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.

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Pachaug State Forest in Voluntown is Connecticut’s largest state forest, sprawling across 27,000 acres of pure natural wonder that’ll make you forget you’re in one of the most densely populated states ...