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The research behind every drop.

Real, sourced investigations into funding, policy, markets, labs, technology and jobs — the signal we turn into each week's series. Every number is cited. Search below for what applies to you.

Purdue's $100 Million AI Workforce Program Answers to the Navy. Nobody Else's Does.
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Purdue's $100 Million AI Workforce Program Answers to the Navy. Nobody Else's Does.

As universities move from standalone AI courses to industry-governed pipelines, compute infrastructure, internships, and federally funded consortia, who is actually shaping the technical workforce: faculty, federal agencies, or the companies sitting on advisory boards?

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Purdue's $100 Million AI Workforce Program Answers to the Navy. Nobody Else's Does.

As universities move from standalone AI courses to industry-governed pipelines, compute infrastructure, internships, and federally funded consortia, who is actually shaping the technical workforce: faculty, federal agencies, or the companies sitting on advisory boards?

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Florida Turned Its Supercomputer Into Plumbing. 30,800 People Now Just Use It.

What changes when a university stops treating AI as a course or lab and starts operating it like shared infrastructure — compute, models, data, training, governance, and access for thousands of users?

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An AI Agent Just Learned to Turn a Jammed Microscope Knob. MIT Spent Today Asking What Happens If One Gets Hacked.

Are the most commercially important AI agents about to leave browsers and IDEs and enter laboratories, factories, robots, and supply chains — and what new verification, cybersecurity, and systems skills does that create?

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Universities Just Handed AI Agents the Keys to the Lab. Nobody's Worked Out What It Costs.

Are U.S. universities quietly turning software engineering students into scientific operators as agentic AI moves from coding assistants into autonomous research workflows?

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NSF's $100M AI Hub Program Won't Fund the Computers. It'll Fund Whoever Can Already Work Together.

Which university ecosystems are best positioned to capture the NSF's new $100 million State and Regional AI Infrastructure Hubs program — and what student, startup and workforce opportunities appear around those compute hubs before the awards are made?

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GitHub Just Made Agent Orchestration a Normal Part of Shipping Code. Almost No CS Program Teaches It Yet.

If employers increasingly hire engineers to orchestrate, evaluate and secure AI agents, which university curricula are already teaching the workflow skills that map to the emerging job — and which are still teaching around it?

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