{"version":"1.0","generated_at":"2026-11-13T13:11:07.749679","id":3912,"slug":"history-review-20261111","title":"2026-11-11 历史回顾自动编排","summary":"系统把高分内容整理成可复盘的历史精选回顾。","abstract":"2026-11-11 历史回顾自动编排 系统把高分内容整理成可复盘的历史精选回顾。 历史回顾 Thinking Machines 发布 Inkling 2 Small：5940 亿总参数、170 亿激活的 MoE 模型，Artificial Analysis 指数 31，接近 Gemini 3.8 Flash，agentic 任务提升显著；但每任务输出 token 约为前代四倍、成本约为六倍，先经 Tinker 专有提供，后续以 Apache 许可证开放权重。 （评分 98） GitHub 公布 Copilot 本周更新：Copilot 进入 JetBrains Air 与 Xcode 内置编程助手；PR 中可直接设置 Agent Merge 并查看评审状态；会话支持上下文压缩、批量置顶与归档、嵌套聊天分离；/settings 升级为插件、MCP 服务器等的统一仪表板并支持全局搜索；VS Code Agents 窗口新增远程应用预览与交互式画布。 （评分 98） OpenAI 收购了 Code Storage 及多款开源工具背后的初创公司 Pierre Computer Company，其库已支撑 OpenAI 编码代理 Codex 的文件导航、diff 展示与实时语法高亮能力。OpenAI 称此举是为了让开发者与 AI 代理并行写代码时，Git 工作流运转得更好，交易仍需监管批准。 （评分 98） JetBrains Air 通过 Agent Client Protocol 接入 GitHub Copilot，开发者可在 JetBrains IDE 或云端委派编码任务、引导…","access_level":"member","access_label":"免费阅读","access_mode":"full","is_preview":false,"canonical_url":"https://opc.beizhux.com/content/3912/history-review-20261111","html_url":"https://opc.beizhux.com/content/3912/history-review-20261111","json_url":"https://opc.beizhux.com/content/3912/history-review-20261111.json","published_at":"2026-11-11T08:30:07","updated_at":"2026-11-13T09:12:20","category":{"slug":"history-review","name":"历史精选回顾"},"source":{"site":"历史精选回顾","author":"OPC 内容引擎","url":""},"tags":["AI","历史回顾","自动整理"],"topics":[{"slug":"ai-content-growth","name":"AI内容增长","url":"https://opc.beizhux.com/topics/ai-content-growth","reason":"这篇内容命中「内容」等主题信号。"}],"keywords":["历史精选回顾","AI内容增长","工具","模型","Agent","工作流","公众号","小红书","流量","内容","转化","选题"],"questions":[{"question":"2026-11-11 历史回顾自动编排主要讲什么？","answer":"系统把高分内容整理成可复盘的历史精选回顾。"},{"question":"这篇文章和哪些AI专题相关？","answer":"它适合放在AI内容增长专题里阅读。 关联原因：这篇内容命中「内容」等主题信号。"},{"question":"阅读这篇文章建议先理解哪些关键词？","answer":"建议先理解工具、模型、Agent、工作流、公众号这些关键词，再结合正文判断工具、机会或风险是否值得进入自己的工作流。"}],"terms":[{"slug":"tools","name":"工具","definition":"在AI觉醒星球里，「工具」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/tools","path":"/glossary/tools","json_url":"https://opc.beizhux.com/glossary/tools.json"},{"slug":"ai-model","name":"模型","definition":"在AI觉醒星球里，「模型」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/ai-model","path":"/glossary/ai-model","json_url":"https://opc.beizhux.com/glossary/ai-model.json"},{"slug":"agent","name":"Agent","definition":"在AI觉醒星球里，「Agent」属于「Agent工作流」方向。聚合Agent、AI编程、Claude Code、Cursor、工作流自动化等内容，帮助你把智能体能力落到真实任务链路。 把智能体当成任务系统，而不是聊天窗口。","topic_slug":"agent-workflow","topic_name":"Agent工作流","topic_title":"Agent工作流：智能体、AI编程与自动化协作","topic_url":"https://opc.beizhux.com/topics/agent-workflow","topic_path":"/topics/agent-workflow","url":"https://opc.beizhux.com/glossary/agent","path":"/glossary/agent","json_url":"https://opc.beizhux.com/glossary/agent.json"},{"slug":"workflow","name":"工作流","definition":"在AI觉醒星球里，「工作流」属于「Agent工作流」方向。聚合Agent、AI编程、Claude Code、Cursor、工作流自动化等内容，帮助你把智能体能力落到真实任务链路。 