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@ -21,7 +21,7 @@ These are probably what you're looking for. A summary of the key points follows
My work clusters into four threads:
- **AI safety and applied AI** — zero-knowledge proofs for cryptographic verification of large language models, as a MARS V fellow with the [Cambridge AI Safety Hub](https://caish.org/mars) (mentored by James Petrie, Future of Life Institute); a Magic: The Gathering reinforcement-learning project on OSCAR; agentic-systems work at xAI on `grok-code-fast-1`; and reasoning, evaluation, and red-teaming contracts with Anthropic, Mistral, and OpenAI.
- **AI safety and applied AI** — zero-knowledge proofs for cryptographic verification of large language models, as a MARS V fellow with the [Cambridge AI Safety Hub](https://caish.org/mars) (mentored by James Petrie, Future of Life Institute); a Magic: The Gathering reinforcement-learning project on OSCAR; agentic-systems work at xAI on `grok-code-fast-1`; and reasoning, evaluation, and red-teaming research contracts.
- **Mathematics** — graph theory, number theory, and theoretical computer science. Public results so far are graph-theory-centered: static coverage and persistence in tree-ball geometry ([preprint](/essays/branch-based-local-capture-in-tree-balls/)); more is in progress.
- **Computer systems and high-performance computing** — the Weenix kernel, a TCP/IP networking stack from scratch in Go, and micro-architectural performance work (SIMD, hardware counters via PAPI, RAPL energy, cross-ISA ports across AVX2 / ARM NEON-SVE / RISC-V V) on Brown's OSCAR HPC cluster.
- **Machine learning** — order-invariant ICD-10-CM embeddings (under review at *JAMIA*, deployed calculator), the NeuroPose 3D-kinematics system in Liqi Shu's lab at Brown Neurology, and ongoing research engineering at [NeuroAI](https://neuroai.health). Undergraduate work has been clinically focused; graduate study broadens the scope.
@ -59,7 +59,7 @@ See [resume (PDF)](/resume.pdf).
- **Shu Laboratory, Brown Department of Neurology** — *Undergraduate Researcher and Technical Lead.* October 2023 – Present. Technical lead on [NeuroPose](/essays/neuropose/); co-lead developer on the [ICD-10-CM embedding model](/essays/beyond-comorbidity-indices/).
- **NeuroAI** Present. [neuroai.health](https://neuroai.health). Early-stage venture of academics and clinicians integrating deep learning, reinforcement learning, and generative AI into clinical and research workflows; leading research-engineering across model development, deployment infrastructure, and system design.
- **xAI** Summer 2025, remote. Contributed to the training of `grok-code-fast-1`, xAI's agentic coding model; built LLM integrations into autonomous agent frameworks and resolved 50+ agentic tool-execution failures.
- **Independent Research Contracting** — *Anthropic, Mistral, OpenAI.* 2025 – Present. Expert reasoning contributions in code and mathematics for agentic workflows, agentic task design and evaluation, AI safety, and red-teaming.
- **Independent Research Contracting** — *Various AI laboratories.* 2025 – Present. Expert reasoning contributions in code and mathematics for agentic workflows, agentic task design and evaluation, AI safety, and red-teaming.
## Selected Projects