Skip to content
Back to index

Multimodal RAG Knowledge System

Graph-augmented retrieval across PDF, Word, image and audio, explored through a D3 constellation graph.

01/2026

Built a modular RAG system helping users sort, organize and access files across multiple formats (PDF, Word, images, audio) through graph-augmented retrieval and cloud file watching. Constructed a FastAPI backend with Qdrant vector search, PostgreSQL and Redis, paired with a D3-powered constellation-graph UI for interactive knowledge exploration.

In plain terms

A tool that reads everything you throw at it — documents, images, recordings — and lets you ask questions in plain language, showing how the answers connect as a map of stars.

The constellation graph explorer: a force-directed graph of ingested files with a file tree on the left and a per-file detail panel on the right, over a semantic search bar

© 2026 Iyed Mdimegh. All rights reserved.