把智能体当成任务系统，而不是聊天窗口。","topic_slug":"agent-workflow","topic_name":"Agent工作流","topic_title":"Agent工作流：智能体、AI编程与自动化协作","topic_url":"https://opc.beizhux.com/topics/agent-workflow","topic_path":"/topics/agent-workflow","url":"https://opc.beizhux.com/glossary/workflow","path":"/glossary/workflow","json_url":"https://opc.beizhux.com/glossary/workflow.json"},{"slug":"wechat-official-account","name":"公众号","definition":"在AI觉醒星球里，「公众号」属于「AI内容增长」方向。整理AI时代的内容生产、选题、分发、搜索流量和转化方法，帮助个人和小团队搭建稳定内容资产。 把内容从一次曝光，做成可搜索、可复用、可转化资产。","topic_slug":"ai-content-growth","topic_name":"AI内容增长","topic_title":"AI内容增长：公众号、小红书、流量与转化","topic_url":"https://opc.beizhux.com/topics/ai-content-growth","topic_path":"/topics/ai-content-growth","url":"https://opc.beizhux.com/glossary/wechat-official-account","path":"/glossary/wechat-official-account","json_url":"https://opc.beizhux.com/glossary/wechat-official-account.json"},{"slug":"xiaohongshu","name":"小红书","definition":"在AI觉醒星球里，「小红书」属于「AI内容增长」方向。整理AI时代的内容生产、选题、分发、搜索流量和转化方法，帮助个人和小团队搭建稳定内容资产。 把内容从一次曝光，做成可搜索、可复用、可转化资产。","topic_slug":"ai-content-growth","topic_name":"AI内容增长","topic_title":"AI内容增长：公众号、小红书、流量与转化","topic_url":"https://opc.beizhux.com/topics/ai-content-growth","topic_path":"/topics/ai-content-growth","url":"https://opc.beizhux.com/glossary/xiaohongshu","path":"/glossary/xiaohongshu","json_url":"https://opc.beizhux.com/glossary/xiaohongshu.json"},{"slug":"traffic","name":"流量","definition":"在AI觉醒星球里，「流量」属于「AI内容增长」方向。整理AI时代的内容生产、选题、分发、搜索流量和转化方法，帮助个人和小团队搭建稳定内容资产。 把内容从一次曝光，做成可搜索、可复用、可转化资产。","topic_slug":"ai-content-growth","topic_name":"AI内容增长","topic_title":"AI内容增长：公众号、小红书、流量与转化","topic_url":"https://opc.beizhux.com/topics/ai-content-growth","topic_path":"/topics/ai-content-growth","url":"https://opc.beizhux.com/glossary/traffic","path":"/glossary/traffic","json_url":"https://opc.beizhux.com/glossary/traffic.json"},{"slug":"content","name":"内容","definition":"在AI觉醒星球里，「内容」属于「AI内容增长」方向。整理AI时代的内容生产、选题、分发、搜索流量和转化方法，帮助个人和小团队搭建稳定内容资产。 把内容从一次曝光，做成可搜索、可复用、可转化资产。","topic_slug":"ai-content-growth","topic_name":"AI内容增长","topic_title":"AI内容增长：公众号、小红书、流量与转化","topic_url":"https://opc.beizhux.com/topics/ai-content-growth","topic_path":"/topics/ai-content-growth","url":"https://opc.beizhux.com/glossary/content","path":"/glossary/content","json_url":"https://opc.beizhux.com/glossary/content.json"}],"preview_hidden_sections":[],"related_items":[{"id":3947,"title":"2026-11-13 历史回顾自动编排","url":"https://opc.beizhux.com/content/3947/history-review-20261113","summary":"系统把高分内容整理成可复盘的历史精选回顾。","access_level":"member"},{"id":3930,"title":"2026-11-12 历史回顾自动编排","url":"https://opc.beizhux.com/content/3930/history-review-20261112","summary":"系统把高分内容整理成可复盘的历史精选回顾。","access_level":"member"},{"id":3897,"title":"2026-11-10 历史回顾自动编排","url":"https://opc.beizhux.com/content/3897/history-review-20261110","summary":"系统把高分内容整理成可复盘的历史精选回顾。","access_level":"member"}],"usage_policy":{"summarizable":true,"preferred_url":"https://opc.beizhux.com/content/3912/history-review-20261111","private_fields_excluded":true}}