{"version":"1.0","generated_at":"2026-10-14T12:40:27.970287","id":3408,"slug":"weekly-picks-20261014","title":"2026-10-14 本周精选自动编排","summary":"系统根据高分内容自动沉淀出本周重点追踪。","abstract":"2026-10-14 本周精选自动编排 系统根据高分内容自动沉淀出本周重点追踪。 本周精选 Sakana AI 与 UC Berkeley 提出 MASS，让单个语言模型通过多智能体自我监督同时执行、评估和优化任务，无需更强教师模型。两轮后对基础模型胜率近 70%，但内部评估可能把错误当成功并固化进下一轮训练。 （评分 98） GitHub 更新 JetBrains 版 Copilot，企业管理员可用托管设置指定新会话默认智能体模型，诊断菜单新增 Fix 修复动作，MCP 服务器自动启动可关闭，并优化账户控制、登录与对话导航，同时提升语言服务器启动、模型切换、工作树等场景的稳定性。 （评分 98） Anthropic 为 Claude Managed Agents 引入动态工作流，主智能体规划并分派任务，最多 1,000 个子智能体并行执行；内部测试显示多智能体在查 bug 上优势明显，但成本效益仍有争议。 （评分 98） GitHub 本周为 Copilot 推送多项更新：Claude Haiku 5.5 面向 Pro、Pro+、Max、Business 与 Enterprise 用户开放；本地沙箱在 Copilot CLI、Copilot 应用及使用 Agent Host 的 VS Code 会话中正式可用，可限制智能体对文件、网络与凭据的访问且不额外收费；Copilot 应用支持许可与代码仓库使用不同 GitHub 账号；CLI 可通过 /model 发现本地 Ollama 模型；Agents 窗口支持会话并排对比，并新增 worktree 清理入口。 （评分 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