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Applied AI·November 7, 2026·1 min read

NYT Cooking’s AI assistant saved my weeknight chicken, but almost ruined my cake

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Consumer assistants that are “good enough” for low-stakes tasks but unreliable for precision work will train users to compartmentalize trust by domain. If you’re deploying AI into workflows where failure is costly, build explicit guardrails and UX that signal when the model is out of its depth.

Applied AI

Exponential Time Hypothesis co-proposer Russell Impagliazzo calls OpenAI's disproof "shocking news"; it could one day speed up chip design and break encryption

If ETH is genuinely broken, the long-term map for both chip design optimization and public-key cryptography is now probabilistic, not stable. Treat this as an early signal to shorten crypto-agility timelines and assume some “hard” combinatorial problems may become tractable within a planning horizon, not just in theory papers.