Российский врач вернется к работе после истекшей кровью пациентки14:48
曼彻斯特大学国民医疗服务体系信托基金会未对具体病例置评，但表示"患者康复与安全是我们所有治疗计划的首要考量"。
What was considered a state-of-the-art agent architecture six months ago is already legacy. We went from basic tool calling, to complex ReAct loops, to multi-agent frameworks, to entirely new model capabilities (like native tool-calling APIs) in less than 18 months. Even though model reasoning capabilities got a lot better, the hype is outpacing our ability to actually build anything with them due to the lack of standardization. Let me give you some examples (another warning: this will get quite techincal).
武汉现"机器人启蒙基地" 逐步培养机器人拟人化能力