•  4
    The Correction Freeze Problem (CFP) shows how an overseer’s belief can quietly stop tracking a system’s drift toward full delegation to automated systems. This note adds one narrow step: the freeze conclusion still holds when the operative route varies step by step, with theta read as human checking capacity. The risk is situated against a live concern raised by the 2026 Declaration, signed by more than twenty Fields medalists.
  •  509
    The rapid advancement of information technology platforms and programming languages has transformed the dynamics and development of human society. The cyberspace and associated utilities are expanding, leading to a gradual shift from real-world living to virtual life (also known as cyberspace or digital space). The expansion and development of natural language processing models and large language models demonstrate human-like characteristics in reasoning, perception, attention, and creativity, h…Read more