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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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Build your first fully functional, Java-based AI agent using familiar Spring conventions and built-in tools from Spring AI.