// consulting + engineering
I build AI systems
that don't break
in production.
Full-stack AI consulting for teams who need someone who's done it before. From classical ML to LLM pipelines — model development, clinical AI, intelligent automation. No decks, no fluff — working code and clear thinking.
// services.map(s => s.description)
strategy
short engagement
Architecture reviews. Model selection. Build-vs-buy. You get a doc, not a deck.
implementation
medium/large project
ML models, LLM integrations, RAG / data pipelines, evaluation harnesses. Prototype to prod.
fractional
monthly
Senior AI eng on speed dial. Async by default, calls when it counts. No standups required.
// latest posts
Most of your AI problems don't need an LLM strategyStrategy
Build-vs-buy for clinical AI: a framework strategyStrategy
Senior AI engineering for companies past the prototype.
I help teams turn AI experiments into production systems that hold up under real traffic, real compliance requirements, and real business pressure. Strategy, implementation, and ongoing advisory — from someone who's shipped it before.
What I Help With
AI Strategy
1–2 week engagements
A clear recommendation on what to build, what to buy, and what to skip. Delivered as a working document with architecture decisions, cost modeling, and a phased roadmap — not a slide deck.
Production ML Systems
Scoped projects
End-to-end engineering for AI features that need to work reliably at scale. LLM integrations, data pipelines, retrieval systems, and the evaluation infrastructure that tells you whether it's actually working.
Ongoing Advisory
Monthly retainer
A senior AI engineer your team can rely on for the hard problems — architecture decisions, code review, implementation guidance. Available when it counts, without the overhead of a full-time hire.
Latest Writing
Most of your AI problems don't need an LLM strategyStrategy
Build-vs-buy for clinical AI: a framework strategyStrategy
Want to work together?
30 minutes. No pitch. Just a conversation.