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Enterprise AI Spending Controls: Lessons from Meta and Microsoft
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Executive reviewing enterprise AI spending controls dashboard showing rising software subscription costs across teams
October 8, 2026 Dr. Yousef Shaheen Comments(0)

Enterprise AI Spending Controls: Lessons from Meta and Microsoft

Microsoft cut monthly AI spending ceilings in its cloud and AI division from $100,000 per employee to roughly $10,000. Meta watched its Claude Code user count fall from about 60,00...

Tablet displaying a digital prescription approved without a doctor's signature under Utah AI prescribing regulation
October 7, 2026 Dr. Yousef Shaheen Comments(0)

AI Prescribing Regulation: Utah Removes Human Oversight

Utah just became the first US state to let AI prescribe medication without a clinician signing off on every case. Not reviewing flagged exceptions. Not spot-checking samples. No ca...

Close-up of AI-designed hardware chip layout showing dense circuit traces and processing blocks
October 7, 2026 Dr. Yousef Shaheen Comments(0)

AI-Designed Hardware: Inside OpenTPU’s Open-Source Chip

A chip design mistake costs millions and months. You don't get to patch silicon after it ships, which is why hardware engineering has always been one of the slowest, most heavily r...

Operations manager reviewing AI mathematical reasoning output on a factory floor dashboard screen
October 7, 2026 Dr. Yousef Shaheen Comments(0)

AI Mathematical Reasoning: What It Means for Operations

Every AI tool you've trialled on the shop floor has had the same flaw: it produces answers that sound right. A deviation summary that reads well. A root cause suggestion that fits ...

Balance scale weighing AI benefits against harms, illustrating AI risk tolerance decisions for leaders
October 6, 2026 Dr. Yousef Shaheen Comments(0)

AI Risk Tolerance: Sam Altman’s Tradeoff, Decoded

Sam Altman said society will have to "accept some bad things" for AI to deliver its benefits. That framing made a lot of people uncomfortable. It shouldn't. You already run that ca...

Quality lead reviews AI quality standards on a dashboard beside printed design guidelines
October 6, 2026 Dr. Yousef Shaheen Comments(0)

AI Quality Standards: Scale Craft Without Generic Output

Stripe's Katie Dill has a name for what happens when AI makes building fast and easy: "zombie UI." Software that looks finished, passes review, and has no point of view behind it. ...

Six numbered questions on a whiteboard framing the AI consciousness debate for operations leaders
October 6, 2026 Dr. Yousef Shaheen Comments(0)

AI Consciousness Debate: 6 Questions Operations Leaders Need

Two operators look at the same vision system flagging a weld defect. One overrides it because "the machine doesn't actually understand what it's looking at." The other accepts ever...

Courtroom gavel beside a screen showing AI-generated evidence of a reconstructed victim statement
October 5, 2026 Dr. Yousef Shaheen Comments(0)

AI-Generated Evidence Just Got a Sentence Overturned

An Arizona appeals court just threw out a 10-year sentence because of a video. Gabriel Paul Horcasitas was convicted of shooting Christopher Pelkey at a red light in 2021. Before s...

Factory operations manager reviewing production dashboards while AI model welfare headlines fill nearby screens
October 5, 2026 Dr. Yousef Shaheen Comments(0)

AI Model Welfare Debate: What Manufacturers Should Ignore

Last week, a GitHub project running "torture" experiments on locally hosted LLMs set off a furious argument on X about whether the models were suffering. Effective altruists demand...

MacBook screen showing local AI visual search results as thumbnail frames from factory inspection video
October 5, 2026 Dr. Yousef Shaheen Comments(0)

Local AI Visual Search: Lessons from SCM on macOS

Your plant records thousands of hours of inspection footage, line camera feeds, and operator training video. Try finding the three seconds where a seal failed last March. You can't...

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