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Call It · Same Key for State and Vectors · Sample Shape · Not a Live Host
PUT /state/{key} {"ttl": 3600}
PUT /vectors/{key} {"embedding": [0.12, -0.04, 0.88]}
POST /query {"vector": [0.11, -0.03, 0.90], "k": 3}
This runtime: is a vector database with durable state in the same process · Embeddings sit next to keys, queues, and session context · No invented benchmarks on this page.
Agents: tool-call history and embeddings in one runtime, so the next step finds the right note, not a Redis plus a vector box.
Edge: kiosk or POS state that survives a power cut on a small disk, then pulls the matching note back.
State = It Still Remembers · Match = It Finds the Right One
AhanaFlow is a vector database with durable state in the same process · Built for teams that today run Redis plus Pinecone, or Postgres plus pgvector.