> i help teams build llm systems that work gracefully in production.
i help with harnesses, caches, evals, and the failure modes.
here is what i do_
audit / rescue_fixed-scope
i help with live llm systems — costs creeping, agents looping, outputs drifting. i find the failure modes, the cost leaks, and the safety holes.
hands-on building_embedded
i design: agent harnesses, rag pipelines, eval suites, observability. production code.
consulting / advisory_ongoing
i advise on caching strategy, model routing, quantization, evals.
> tell me about what you're building.