🚨 BREAKING: @Huawei just launched its first-ever laptops powered by HarmonyOS — officially breaking away from Windows & macOS dominance 💻🇨🇳 No Intel. No Windows. All Huawei. MateBook Pro & MateBook Fold are here — and they're not playing around. 👀

If you've adopted AI at your company but haven't seen any tangible results, read this 1990 article: "The Dynamo and the Computer" by Paul David. When electricity first arrived, factories that "adopted" it barely got faster. They just swapped the steam engine for an electric one and ran everything else exactly as before: same machine layout, same workflow, same management. Electricity in, no real gains out. The most common mistake with any new technology is to drop it into the old organization and then declare the transformation done. The real leap came decades later, when each machine got its own small motor. Suddenly machines no longer had to be lined up around one central drive shaft. They could be rearranged around the actual flow of work. The productivity gains didn't come from electricity. They came from REDESIGNING THE ENTIRE FACTORY around it. AI is the same. Bolting it onto your existing process gets you a faster steam engine. The payoff comes when you redesign the work itself. (link to paper in comments)

A human brain uses 12-20 watts for core thinking while an AI system doing the same processing could use 2.7 billion watts. This makes organic brains roughly 100–225 million times more energy-efficient than current silicon-based systems for full biological neural computation.