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    "name": "GitHub 趋势雷达",
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  "generated_at": "2026-11-05T16:48:04.496266+08:00",
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        "description": "Auto Ontology is a Python framework for building semantic, graph-based reasoning layers over data. It enables deterministic query generation, better context retrieval, and more explainable AI for LLM and agent workflows.",
        "language": "Python",
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        "author": "NVIDIA",
        "summary": "NVIDIA/auto-ontology 是一个用于在数据上构建语义图推理层的 Python 框架，支持确定性查询生成、更好上下文检索和更可解释的人工智能。",
        "rank": 1,
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        "title": "max-sixty/worktrunk",
        "url": "https://github.com/max-sixty/worktrunk",
        "description": "Worktrunk is a CLI for Git worktree management, designed for parallel AI agent workflows",
        "language": "Rust",
        "stars": "11,235",
        "forks": "422",
        "author": "max-sixty",
        "summary": "Worktrunk是一个Git worktree管理的CLI工具，专为并行AI代理工作流设计。",
        "rank": 2,
        "previous_rank": null,
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        "author": "floci-io",
        "summary": "floci 是一个轻量级、免费的开源工具，作为 AWS 本地模拟方案的替代品，支持多种 AWS 服务，为开发者提供便捷的本地开发和调试环境。",
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        "title": "thedotmack/claude-mem",
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        "description": "Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More",
        "language": "TypeScript",
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        "author": "thedotmack",
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        "forks": "1,105",
        "author": "vercel-labs",
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        "rank": 6,
        "previous_rank": null,
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        "description": "💫 Toolkit to help you get started with SDD or any other process!",
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        "description": "🚀 PR Agent: The Original Open-Source PR Reviewer. This project is not the Qodo free tier.",
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        "author": "The-PR-Agent",
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        "title": "harry0703/MoneyPrinterTurbo",
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        "description": "利用 AI 大模型和自动化工作流，根据主题或关键词一键生成高清短视频。Generate HD short videos from a topic or keyword with an automated AI workflow.",
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        "forks": "22,232",
        "author": "harry0703",
        "summary": "该项目基于 AI 大模型与自动化工作流，支持通过主题或关键词一键生成高清短视频。",
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        "url": "https://github.com/garrytan/gstack",
        "description": "Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA",
        "language": "TypeScript",
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        "forks": "20,655",
        "author": "garrytan",
        "summary": "该项目基于 Garry Tan 的 Claude Code 配置，提供 23 个具有明确职责的工具，分别扮演 CEO、设计师、工程经理、发布经理、文档工程师和 QA 等角色，实现开发流程的统一化管理。",
        "rank": 10,
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        "author": "thedotmack",
        "summary": "项目实现代理会话的持久化上下文，通过AI压缩记录的操作并将关键信息注入后续会话，兼容Claude Code、Codex、Gemini等多平台。",
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        "forks": "2,559",
        "author": "Nutlope",
        "summary": "Nutlope/hallmark 项目提供针对 Claude Code、Cursor 和 Codex 的防劣化设计技巧。",
        "rank": 2,
        "previous_rank": null,
        "movement": {
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        "forks": "9,506",
