I build intelligent RAG (Retrieval-Augmented Generation) chatbots and knowledge systems that give your AI accurate, up-to-date answers from your own data. Using vector databases (Pinecone, Weaviate, pgvector), advanced chunking strategies, and hybrid search, I create systems that understand your documents, codebase, or knowledge base — and respond with precision. Every system includes smart document ingestion pipelines, semantic search, citation tracking, and conversational memory. Whether it's customer support, internal documentation, legal research, or technical knowledge management, I deliver chatbots that actually know your business.