WorldSeed: The Reformation of AGI

The Manifesto for the "Reformation of AGI". This paper addresses the fundamental epistemological crisis in contemporary Artificial Intelligence: the decoupling of Scientific Form (syntax, logic, structure) from Scientific Spirit (falsifiability, causality, grounding). While current Large Language Models (LLMs) exhibit the perfect form of intelligence, they function as "Brains in a Vat," capable of mimicking reasoning but incapable of physical verification. We argue that without an axiomatic physical interface, AGI remains a "Cargo Cult"—a system that performs the rituals of science without understanding the thermodynamics of reality. WorldSeed is introduced as the architectural solution to reunite the Ghost with the Machine. Core Theses: The Great Decoupling: Why models trained on text (W_Text) inevitably hallucinate in physics (W_Phys). The SABO Protocol as Form: Providing a rigorous container (State, Action, Boundary, Observer) to replace vague token probabilities. The Runtime as Spirit: Restoring the "Scientific Spirit" through Sim2Real verification. In WorldSeed, prediction error serves as "digital pain," forcing the AI to align its internal models with external reality. Redefining AGI: Moving from a "Universal Function Approximator" to an "Embodied Legislator." Key Insight: "We taught AI to read, but we forgot to teach it to touch. Pain is Truth. Only within the SABO architecture can an AI learn that a wall is hard not because it read it in a dataset, but because it tried to pass through it and failed." This document complements the technical specifications and operational guidelines of the WorldSeed architecture.