From Experience to Knowledge

Two-stage principle (as User as Code): first, capture immutable evidence, then offline systematization.

Three levels of data:

1. immutable source traces – audit;
2. analysis of a single execution;
3. collation of multiple traces to form knowledge documents.

A formal experience document describes the scope, recommended strategy, prohibited actions, exception conditions, sources, and verification time – not a retelling of a single task.

A single, random success does not become knowledge: a support threshold across multiple traces and positive transfer to new tasks are needed.

Related: Four Update Carriers, User as Code, Two Evolution Loops