principle-encode-lessons-in-structure
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.
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- michael-denyer/pstack-claude
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- October 13, 2026 at 00:45
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- principle-encode-lessons-in-structure
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- 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.
- user-invocable
- false
# Encode Lessons in Structure
If the lesson needs judgment and cannot be encoded, make the instruction more prominent and add an example of the failure mode.
**Corollary:** If the fix is structural, only use the structural fix. The instruction is the symptom.
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