Turing College Logo

Smart document search system

Smart document search system

About this project

A per-session document assistant: each chat session works with the PDFs uploaded into it —
answering questions, extracting information, and generating summaries, presentations, Word
documents, and PDFs from that session's own documents. There is an evaluation system for documents
and a comparison with semantich search and hybrid search for them.

Agentic RAG with web-search tool and langGraph and hybrid Search is used. 
RAGAs is used in evaluation part to compare semantic and hybrid search results. 
Below the graph used in langGraph is shown:
Whenever evaluator decides that the requirements defined is satisfied or timeout define occurs it returns to user.

Created byAtes ATES
Published atJuly 6, 2026
CourseAI engineering
Looking for
New job
Open LinkedIn