Notion发布全新开发者平台，将工作空间升级为“AI代理中心”。针对此前代理无法连接外部数据、缺乏自定义逻辑等局限，平台引入云端沙箱“Workers”，支持开发者通过Notion CLI部署逻辑代码，实现深度自定义。自2月上线以来，自定义代理已超百万个。
快手推出AI桌面智能体KroWork，面向非技术用户，支持自然语言指令完成文件处理、浏览器自动化及应用生成等办公任务。用户可将重复工作转化为本地应用，无需额外付费。所有操作在安全沙箱环境中执行，数据不上传云端，保障隐私安全。
MiniMax发布全球首个云端沙箱MaxHermes，基于Hermes Agent构建。其核心在于自我进化能力，通过独特的学习闭环机制，在完成任务后自动提炼可复用技能，并依据反馈持续改进，实现“越聊越懂你”的深度交互，彻底告别传统AI能力固定与手动配置的局限。
MiniMax推出全球首个云端沙箱助手MaxHermes，其核心创新在于“学习闭环”机制，能自主从任务中提炼可复用技能并动态扩充技能库，实现自我迭代，区别于依赖人工预设的工具。
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mcp-scaffold是一个用于验证模型上下文协议（MCP）服务器的开发沙箱，提供本地LLM（如LLaMA 7B）和云端推理支持，包含聊天界面和参考架构。
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