Contact

For architecture-heavy technical work, research collaborations, writing, publication, speaking, or selective advisory conversations.

How to reach out

The most useful inquiries are clear about the problem, the constraints, and the desired outcome. A short, concrete description beats a polished pitch every time.

Best-Fit Inquiries

These are the kinds of conversations that tend to be the best fit.

Architecture & Protocols

System design, protocol analysis, threat modeling, proofs, mechanism design, and verification-heavy technical problems.

ML Infrastructure & Secure Systems

Distributed ML, deployment architecture, air-gapped or high-constraint environments, edge inference, and production workflows.

Research, Writing & Technical Synthesis

Research collaboration, technical memos, publication, long-form synthesis, and translating difficult systems questions into clear language.

Knowledge Platforms & Public Capability

Schema design, capability infrastructure, retrieval systems, curriculum architecture, and teach-forward knowledge products.

Speaking & Interviews

Conversations on verification, AI, money, capability, culture, institutional drift, and related systems questions.

Direct Contact

Email is the fastest path. LinkedIn and GitHub are also here for context, prior work, and verification.

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