I build practical AI functionality for web applications using modern LLM APIs, retrieval-augmented generation, embeddings, tool calling, and backend APIs.
I can develop document Q&A systems, AI chatbots, RAG pipelines, LLM API integrations, structured AI workflows, retrieval systems, and AI features integrated into existing web applications.
My focus is not simply connecting an application to an LLM. I also consider grounding, retrieval quality, citations, validation, failure handling, evaluation, and production reliability.
Depending on the project, the system can be implemented with Python/FastAPI and integrated with React or Next.js applications.