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Let's talk.

I work with a small number of teams each quarter on AI architecture, training pipelines, and agentic systems. If something on this site resonated, I'd love to hear what you're building.

A note on what I take on

  • · Architecture reviews — looking at an AI system you're about to build or scale.
  • · Training-pipeline design — SFT, GRPO, RLHF, eval, reward modeling.
  • · Agentic system audits — multi-agent flows, tool use, retrieval, observability.
  • · Workshops — hands-on sessions for teams getting started with LLMs in production.