Research · Ideas · Practical Insight

Better reasoning for more capable organizations and AI systems

Independent research and writing at the intersection of organizational reasoning, AI systems, and compute architecture.

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Research Areas

Three distinct programs of inquiry.

Each research area has its own questions, maturity, and methods. They meet where problems of reasoning, capability, state, and system design cross layers.

Organizational Reasoning

How organizations think, operate, and improve.

A developing framework for understanding how organizations perceive situations, connect evidence and expertise, exercise judgment, act, and learn.

Framing · Expertise · Judgment · Learning

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AI Systems

How AI systems reason, learn, and can be more useful.

Research on reasoning, learning, continuity, evidence, authority, durable capability, and efficient intelligence in increasingly capable AI systems.

Reasoning · Transfer · Continuity · Authority

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Compute Architecture

How compute systems create the conditions for more capable AI.

First-principles exploration of locality, state, capability, specialization, data movement, and whole-system efficiency.

Locality · State · Specialization · Efficiency

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Writing

Recent Articles

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AI Systems · Article

AI Can Make Bad Reasoning Faster

Why capable AI can amplify flawed framing, bad data, and weak reasoning - and why correct answers are not enough

Oct 19, 2026 · 12 min read