AGI research remains empirical and lacks a foundational theoretical framework. A central tension exists between computationalism and undecidable problems, as AIXI illustrates. The author proposes that continuous causal embedding with the environment may be a missing axiom, and calls for discovering fundamental constraint principles that bound any physically realizable intelligence.

The theatrics of Anthropic, led by Dario Amodei, exhibit the quintessential characteristics of the Judaic Messianic narrative, whose structure typically proceeds as follows: the world confronts an immense crisis of which the majority remains unaware; only a select few prophets perceive the danger; these prophets must be entrusted with authority; and they shall deliver salvation to the world.

Schaeffer et al. show LLM "emergent abilities" often reflect discontinuous metrics masking smooth capability growth. But grokking, induction heads, and Curie-point-style transitions prove genuine phase transitions exist.

所有的战争与和平，爱恨与悲欢，都在这颗名为「地球」的微尘上，日复一日地上演。

Many software engineer and programmers always plumb into a dilemma: they are complacent about technology details they comprehend. And little did they know there are almost nothing have to do with code in life.