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Emily Barnes

As seen in: MSN UK, Wiley Online Library, The Yorkshire Post, Akron Beacon Journal, The Desert Sun (Palm Springs, CA), Yorkshire Evening Post, The Canton Repository, Ventura County Star, Visalia Times-Delta, Record Searchlight and
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Articles

The Great Atrophy: How AI Efficiency Is Quietly Killing Human Expertise

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By Emily Barnes
| VKTR.com
AI is cutting entry-level roles, but the real risk may be the collapse of the expertise pipeline those jobs once created. Key Takeaways AI automation is eroding entry-level roles that once trained future technical experts. Cybersecurity is a major risk area, as fewer junior analysts means less tacit knowledge to spot subtle threats. Organizations may face a leadership crisis as a fewer workers develop the hands-on expertise needed to oversee complex AI-driven systems.
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Higher Ed Needs a New Way to Measure Learning

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By Emily Barnes
| VKTR.com
Generative AI has made the college essay harder to trust — and AI detectors aren’t fixing the problem. Uniform arguments surfaced across a professor’s desk near midnight as structured essays adhered to citation conventions and followed rigid academic patterns. The writings exceeded earlier classroom performance with a precision that repeated across multiple submissions. Every composition drew upon an identical case study and cited sources in a nearly identical sequence.
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The Civilian Blast Radius: AI’s Unified Attack Surface Is a National Security Crisis

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By Emily Barnes
| VKTR.com
AI integration is collapsing the line between civilian infrastructure and national defense, turning water systems, power grids and more into security risks. On March 14, 2026, municipal water networks across Ohio and Pennsylvania obeyed a lethal command recorded in their own logs. Predictive maintenance systems over-pressurized miles of pipes and valves, causing more than 200 mains to rupture and inundate entire neighborhoods in minutes.
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