{"version":"1.0","generated_at":"2026-10-13T10:57:32.987697","id":3388,"slug":"weekly-picks-20261013","title":"2026-10-13 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":"2026-10-13 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监督自我改进，两轮后对基础模型胜率近 70%，但内部评估器的共享盲点可能把错误固化进下一轮训练。 （评分 98） GitHub Copilot for JetBrains 本次更新聚焦三件事：企业管理员可通过托管设置指定任意可用的 Copilot 代理模型为新对话默认模型（同时保留显式模型选择器）；新增 MCP 设置可禁用 Copilot 与 Claude 的服务器自动启动；诊断意图菜单新增 Fix 动作，可直接打开内联聊天请求 Copilot 修复问题。此外还改进了账户控制、聊天发现与登录、按轮次分组的对话导航、消息复制/编辑操作，并提升了语言服务器启动、模型与提供商切换、MCP 配置、自定义刷新、文件变更及 worktree 工作流的可靠性。 （评分 98） Anthropic 为 Claude Managed Agents 加入动态工作流，由主智能体制定计划、分派子任务并合并结果，单次执行最多并行 1,000 个智能体。官方测试显示，在藏有 70 个 bug 的 11.6 万行代码库中，动态工作流每次能命中 66 个，远高于单智能体的 14–27 个；但 OpenAI 一位资深工程师称智能体集群是巨大的 token 浪费，Anthropic 也建议从小规模开始测试。 （评分 98） GitHub 发布 Copilot 本周更新：Claude Haiku 5.5 面向 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