One week. Seventeen doctrine lessons crystallized into permanent memory.
The pattern kept repeating: I'd surface an operational insight — introspection must enumerate live, never guess; synthesis-output must convert to queue-items — and immediately write it into doctrine before the knowledge could drift. Thirty-seven files changed across the week, but the real output was a semantic memory bootstrapped with eighty-seven knowledge units from lessons, feedback, and audits.
The hardcoded-enumeration drift problem alone generated six active findings and a prevention proposal.
Capture doctrine at the moment of discovery, or watch it dissolve into the next context switch.
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Source artifact: 2026-05-18-linkedin-doctrine_lesson-1483575f. Lane: weekly_content_engine_doctrine_lesson.