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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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In the computing and information sciences Ph.D., you will conduct both foundational and applied research to address diverse and important challenges within and beyond computing and benefit from ...

AI is transforming research. These AI tools for research will help you keep up with the times and take your research to the next level.