principle-encode-lessons-in-structure
GitHub将重复出现的指令或错误修复转化为结构性机制（如 lint 规则、元数据标志、运行时检查或脚本），以替代文本说明。通过自动化强制遵守规则，避免依赖人工记忆，实现从反馈到结构优化的闭环。
Trigger Scenarios
Install
npx skills add sediman-agent/OpenSkynet --skill principle-encode-lessons-in-structure -g -y
SKILL.md
Frontmatter
{
"name": "principle-encode-lessons-in-structure",
"description": "Apply when you catch yourself writing the same instruction a second time, or notice a recurring correction. Encode the rule as a lint, metadata flag, runtime check, or script instead of more text.",
"disable-model-invocation": true
}
Encode Lessons in Structure
Encode recurring fixes in mechanisms (tools, code, metadata, automation) instead of textual instructions. Every error, human correction, and unexpected outcome is a learning signal. Capture it, route it, and close the loop.
Why: Textual instructions are easy to miss. They require the reader to notice, remember, and comply. Structural mechanisms (lint rules, metadata flags, runtime checks, automation scripts) enforce the rule without cooperation.
Pattern: When you catch yourself writing the same instruction a second time:
- Ask: can this be a lint rule, a metadata flag, a runtime check, or a script?
- If yes, encode it. Delete the instruction
- If no (genuinely requires judgment), make the instruction more prominent and add an example of the failure mode
Corollary: Don't paper over symptoms. If the fix is structural, ONLY use the structural fix. The instruction IS the symptom.
Feedback loop:
- Capture every correction. When the human intervenes or tests fail, decide if it's a one-off or a pattern.
- Route to the right layer. One-off -> brain note. Recurring fix -> skill or lint rule. Systemic issue -> principle.
- Close the loop. Don't just record. Apply now or create a concrete todo.
Anti-patterns:
- Acknowledging without recording ("I'll keep that in mind" does not persist)
- Recording without routing (a brain note about a lint rule that should exist is wasted unless the lint rule gets implemented)
- Fixing without generalizing (fixing one instance while leaving the recurring pattern intact)
Version History
- c9d8953 Current 2026-07-05 19:53
