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What to include. One or two lines on what you’re building and what’s going wrong: the stack, the scale, and where it hurts. That’s enough for me to tell you whether I can help.

I work on production AI systems (RAG, agents, model serving), AWS and Kubernetes infrastructure, and Rust and Go services. If a call is the right next step, we’ll set up thirty minutes, at no charge.

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