Athrael.netTag:python
All the articles with the tag "python".
Snappy: Your Vision Retrieval Buddy!
How Snappy evolved from the nextjs-fastapi-colpali template into a vision-first document retrieval system
The Most Beautiful RAG: Starring ColPali, Qdrant, Minio and Friends
Updated:An end-to-end, page-level Vision RAG template with ColPali-style embeddings, Qdrant multivector retrieval (with optional binary quantization), and MinIO-backed storage — dockerized and API-first.
Audio RAG with ColQwen2.5-Omni
An audio RAG system that processes video URLs and answers questions about their content using ColQwen2.5-Omni and OpenAI audio
The Most Beautiful RAG: Starring Colnomic, Qdrant, Minio and Friends
Updated:Introducing the first project in my little-scripts monorepo - A simple, yet beautiful RAG implementation using Colnomic, Qdrant and Nomic
Down the Rabbit Hole - One step closer to Production Grade GraphRAG
After my initial experiment with GraphRAG using Qdrant, Neo4j, and Ollama, I took on a journey to build a more dynamic and context-aware system. This post dives into the details of how I constructed a dynamic ontology for NLP GraphRag.