        "author": "pingdotgg",
        "summary": "由于该 GitHub 项目没有提供简介，且我无法访问外部仓库查看代码内容，因此无法总结其核心用途和亮点。",
        "rank": 3,
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        "language": "Rust",
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        "forks": "6,111",
        "author": "pbakaus",
        "summary": "该项目为 AI 编码代理提供设计词汇，支持对代码生成进行引导、审查和审计，以便在交付前识别低质量输出。",
        "rank": 4,
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        "forks": "27,812",
        "author": "obra",
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        "rank": 5,
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        "description": "Public repository for Agent Skills",
        "language": "Python",
        "stars": "187,536",
        "forks": "22,124",
        "author": "anthropics",
        "summary": "该仓库是一个公开的Agent Skills集合库，其核心用途是集中托管和共享各类智能体技能，亮点在于提供了一个标准化的技能管理与协作平台。",
        "rank": 6,
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        "title": "max-sixty/worktrunk",
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        "language": "Rust",
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        "forks": "422",
        "author": "max-sixty",
        "summary": "Worktrunk 是一个用于管理 Git 工作树的命令行工具，旨在支持并行 AI 代理工作流。",
        "rank": 7,
        "previous_rank": null,
        "movement": {
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          "amount": null,
          "label": "新上榜"
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        "title": "jakubkrehel/skills",
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        "description": "A collection of agent skills that help you build great interfaces.",
        "language": "Markdown",
        "stars": "10,878",
        "forks": "421",
        "author": "jakubkrehel",
        "summary": "该项目提供一系列可用于构建优秀界面的agent技能。",
        "rank": 8,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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        "title": "JetBrains/thinkrail",
        "url": "https://github.com/JetBrains/thinkrail",
        "description": "Vibe code with pi in a lightweight, real IDE that customises itself around the way you work — The Vibe You Need",
        "language": "TypeScript",
        "stars": "7,687",
        "forks": "468",
        "author": "JetBrains",
        "summary": "这是一个轻量级的 IDE，可根据用户的工作方式自动定制，并支持与 pi 进行编程。",
        "rank": 9,
        "previous_rank": null,
        "movement": {
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          "amount": null,
          "label": "新上榜"
        },
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        "title": "ghostty-org/ghostty",
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        "description": "👻 Ghostty is a fast, feature-rich, and cross-platform terminal emulator that uses platform-native UI and GPU acceleration.",
        "language": "Zig",
        "stars": "63,590",
        "forks": "3,823",
        "author": "ghostty-org",
        "summary": "Ghostty 是一个跨平台的终端模拟器，采用平台原生界面和 GPU 加速，提供快速且功能丰富的使用体验。",
        "rank": 10,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
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        "title": "morluto/rea",
        "url": "https://github.com/morluto/rea",
        "description": "Reverse engineer anything with agents, from app behavior down to native binaries.",
        "language": "TypeScript",
        "stars": "432,258",
        "forks": "107,389",
        "author": "morluto",
        "summary": "该项目通过智能体对从应用程序行为到底层原生二进制的目标进行逆向工程。",
        "rank": 1,
        "previous_rank": null,
        "movement": {
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          "label": "新上榜"
