I build AI products end to end, from agent design and retrieval to the APIs and interfaces people use. My work focuses on agentic systems, MCP integrations and LLM tracing.

Production-RAG-MCP
RAG service with document ingestion, semantic search, a web chat widget and an MCP endpoint.
_{FastAPI · ChromaDB · Sentence Transformers · Docker}

Medical-Bot
RAG chatbot for medical documents, working with Gemini and OpenAI models.
_{Python · Docker · AWS}

gemini-rag-ragas-eval
RAG pipeline measured with Ragas evaluation.
_{Gemini · LangChain · FAISS · Ragas}

YouTube Comments Sentiment Analysis
Sentiment pipeline from data collection to tracked experiments.
_{Python · MLflow · Docker}

microgpt
Small GPT model, following Andrej Karpathy's microgpt.
_Python