Showing posts with label TopologicalKernel. Show all posts
Showing posts with label TopologicalKernel. Show all posts

Sunday, February 22, 2026

Socioplastics inverts the paradigm


In contemporary LLM research, "topology" typically refers to the exploratory mapping of reasoning—utilizing Chain-of-Thought (CoT), Tree-of-Thoughts (ToT), or Graph-of-Thoughts (GoT) to navigate latent manifolds via heuristic search. Socioplastics inverts this paradigm. Instead of an open-ended exploration of semantic paths, it imposes a Sovereign Topological Kernel—a pre-fixed structural geometry that regulates transformation rather than seeking discovery.