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Applied AI·October 31, 2026·1 min read

I built an AI Tamagotchi before Meta could

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A hobbyist cloning the Muse Charm concept with off‑the‑shelf hardware and cloud models shows how thin the moat is around many AI gadgets. If your hardware roadmap is just a cute shell around a general model, the defensibility has to come from distribution, brand, or proprietary data—not the device itself.

Applied AI

US forces in Europe are bracing for 'Ukraine's worst day.' AI could help them fight an overwhelming flood of missiles and drones.

AI-assisted targeting and defense against mass drone and missile barrages is moving from theory to operational planning — volume and coordination, not single-asset performance, are the constraint. Defense and dual-use vendors should assume procurement will favor systems that can ingest heterogeneous sensor data and make time-critical recommendations under fire.