A dual-layer framework enhancing LLM abstract synthesis through standard output expansion and omnidirectional insight generation, with applications in AI design and creative ideation.

Framework structures causes for AI hallucinations and provides countermeasures

A decision dynamics model that pinpoints when discussions need to shift to a resolution focus. With LLMs' heuristic quantification of decision metrics., broad application to any decision-making process.

An experimental research project developing a foundational theory of frameworks — the structures through which the human mind constructs and engages with reality.

NHQ: A methodology leveraging LLMs’ neural nets for heuristic quantification of abstract concepts, enabling frameworks to deliver transformative outcomes.

A novel framework exploring communication edge cases—errors, weighted traits, generality—that shape meaning, with applications for LLM clarity.

I externalize the genius inventions life has created over 3.8 billion years—its ways of knowing, updating, and exploring the unknown. My work builds conceptual systems and tools that help future children grow new forms of intelligence and carry civilization forward.

A conceptual framework that redefines the unknown as an independent entity (Michi) and models its intrinsic directionality (Michi‑Drive) across biological and artificial systems