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

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

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.

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

Framework structures causes for AI hallucinations and provides countermeasures

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