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Applied AI·October 14, 2026·1 min read

OpenAI claims an ex-employee took its product plans and presented them to Apple

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Allegations that an ex-employee moved >100 files of product plans to a personal account and then to a major platform partner highlight how sensitive AI roadmaps have become. If you’re building core models or infra, treat internal product strategy like source code—lock down exfil paths, tighten offboarding, and assume competitors will litigate IP boundaries.

Applied AI

Data centers use as little as 60% of power consumed for actual AI work, Nvidia claims — failures and restarts 'consume' a whopping 10% of every watt used

If only ~60% of your power budget reaches useful AI compute and 10% is lost to failures and restarts, optimization at the facility and orchestration layer is now a direct margin lever. Infra leaders should be instrumenting failure-induced waste and pushing vendors like Vertiv and Nvidia for concrete efficiency roadmaps, not just more megawatts.