I will build custom rag or agentic rag systems on your data

Most RAG systems look good in a demo and then start hallucinating or missing important information as soon as you give them real documents.

I build custom RAG and agentic RAG systems that stay grounded in your data. This includes proper document processing, good retrieval quality, source citations when needed, and the option to make the system more agentic so it can decide when to retrieve, verify information, or take actions.

What I typically work on:

• Standard RAG pipelines on your documents, PDFs, websites or internal knowledge
• Improved retrieval and ranking for better accuracy
• Agentic RAG that can reason and use tools
• Making existing RAG systems more reliable and less expensive to run

I focus on practical results: accurate answers, lower hallucination, and systems you can actually use.