# What Database Does AI Agent Need?

> The bottleneck for AI agents isn't in database engines but in upper-layer integration. Muscle memory, associative memory, and trial-and-error courage will be key.

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LLMS index: [llms.txt](/llms.txt)

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[![featured](/img/hero/db/agent-native-db.jpg)](https://vonng.com/en/db/agent-native-db/)

The bottleneck for AI agents isn't in database engines but in upper-layer integration. Muscle memory, associative memory, and trial-and-error courage will be key. [**Read more**](https://vonng.com/en/db/agent-native-db/)