Writing
Notes & essays
Occasional writing on engineering leadership, AI products, real-time systems, and what it takes to build software inside research labs.
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Compressing a two-week study into an afternoon
What it takes to put an LLM in the middle of a regulated, document-heavy workflow — and where the model is the easy part.
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Engineering for research is a different job
Lessons from building NIH-funded platforms where the requirements are hypotheses, not specs.
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Real-time is a product decision before it's a technical one
Notes from building WebRTC and WebSocket systems for interviews, therapy sessions, and multiplayer research tasks.