Production LLM Systems
LLM Systems and RAG Product Engineering
LLM systems engineering for RAG assistants, internal AI tools, evaluation loops, and production GenAI MVPs.
What I Build
I help teams move from prompt demos to usable systems: retrieval, context pipelines, tool calling, evaluation, logging, fallback behavior, and deployment. The emphasis is on systems that non-technical users can operate repeatedly.
Best Fit
This is useful when a startup or institute has a concrete workflow, messy data, and a need for a production-grade AI layer rather than another isolated prototype.