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Reach for Claude Code when the work is code in a repo; reach for Cowork when the work spans documents, research, and apps. One is a terminal coding agent for developers; the other is a general office agent for founders and operators.
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LanceDB and Chroma give you retrieval. mem0 and Zep give you memory. Teams reach for a memory layer when a vector database would have done — and reach for a raw vector database when they're about to rebuild mem0 by hand. Here's the line between them.
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They look like rivals but answer three different questions. Pick by the job — discovery or extraction — not by the logo you saw first.
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A deep agent's harness is a context-window and latency tax you pay up front to survive long tasks. On short ones it buys nothing. Here's the line.
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