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m_flow

FlowElement-xinliuyuansu tarafından

A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.

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README'den

M-flow RAG matches chunks. GraphRAG structures context. M-flow scores evidence paths. Retrieval through reasoning and association — M-flow operates like a cognitive memory system. m-flow.ai · flowelement.ai · Quick Start · Architecture · Examples · OpenClaw Skill · Contact What is M-flow? The real shift is not whether a system builds a graph, but what the graph is allowed to do at retrieval time. Graph topology encodes relevance. In most RAG systems, retrieval is still dominated by similarity: the query is embedded, textual units are ranked by vector distance, and structure—if present—mainly…

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