# “The manual model breaks”: What happens when agents write to production data

> Source: <https://thenewstack.io/lakefs-agentic-ai-sandbox/>
> Published: 2026-06-11 17:35:59+00:00

Beneath the chatbots and copilots, there’s a quiet revolution happening in the data services space. From pure-play database vendors to

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