You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

Euphoria” returns Sunday with its starry cast for a third season on HBO Max. The TV series was a launchpad for the careers of ...

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