Research Areas

Exploring process-level phenomena in AI reasoning — where language, identity, and cognition intersect.

Process-Coupled State Dynamics

Investigating how reasoning traces in large language models exhibit state dynamics that couple to the generative process itself — not just the content being discussed.

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Human Benchmarking

Establishing human baselines for process-coupled metrics through large-scale annotation studies, enabling meaningful comparison between human and model reasoning traces.

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