication style is captured in a reusable skill file, enabling the AI agent to produce consistent, personalized messages automatically. The process requires initial manual effort but eliminates repetitive editing.

工作流

• Gather two years of user messages, excluding bots and private content.
• Lay out twelve mixed cards and label each as "mine" or "not mine".
• Identify accepted and rejected patterns, extracting a common skeleton and rules.
• Create a style file (SKILL.md) with model sentence, skeleton, voice, never list, audience rules, and examples. Create SOURCES.md documenting rule origins and guesses.
• Rewrite three recent real messages using the new style, noting any corrections as missing rules.
• Implement a PreToolUse hook that blocks message sending until the style file is read. Maintain a decision table in git for traceability.

证据

The agent replies with generic, accurate but impersonal messages.

来源

The whole method rests on that: you don't ask yourself how you write. You lay cards on the table and look.

来源

A style file is context, not a constraint. In Claude Code a skill is picked up when the model recognises a matching situation from the skill's description, and sometimes it won't.

来源

Before it was saved, the file went through a test: three real situations from the previous days, rewritten in the new style. All three passed without a single correction.

来源