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retrival

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Meridian is a vision-language representation model built directly on top of a standard CLIP (ViT-B/16) backbone. Unlike typical contrastive models that project image and text representations into a flat Euclidean vector space, Meridian maps multimodal features onto both a continuous hyperbolic manifold (Lorentz manifold) and a flat Euclidean space.

  • Updated Oct 6, 2026
  • Python

Production-oriented RAG pipeline for internal documents using hybrid dense + BM25 search, RRF fusion, cross-encoder reranking, confidence gating, and verified citations. Includes FastAPI APIs, Qdrant storage, evaluation benchmarks, testing, Docker deployment, and a monitoring dashboard.

  • Updated Oct 7, 2026
  • Python

Explore the evolution of Retrieval-Augmented Generation (RAG) through three progressively sophisticated pipelines built with Langflow: Naive RAG (basic retrieval), Advanced RAG (semantic chunking + re-ranking + hallucination control), and Modular RAG (multi-store routing with LLM-powered query classification).

  • Updated May 9, 2026

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