Python library for MUVERA multi-vector retrieval via Fixed Dimensional Encodings. ColBERT / ColQwen2 / ColQwen3.5 compatible.
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Updated
May 25, 2026 - Python
Python library for MUVERA multi-vector retrieval via Fixed Dimensional Encodings. ColBERT / ColQwen2 / ColQwen3.5 compatible.
MVR-Data defines how multi-vector retrieval data is organized at runtime and packaged for interchange using Apache Arrow.
TopK is a search engine for accuracy-critical AI applications, delivering hybrid search, multi-vector (late-interaction) retrieval, dense and sparse vector search, BM25 keyword search, custom ranking, document parsing, and grounded question answering through a single API.
Exhaustive Scanning Method for Multi-Vector Retrieval Tasks. (This tool can be used to generate embeddingp-level groundtruth for MVR datasets)
AI agent that intercepts SaaS subscription cancellations and autonomously determines personalized retention offers using LangGraph multi-agent loops, ChromaDB multi-vector RAG, and DeepSeek LLM with policy guardrails.
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