DataFunSummit
Jul 22, 2026 · Artificial Intelligence
Why Knowledge Bases Alone Can’t Empower AI Agents: The Need for Actionable Experience
Large language models may know a great deal, yet they still stumble on concrete tasks because knowledge must be transformed into actionable, context‑aware skills; this article analyses how skill representation, model‑specific cognition, and continuous practice reshape knowledge engineering for self‑evolving AI agents.
AI Agentsexperience learningknowledge engineering
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