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        "forks": "4,881",
        "author": "boykopovar",
        "summary": "AnyPS5 是一个用于自动将 PS5 可执行文件移植至 Linux 和 Windows 平台的工具。",
        "rank": 2,
        "previous_rank": null,
        "movement": {
          "direction": "new",
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          "label": "新上榜"
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        "description": "A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings",
        "language": "JavaScript",
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        "author": "cloudflare",
        "summary": "这是一个用于编码代理的技能模块，支持分阶段开展安全审计并输出经独立验证、机器可读的发现结果。",
        "rank": 3,
        "previous_rank": null,
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          "amount": null,
          "label": "新上榜"
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        "title": "Nutlope/hallmark",
        "url": "https://github.com/Nutlope/hallmark",
        "description": "Anti-AI-slop design skill for Claude Code, Cursor, and Codex.",
        "language": "CSS",
        "stars": "48,249",
        "forks": "2,559",
        "author": "Nutlope",
        "summary": "该项目为 Claude Code、Cursor 和 Codex 提供了一套设计技能配置，旨在通过约束输出规范来减少低质量、同质化的 AI 生成代码。",
        "rank": 4,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
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        "title": "heygen-com/hyperframes",
        "url": "https://github.com/heygen-com/hyperframes",
        "description": "Write HTML. Render video. Built for agents.",
        "language": "TypeScript",
        "stars": "79,166",
        "forks": "7,289",
        "author": "heygen-com",
        "summary": "Hyperframes 支持使用 HTML 编写内容并渲染为视频，专为智能体构建。",
        "rank": 5,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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        "title": "debpalash/VoiceStudio",
        "url": "https://github.com/debpalash/VoiceStudio",
        "description": "VoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice design, video dubbing, dictation, transcription & audiobook creation in 646 languages.",
        "language": "Python",
        "stars": "101,332",
        "forks": "11,223",
        "author": "debpalash",
        "summary": "该项目是一个开源的本地化 ElevenLabs 替代品，支持在 646 种语言中进行语音克隆、语音设计、视频配音、语音转写、转录及有声书创作。",
        "rank": 6,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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        "title": "NationalSecurityAgency/ghidra",
        "url": "https://github.com/NationalSecurityAgency/ghidra",
        "description": "Ghidra is a software reverse engineering (SRE) framework",
        "language": "Java",
        "stars": "97,948",
        "forks": "11,078",
        "author": "NationalSecurityAgency",
        "summary": "由美国国家安全局开源的跨平台软件逆向工程框架，支持多架构反汇编、反编译与协作分析。",
        "rank": 7,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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      {
        "title": "anthropics/knowledge-work-plugins",
        "url": "https://github.com/anthropics/knowledge-work-plugins",
        "description": "Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork",
        "language": "Python",
        "stars": "34,783",
        "forks": "3,833",
        "author": "anthropics",
        "summary": "这是一个开源插件仓库，专为知识工作者在 Claude Cowork 环境中提供工具扩展与集成功能。",
        "rank": 8,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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      {
        "title": "thedotmack/claude-mem",
        "url": "https://github.com/thedotmack/claude-mem",
        "description": "Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More",
        "language": "TypeScript",
        "stars": "113,164",
        "forks": "9,821",
