principle-encode-lessons-in-structure

# 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: 1. Ask: can this be a lint rule, a metadata flag, a runtime check, or a script? 2. If yes, encode it. Delete the instruction 3. If no (requires judgment), make the instruction more prominent and add an example of the failure mode **Pick the strongest mechanism.** When more than one mechanism would work, choose the strongest the situation allows (an unrepresentable state that cannot compile, then a lint or banned API that fails CI, then a canonical helper, then a runtime check), because agents copy whatever the surrounding code already does and a weaker guard becomes the next template. **Corollary:** 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 iss...