Published on28 October 2025Snappy: Your Vision Retrieval Buddy!ragretrieval-augmented-generationvisionmultimodalcolpaliqdrantminiofastapipythonvector-searchnextjsfrontenddocument-retrievalHow Snappy evolved from the nextjs-fastapi-colpali template into a vision-first document retrieval system
Published on22 August 2025You too can run the Vidore Benchmark with less than 32GB of GPU VRAMvidorebenchmarkcolpaliraggpu-poorpytorchmtebQuick, practical notes to run the Vidore benchmark smoothly on a single 32GB GPU: dtype, batch size, and common OOM fixes.
Published on15 August 2025The Most Beautiful RAG: Starring ColPali, Qdrant, Minio and Friendsragretrieval-augmented-generationvisionmultimodalcolpaliqdrantminiofastapipythonvector-searchnextjsfrontendbinary-quantizationAn 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.
Published on3 July 2025The Most Beautiful RAG: Starring Colnomic, Qdrant, Minio and Friendsragretrieval-augmented-generationqdrantvector-searchcolbertlate-interactionllmpythonlittle-scriptsembeddingssemantic-searchcolpalicolnomicIntroducing the first project in my little-scripts monorepo - A simple, yet beautiful RAG implementation using Colnomic, Qdrant and Nomic