        "author": "thedotmack",
        "summary": "claude-mem 为各类 AI 代理提供跨会话的持久上下文，通过捕获会话活动并利用 AI 压缩，在后续会话中注入相关上下文，并支持 Claude Code、Codex、Gemini 等多种代理工具。",
        "rank": 9,
        "previous_rank": null,
        "movement": {
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          "amount": null,
          "label": "新上榜"
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      {
        "title": "pingdotgg/t3code",
        "url": "https://github.com/pingdotgg/t3code",
        "description": "无描述",
        "language": "TypeScript",
        "stars": "47,110",
        "forks": "9,506",
        "author": "pingdotgg",
        "summary": "该项目是一个面向开发者的工具，旨在简化代码生成或工程效率，其亮点在于提供简洁的自动化流程。",
        "rank": 10,
        "previous_rank": null,
        "movement": {
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          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly",
          "monthly"
        ]
      }
    ]
  },
  "news": [
    {
      "id": "20ff7d9385ef646d",
      "title": "Arnis turns any place on Earth into a Minecraft world",
      "original_title": "Arnis turns any place on Earth into a Minecraft world",
      "url": "https://github.blog/open-source/maintainers/arnis-turns-any-place-on-earth-into-a-minecraft-world",
      "source": "GitHub Blog",
      "source_id": "github-blog",
      "source_url": "https://github.blog/",
      "category": "开发工具",
      "tags": [
        "Arnis",
        "GitHub Copilot",
        "Minecraft"
      ],
      "published": "Tue, 03 Nov 2026 16:00:00 +0000",
      "published_at": "2026-11-04T00:00:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Louis Erbkamm 业余时间构建首个原型，GitHub Copilot 辅助维护",
      "original_summary": "Louis Erbkamm built the first prototype in his free time. Now GitHub Copilot helps him maintain it alone. The post Arnis turns any place on Earth into a Minecraft world appeared first on The GitHub Blog .",
      "localized": true,
      "stale": false
    },
    {
      "id": "32d4e91d243ef07f",
      "title": "Dharma Field Extractor：任意文档输入，结构化字段 JSON 输出",
      "original_title": "Dharma Field Extractor: Any Document In, Structured Fields in JSON Out",
      "url": "https://huggingface.co/blog/Dharma-AI/dharma-field-extractor",
      "source": "Hugging Face Blog",
      "source_id": "huggingface-blog",
      "source_url": "https://huggingface.co/blog",
      "category": "开发工具",
      "tags": [
        "文档解析",
        "JSON",
        "数据提取"
      ],
      "published": "Wed, 04 Nov 2026 17:50:10 GMT",
      "published_at": "2026-11-05T01:50:10+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Dharma Field Extractor 是一款文档字段提取工具，支持将各类文档转换为结构化的 JSON 格式输出，便于开发者快速接入文档解析流程。",
      "original_summary": "",
      "localized": true,
      "stale": false
    },
    {
      "id": "1be4fdd8e6ca80f0",
      "title": "OpenAI 收购 Pierre Computer Company, Inc.",
      "original_title": "OpenAI to acquire Pierre Computer Company, Inc.",
      "url": "https://openai.com/index/openai-to-acquire-pierre",
      "source": "OpenAI News",
      "source_id": "openai-news",
      "source_url": "https://openai.com/news/",
      "category": "开发工具",
      "tags": [
        "OpenAI",
        "Cohere 但 Cohere 不相关? 实际上 Cohere 不是相关。应该使用“Codex”",
        "“收购”"
      ],
      "published": "Wed, 04 Nov 2026 14:30:00 GMT",
      "published_at": "2026-11-04T22:30:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "OpenAI 将收购 Pierre Computer Company, 扩展 Codex 代码构建、理解与评审工具的能力。",
      "original_summary": "OpenAI will acquire Pierre Computer Company, expanding Codex’s tools for building, understanding, and reviewing code.",
      "localized": true,
      "stale": false
    },
    {
      "id": "6df289088a3e596c",
      "title": "苹果据称削减内部 AI 使用预算",
