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Skill Evolution Demo: Redesigning the Knowledge Supervisor

From Reactive Bug Fixes to Automatic Skill Evolution

This document describes how to transform the Knowledge Supervisor demo from its current approach (fixing agent problems one issue at a time) into a demonstration of automatic skill evolution -- where agents analyze their own execution experience and build comprehensive operational skills that make them better over time.