This article argues that modern LLMs plateau because language is only one projection of meaning. It proposes a topological model of intelligence—where words, faces, sounds, and forms coexist in a unified geometric field—as the foundation for true AGI, outlining the theory, current evidence, ethical risks, and a roadmap toward future ASI.