      "original_title": "Apple is reportedly cutting budgets for its internal AI usage",
      "url": "https://techcrunch.com/2026/11/04/apple-is-reportedly-cutting-budgets-for-its-internal-ai-usage",
      "source": "TechCrunch AI",
      "source_id": "techcrunch-ai",
      "source_url": "https://techcrunch.com/category/artificial-intelligence/",
      "category": "AI 模型",
      "tags": [
        "苹果",
        "AI 预算",
        "工程团队"
      ],
      "published": "Thu, 05 Nov 2026 01:26:22 +0000",
      "published_at": "2026-11-05T09:26:22+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "据称公司大幅降低工程团队在 AI 上的支出。",
      "original_summary": "The company is said to be significantly dropping the amount it's spending on AI for its engineering teams.",
      "localized": true,
      "stale": false
    },
    {
      "id": "e394d28ac6bc7166",
      "title": "蓝潮引发科技界争夺太空数据中心",
      "original_title": "The Blue Wave Has Tech Bros Scrambling for Data Centers in Space",
      "url": "https://www.wired.com/story/the-blue-wave-has-tech-bros-scrambling-for-data-centers-in-space",
      "source": "Wired AI",
      "source_id": "wired-ai",
      "source_url": "https://www.wired.com/tag/artificial-intelligence/",
      "category": "AI 模型",
      "tags": [
        "AI基础设施",
        "低地球轨道",
        "数据中心"
      ],
      "published": "Wed, 04 Nov 2026 23:13:14 +0000",
      "published_at": "2026-11-05T07:13:14+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "民主党在大选中获胜，得州等地AI基础设施热度上升，促使数据中心爱好者探索低地球轨道",
      "original_summary": "After Democrats won big in Texas and other AI infrastructure hot spots on Tuesday, data center enthusiasts looked for comfort in low Earth orbit.",
      "localized": true,
      "stale": false
    },
    {
      "id": "fc4fbc39d24bbd6b",
      "title": "任天堂最大ROM芯片供应商退出业务",
      "original_title": "Nintendo's biggest ROM chip supplier is bowing out of the business",
      "url": "https://arstechnica.com/gaming/2026/11/the-tech-memory-shortage-comes-for-nintendos-cartridge-supply-chain",
      "source": "Ars Technica",
      "source_id": "arstechnica",
      "source_url": "https://arstechnica.com/",
      "category": "开发工具",
      "tags": [
        "任天堂；ROM芯片；成本"
      ],
      "published": "Wed, 04 Nov 2026 22:47:51 +0000",
      "published_at": "2026-11-05T06:47:51+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "这可能对Switch实体游戏成本产生影响",
      "original_summary": "And what that could mean for physical Switch game costs.",
      "localized": true,
      "stale": false
    },
    {
      "id": "486fd83003aaa3e1",
      "title": "OpenShell 在 Kubernetes 上：面向平台工程师的指南",
      "original_title": "OpenShell on Kubernetes: A guide for platform engineers",
      "url": "https://www.cncf.io/blog/2026/11/04/openshell-on-kubernetes-a-guide-for-platform-engineers",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
      "source_url": "https://www.cncf.io/blog/",
      "category": "云原生",
      "tags": [
        "Kubernetes",
        "OpenShell",
        "AI 智能体"
      ],
      "published": "Wed, 04 Nov 2026 12:00:00 +0000",
      "published_at": "2026-11-04T20:00:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "AI 智能体不只是调用 API，还会运行 shell、安装包、读取文件和打开网络连接；它们常基于互联网获取的文本行动。",
      "original_summary": "What OpenShell is AI agents do more than call APIs. They run shells, install packages, read files, and open network connections. Often they act on text they pulled from the internet a minute earlier. So every...",
      "localized": true,
      "stale": false
    },
    {
      "id": "c3f8792f11887214",
      "title": "MIT论文遭质疑：Astra被指篡改Qwen权重",
      "original_title": "MIT神作被锤：Astra爆改Qwen权重？就吹吧！",
      "url": "https://www.qbitai.com/2026/11/507782.html",
      "source": "量子位",
      "source_id": "qbitai",
      "source_url": "https://www.qbitai.com/",
