‘Unbelievably dangerous’: experts sound alarm after ChatGPT Health fails to recognise medical emergencies | Study finds ChatGPT Health did not recommend a hospital visit when medically necessary in more than half of cases

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The AI community has already made its choice. AlphaProof (Google DeepMind), Aristotle (Harmonic), SEED Prover (ByteDance), Axiom, Aleph (Logical Intelligence), and Mistral AI all build on Lean. Every major AI reasoning system that has achieved medal-level performance at the International Mathematical Olympiad used Lean. No competing platform was used by any of them. The future is much larger than today’s early applications.

在能力的提升、生态的健全、资源的投入影响下,各行各业正在尝试把智能体真正的用起来。根据麦肯锡2025年全球调研显示,约62%的受访组织已在部分业务中尝试智能体(23%为至少一个场景的规模化部署,39%为试验性应用);但从业务职能的具体采用数据来看,产业对智能体的应用还处于早期阶段:根据该调查,对于智能体应用最多的职能依次是IT、知识管理、营销和服务,以应用最多的IT为例,仅有2%和8%的受访企业IT部门全面规模化(Fully Scaled)和规模化(Scaling)的应用智能体,以及6%和7%的企业IT部门试点(Piloting)和试验(Experimenting)的应用。,这一点在safew官方下载中也有详细论述

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