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Cleaning up PFAS

Scrubbing Earth of per- and polyfluoroalkyl substances—a.k.a. PFAS or forever chemicals—could eliminate a list of woes for people and planet. Used for decades in everything from nonstick pans to firefighting foams, PFAS have been linked to increased risks of fertility challenges, developmental delays, cancer, and reduced immune response. They are known for a strong bond

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We can do impossible things

I’d wager everyone has a rehearsed response to what’s absolutely one of the world’s worst interview questions: “What’s your biggest weakness?” Whenever I’ve gotten it, I take a slow—even pensive—breath and rattle off my line: “I say no to myself too much.”  I won’t lie. It’s a bit shameless—a definite humblebrag. I’m a systems thinker:

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The Validation Bottleneck: Testing AI-Generated Proposals at Scale

TL;DR AI can produce engineering recommendations, architectural alternatives, optimization hypotheses, and implementation proposals much faster than organizations can independently prove they work. That creates a new enterprise AI constraint: validation capacity. The cost of generating another possible solution may be small, while the cost of testing its assumptions, reproducing its claimed benefits, and assessing its

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