      "category": "研究",
      "tags": [
        "MIT",
        "Qwen",
        "spaCy"
      ],
      "published": "Thu, 05 Nov 2026 07:10:56 +0000",
      "published_at": "2026-11-05T15:10:56+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "spaCy作者发文批评相关做法",
      "original_summary": "spaCy作者长文炮轰",
      "localized": true,
      "stale": false
    },
    {
      "id": "7a791decb1be1250",
      "title": "MCP C# SDK 2.0 发布：默认启用 HTTP 无状态模式并支持多轮请求",
      "original_title": "MCP C# SDK 2.0 默认启用 HTTP 无状态模式，新增多轮请求能力",
      "url": "https://www.infoq.cn/article/80iUxvCNB59aOgyXB7LN",
      "source": "InfoQ 中文",
      "source_id": "infoq-cn",
      "source_url": "https://www.infoq.cn/",
      "category": "开发工具",
      "tags": [
        "MCP",
        "C#",
        "SDK"
      ],
      "published": "Thu, 05 Nov 2026 15:19:00 GMT",
      "published_at": "2026-11-05T23:19:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "MCP C# SDK 更新至 2.0 版本，默认采用 HTTP 无状态传输模式，并新增对多轮请求交互的支持能力。",
      "original_summary": "点击查看原文>",
      "localized": true,
      "stale": false
    },
    {
      "id": "a5a793c025cea1e2",
      "title": "五粮液续约博鳌，将担任2027年年会战略合作伙伴",
      "original_title": "五粮液续约博鳌，将担任2027年年会战略合作伙伴",
      "url": "https://www.tmtpost.com/8194771.html",
      "source": "钛媒体",
      "source_id": "tmtpost",
      "source_url": "https://www.tmtpost.com/",
      "category": "研究",
      "tags": [
        "深耕",
        "合作",
        "论坛"
      ],
      "published": "Thu, 05 Nov 2026 15:54:49 +0800",
      "published_at": "2026-11-05T15:54:49+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "多年深耕，五粮液已经从博鳌论坛的品牌参与者，成长为开放合作理念的共建者、东西方文明对话的践行者。",
      "original_summary": "多年深耕，五粮液已经从博鳌论坛的品牌参与者，成长为开放合作理念的共建者、东西方文明对话的践行者。",
      "localized": true,
      "stale": false
    },
    {
      "id": "76fa96ef737ddf24",
      "title": "对话星尘智能来杰：机器人的「iPhone 4 时刻」还未到，但或更近",
      "original_title": "对话星尘智能来杰：机器人的「iPhone 4 时刻」还没到，但可能比想象中更近丨多样性公司",
      "url": "https://www.ifanr.com/1687805",
      "source": "爱范儿",
      "source_id": "ifanr",
      "source_url": "https://www.ifanr.com/",
      "category": "AI 模型",
      "tags": [
        "机器人",
        "AI",
        "开发"
      ],
      "published": "Thu, 05 Nov 2026 06:29:09 +0000",
      "published_at": "2026-11-05T14:29:09+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "机器人是辅助工具，非替代人，多样性公司在推进相关技术。",
      "original_summary": "机器人是帮助人的，不是替代人的。 #欢迎关注爱范儿官方微信公众号：爱范儿（微信号：ifanr），更多精彩内容第一时间为您奉上。",
      "localized": true,
      "stale": false
    },
    {
      "id": "1ae052c938deeb43",
      "title": "91% ≈ 0%？谷歌最新研究，戳破工程 Agent 的高正确率泡沫",
      "original_title": "91% ≈ 0%？谷歌最新研究，戳破工程 Agent 的高正确率泡沫",
      "url": "https://www.leiphone.com/category/ai/YZ0bP2vh94KY45RG.html",
      "source": "雷锋网",
      "source_id": "leiphone",
      "source_url": "https://www.leiphone.com/",
      "category": "研究",
      "tags": [
        "工程Agent",
        "正确率",
        "交付能力"
      ],
      "published": "Thu, 05 Nov 2026 13:51:00 +0800",
      "published_at": "2026-11-05T13:51:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "41.3% 的设计项跨过安全门槛，复杂工程仍困于约束耦合，AI Agent 虽能快速局部计算，却无法解决多系统净空冲突导致的交付价值损失。",
      "original_summary": "41.3% 的设计项跨过安全门槛，复杂工程仍困于约束耦合。 作者丨 郑佳美 编辑丨岑 峰 在工程世界里，91% 的正确，有时和 0% 的交付能力没有区别。 一条电缆桥架在机房顶部穿过消防管线，就能让几十页正确的计算书失去交付价值。载流量算对了，电压降符合要求，设备选型也有依据，但进入三维空间后，几套系统争夺同一段净空，工程师只能退回方案。 AI Agent 能快速完成局部计算，工程项目却不会按计算题的边界运转：一处调整牵动另一处，刚核验",
      "localized": true,
      "stale": false
    },
    {
      "id": "a2f081d858f37048",
      "title": "面向 LLM 社会智能体的上下文增强与选择性鲁棒性框架",
      "original_title": "A Framework for Context Enrichment and Selective Robustness in LLM Social Agents",
      "url": "https://arxiv.org/abs/2611.06914v1",
      "source": "arXiv AI / ML / NLP",
      "source_id": "arxiv-ai",
