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Memory Systems

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No Memory, No Harness: Why the Database Is the Last Line of Defense — Kay Malcolm, Oracle Sep 14, 2026 · 21:37 AI agents are powerful, but they are incomplete without a robust memory system. The database must serve as the central nervous system, unifying relational, graph, and vector data to ensure a single source of truth for enterprise context.

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Stop Renting Your AI's Memory — Dylan Couzon, Qdrant Oct 2, 2026 · 15:17 Superintelligence is coming, but who owns the memory? Dylan Couzon argues that while models are moving to local hardware, the critical memory layer must also be owned. He demonstrates Qdrant Edge, an embedded vector search engine that enables private, persistent, and searchable AI memory offline.

AI Engineer

Stop Renting Your AI's Memory — Dylan Couzon, Qdrant

Superintelligence is coming, but who owns the memory? Dylan Couzon argues that while models are moving to local hardware, the critical memory layer must also be owned. He demonstrates Qdrant Edge, an embedded vector search engine that enables private, persistent, and searchable AI memory offline.

Read article

AI Engineer

No Memory, No Harness: Why the Database Is the Last Line of Defense — Kay Malcolm, Oracle

AI agents are powerful, but they are incomplete without a robust memory system. The database must serve as the central nervous system, unifying relational, graph, and vector data to ensure a single source of truth for enterprise context.

Read article