From Conversational Tools to Digital Civilization: A Cognitive Architecture Revolution for AI Agents Based on the Cerebellum Development Theory

Cognitive Decoupling: The L4 Noah Architecture Paradigm Revolution from Large Models to Digital Civilization

Known Unknowns and Unknown Knowns: The Dualist Foundation of Digital Civilization

When Fuzzy Deduction Meets Absolute Memory: A Cognitive Architecture Revolution from Neuroscience to Super L4

A Thousand Ma Dongmeis Screaming in the Same Hall: The Context Cache Pollution Crisis of LLMs, Server Meltdowns, and an Answer from Your Laptop

From Tool to Life: The Final Piece of the Digital Civilization Puzzle