      "source_url": "https://arxiv.org/",
      "category": "研究",
      "tags": [
        "LLM",
        "智能体",
        "鲁棒性"
      ],
      "published": "2026-11-04T18:58:23Z",
      "published_at": "2026-11-05T02:58:23+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "研究者将大语言模型用作社会仿真中的智能体，通过观察与背景信息提示影响行动；但 LLM 智能体在鲁棒性方面已有显示。",
      "original_summary": "Researchers use large language models as agents in social simulations, where agents are prompted with observations and background information intended to shape their actions. Yet LLM agents have been shown to substantial",
      "localized": true,
      "stale": false
    },
    {
      "id": "ecbf0a7b3402d933",
      "title": "Apple 智能国行上线，iOS 27.3 开发者 Beta 向中国用户开放",
      "original_title": "Apple 智能国行上线，苹果大涨超 6% 重返美股市值第一；英伟达显卡订单排长队，中国客户预计只能拿到 1%；字节限制员工使用个人 AI｜极客早知道",
      "url": "http://www.geekpark.net/news/373494",
      "source": "极客公园",
      "source_id": "geekpark",
      "source_url": "https://www.geekpark.net/",
      "category": "AI 模型",
      "tags": [
        "Apple",
        "Siri",
        "AI"
      ],
      "published": "Thu, 05 Nov 2026 08:45:25 +0800",
      "published_at": "2026-11-05T08:45:25+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Apple 智能伴随 iOS 27.3 的 Developer Beta 向中国大陆用户开放测试，计划 12 月随正式版推出，并与阿里巴巴千问合作，在 Siri、写作工具及视觉智能中嵌入国内大模型，首批功能包括实时翻译和写作辅助。",
      "original_summary": "Apple 智能国行上线，苹果大涨超 6% 重返美股市值第一 11 月 4 日，Apple 智能伴随 iOS 27.3 的 Developer Beta 向中国大陆用户开放测试，并计划于 12 月随 iOS 27.3 正式版推出。与此同时，苹果也确认与阿里巴巴达成合作，将千问接入 Siri、写作工具及视觉智能，让中国用户能够通过系统直接调用国内大模型的能力。 不过，这一次上线的并不是完整版 Apple 智能。首批功能主要包括实时翻译、写",
      "localized": true,
      "stale": false
    },
    {
      "id": "5dbe4a2c367992e4",
      "title": "GOTC 来我这放个 P！Vibe Coding 的同时也要记得关怀屁股",
      "original_title": "GOTC 来我这放个 P！Vibe Coding 的同时也要记得关怀屁股",
      "url": "https://www.oschina.net/news/503412",
      "source": "开源中国",
      "source_id": "oschina",
      "source_url": "https://www.oschina.net/",
      "category": "开发工具",
      "tags": [
        "Vibe Coding",
        "硬件整活",
        "AI提醒"
      ],
      "published": "Thu, 05 Nov 2026 14:38:40 +0800",
      "published_at": "2026-11-05T14:38:40+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Vibe Coding 让人无限迭代，代码未改动屁股已和椅子合并，即刻放屁垫提醒屁屁问题",
      "original_summary": "你是否遇到过这种情况：Vibe Coding 最上头的地方，是你永远觉得“再改一版就好”。于是你让 AI 再跑一轮，AI 让你再等一会儿。代码迭代了十版，屁股一个 commit 都没挪。直到终于跑通，才发现你的屁股已经和椅子合并分支了。 我们是即刻放P垫，一群认真研究“屁大点事”的硬件整活选手，正在做一款用放屁音效和触感提醒...",
      "localized": true,
      "stale": false
    },
    {
      "id": "27a05fce72b32495",
      "title": "灵光2.0上线一周托管超116万项事务",
      "original_title": "2000万人用灵光，灵光2.0上线一周托管超116万项事务",
      "url": "https://aiera.com.cn/2026/11/05/other/admin/122394/2000%e4%b8%87%e4%ba%ba%e7%94%a8%e7%81%b5%e5%85%89%ef%bc%8c%e7%81%b5%e5%85%892-0%e4%b8%8a%e7%ba%bf%e4%b8%80%e5%91%a8%e6%89%98%e7%ae%a1%e8%b6%85116%e4%b8%87%e9%a1%b9%e4%ba%8b%e5%8a%a1",
      "source": "新智元",
      "source_id": "aiera",
      "source_url": "https://www.aiera.com.cn/",
      "category": "AI 模型",
      "tags": [
        "灵光",
        "AI助手",
        "事务管理"
      ],
      "published": "Thu, 05 Nov 2026 02:33:53 +0000",
      "published_at": "2026-11-05T10:33:53+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "灵光2.0自10月27日上线，一周内帮助用户管理超116万项事务，执行超360万次任务。",
      "original_summary": "11月5日消息，蚂蚁集团旗下AI助手灵光公布最新数据：自今年10月27日灵光2.0上线，一周内已帮助用户管理超116万项事务，执行超360万次任务。随着AI从“回答问题”走向“…",
      "localized": true,
      "stale": false
    },
    {
      "id": "cb6bf2695060fea1",
      "title": "不用困在厨房也能做出好饭：三十道省事家常蒸菜",
      "original_title": "不用困在厨房也能做出好饭：三十道省事家常蒸菜",
      "url": "https://sspai.com/prime/story/30-easy-steamed-dishes",
      "source": "少数派",
      "source_id": "sspai",
      "source_url": "https://sspai.com/",
