WikiSkill & Compiled Persistent Knowledge: How AI Agents Self-Evolve Without Forgetting

Why trial-and-error without structured memory fails, and how Google's WikiSkill framework and the Open Knowledge Format (OKF) turn transient experience into compounding intelligence.