SuanNi

Apr 19, 2026 · Artificial Intelligence

Why External Cognition Is the New Engine Behind Reliable LLM Agents

The article analyzes how the success of large‑language‑model agents now hinges on external cognitive infrastructure—memory, skills, protocols, and a central Harness—rather than raw model parameters, outlining architectural evolution, practical challenges, and emerging industry trends.