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Applied AI·July 12, 2026·1 min read

AI Boosts Research Careers but Flattens Scientific Discovery

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If AI helps researchers publish more but converges them on the same safe ideas, you get career acceleration with fewer breakthrough discoveries. R&D leaders should treat AI as a force multiplier for exploration only if they deliberately protect time and incentives for weird, low-consensus work.

Applied AI

Sources: Apple is already taping out M7 with major NPU upgrades, and plans M7 Ultra with 1.5TB RAM, and M8, for 2028; new Pencils are coming with a new iPad Pro

Apple planning M7/M7 Ultra with major NPU upgrades and up to 1.5 TB RAM is a clear tell—on-device AI is being treated as a long-horizon, system-level bet, not a feature. If you build Mac software, assume a world where local models and massive context windows are standard and architect for offline, privacy-sensitive workloads now.