AI consulting
I help teams ship AI systems that work
Most teams can get a demo running. The hard part is shipping something reliable: an agent that uses tools without going off the rails, a retrieval system that returns the right context, a model that runs where your data is allowed to live. That is the work I do with a small number of companies at a time, from early strategy through software in production.
I've spent over a decade building and scaling machine learning systems. I'm a Google Developer Expert in AI/ML, I created localGPT, and I teach these methods to a large community of engineers on YouTube. I bring that depth directly to your problem.
What I help with
- Agentic systems
- Designing agents that plan, use tools, and act, with the harness, evaluation, and guardrails that make them dependable instead of demo-only.
- Retrieval and RAG
- Grounding models in your own data with retrieval that goes beyond naive similarity search, tuned for accuracy on the questions that matter to you.
- Local and open-weight models
- Running capable models privately, on your own hardware or inside your cloud, for the cases where data cannot leave the building.
- Strategy and enablement
- Helping leadership and engineering cut through the hype, choose the right approach, and level up through workshops and hands-on guidance.
How I work
- Advisory
- Ongoing strategic guidance for founders and teams building with AI.
- Hands-on builds
- Architecting and building a system alongside your engineers.
- Workshops
- Focused, practical training to bring a team up to speed quickly.
Tell me what you're building.
The best place to start is a short email about your problem, your stack, and your timeline. I read every one.
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