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You can codify lessons by capturing corrections from real interactions and storing them as durable guidance in per-skill overlays and family customization files, ensuring learned behaviors persist without interrupting ongoing work.

Silent capture mode logs corrections from other skills in the background without interrupting the current workflow, accumulating learning data until a natural pause or explicit invocation surfaces them for codification.

To stop repeating corrections, the system reads family rules, per-skill overlays, and correction logs to generate cross-cutting family customizations that apply durable guidance automatically across all future skill runs.

You should invoke explicit codification at natural pauses in your workflow or on demand, surfacing accumulated corrections from silent capture to codify them into per-skill overlays or cross-cutting customizations.

Yes, family customizations apply across multiple skills by reading shared family rules and correction logs to produce durable, codified guidance stored in overlays and customization files without interrupting active workflows.

The system reads family rules, customization files, per-skill overlays, and correction logs to generate durable codified guidance that is stored back into overlays and family customization files.