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---
name: principle-encode-lessons-in-structure
description: "Apply when a repeated instruction should become enforceable in tests, lint, metadata, or tools."
license: MIT
metadata:
author: jstack-maintainers
source: michael-denyer/pstack-claude
source-version: "0.9.130"
source-commit: d88063f3355a5ecff0e6dbb890a11bab4b08bc2e
owner: software-factory
risk: low
capabilities: jstack,engineering-principle
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.
