The Manush AI Blueprint: AGI Research, Humanoid Robotics, and the Geometry of Consciousness

Abstract This paper presents a comprehensive theoretical and engineering framework for the development of a new paradigm of Artificial General Intelligence (AGI) — the Manush AI Blueprint. The framework rejects the prevailing "Scaling Hypothesis" of contemporary AI, which proposes that increasingly large Large Language Models (LLMs) trained on statistical text corpora will eventually yield general-purpose intelligence. Instead, we argue—drawing from cognitive neuroscience, differential geometry, integrated information theory, thermodynamics, and ancient Vedantic non-dualism—that true intelligence is fundamentally embodied, causally grounded, and geometrically structured.