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TechCrunch 报道 Tony Fadell 在 MIT Future Fest 上复盘 Rabbit R1、Humane Ai Pin 等第一代 AI 硬件为何失败——它们未解决真实痛点，且普通消费者既不知如何使用也不信任个人 AI 助理；他指出信任与安全是关键，并认为苹果在硬件与芯片上最有可能做出真正成功的 AI 助手产品。
A researcher asks the AI agent-building community whether they would let their agent participate in someone else's workflow, exploring trust, access control, approval workflows, and monetization models for a marketplace of specialized agents built and owned by different people.
A federal judge granted a preliminary injunction blocking the Trump administration's policy to revoke visas and deport non-US citizens working in content moderation, ruling that the policy was overly broad and lacked clear justification.
A detailed thread recounts the career of Joe Sullivan from federal prosecutor to Uber's CSO and his felony charge, his time at Cloudflare, and the importance of radical transparency in security.
The article discusses the risk of AI agents becoming channels for spam-like product recommendations and explores potential governance mechanisms, such as quality ratings and transparency requirements, to prevent the ecosystem from being polluted by low-quality or deceptive content.