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Shuge Unlimited
Shuge Unlimited
Jun 14, 2026 · Artificial Intelligence

Beyond Vector Storage: Inside Milvus 2.6’s Three‑Layer AI Agent Architecture

Milvus 2.6 transforms from a pure vector‑storage backend into a full‑stack AI‑Agent infrastructure by introducing a three‑layer capability system—coding‑rule, protocol, and runtime—covering memory, retrieval, and tool backends, hybrid search, strict operation ordering, and multiple integration paths, while contrasting traditional RAG with agent‑driven modes.

AI agentsHybrid searchMCP
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Beyond Vector Storage: Inside Milvus 2.6’s Three‑Layer AI Agent Architecture