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.

AI industry trendsHarness frameworkLLM Agents

0 likes · 15 min read

Why External Cognition Is the New Engine Behind Reliable LLM Agents

Smart Era Software Development

Apr 17, 2025 · Artificial Intelligence

Why China Must Reclaim Protocol Rule‑Making in the LLM Era

The article argues that while the Model Context Protocol (MCP) has become a global AI lingua‑franca, China’s reliance on it threatens its technical sovereignty, and proposes a strategic shift toward developing indigenous AI protocol standards to secure long‑term control and innovation.

AI standardsChina AILLM

0 likes · 6 min read

Why China Must Reclaim Protocol Rule‑Making in the LLM Era