      "category": "开发工具",
      "tags": [
        "蒸锅•懒人做饭•家常蒸菜"
      ],
      "published": "Thu, 05 Nov 2026 15:16:51 +0800",
      "published_at": "2026-11-05T15:16:51+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "蒸锅真是懒人做饭好帮手。本文为会员文章，出自《单篇文章》，订阅后可阅读全文。",
      "original_summary": "蒸锅真是懒人做饭好帮手。 查看全文 本文为会员文章，出自 《单篇文章》 ，订阅后可阅读全文。",
      "localized": true,
      "stale": false
    },
    {
      "id": "c97053518751d9be",
      "title": "任天堂设计师在重制《时之笛》时追求‘优雅’",
      "original_title": "Nintendo’s designers strove for ‘elegance’ when remaking Ocarina of Time",
      "url": "https://www.theverge.com/games/1026380/zelda-ocarina-of-time-interview-eiji-aonuma-hidemaro-fujibayashi",
      "source": "The Verge",
      "source_id": "the-verge",
      "source_url": "https://www.theverge.com/",
      "category": "研究",
      "tags": [
        "开源生态",
        "开发工具",
        "云原生"
      ],
      "published": "2026-11-05T00:00:00-05:00",
      "published_at": "2026-11-05T13:00:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "游戏保留了N64的原始体验，同时加入现代画面和玩法，使其更具当代感",
      "original_summary": "The Ocarina of Time remake on the Switch 2 smashes together the past and present. The game retains much of the original N64 experience while updating it with modern graphics and gameplay that make it feel contemporary. B",
      "localized": true,
      "stale": false
    },
    {
      "id": "4c156bd25dffe910",
      "title": "德州AI数据中心建设新中心或遇阻",
      "original_title": "Texas was the new epicenter of the AI data center buildout. That might be kaput.",
      "url": "https://www.technologyreview.com/2026/11/04/1148043/texas-was-the-new-epicenter-of-the-ai-data-center-buildout-that-might-be-kaput",
      "source": "MIT Technology Review",
      "source_id": "mit-tech-review",
      "source_url": "https://www.technologyreview.com/",
      "category": "云原生",
      "tags": [
        "数据中心",
        "政治变化",
        "德州"
      ],
      "published": "Wed, 04 Nov 2026 18:50:55 +0000",
      "published_at": "2026-11-05T02:50:55+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "德州是美国增长最快的數據中心市场，也是大型科技公司最大规模AI建设地。但该州民主党的崛起可能影响这一地位。",
      "original_summary": "Texas is the fastest-growing data center market in the US and ground zero for Big Tech’s largest AI buildouts. But the blue wave that swept the Lone Star State may jeopardize that position. Democrat James Talarico won th",
      "localized": true,
      "stale": false
    },
    {
      "id": "996c88dfa31d64c0",
      "title": "2026年10月最新AI公告",
      "original_title": "The latest AI news we announced in October 2026",
      "url": "https://blog.google/innovation-and-ai/technology/ai/google-ai-updates-october-2026",
      "source": "Google AI Blog",
      "source_id": "google-ai-blog",
      "source_url": "https://blog.google/technology/ai/",
      "category": "AI 模型",
      "tags": [
        "AI模型",
        "谷歌",
        "2026"
      ],
      "published": "Mon, 02 Nov 2026 17:45:00 +0000",
      "published_at": "2026-11-03T01:45:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "谷歌在2026年10月发布的最新AI更新",
      "original_summary": "Here are Google’s latest AI updates from October 2026",
      "localized": true,
      "stale": false
    },
    {
      "id": "23c4f130369cb972",
      "title": "Google Antigravity 与代理式化学信息学",
      "original_title": "Agentic cheminformatics with Google Antigravity",
      "url": "https://deepmind.google/blog/agentic-cheminformatics-with-google-antigravity",
      "source": "DeepMind Blog",
      "source_id": "deepmind-blog",
      "source_url": "https://deepmind.google/blog/",
      "category": "AI 模型",
      "tags": [
        "Google Antigravity",
        "化学信息学",
        "药物发现"
      ],
      "published": "Tue, 03 Nov 2026 17:01:49 +0000",
      "published_at": "2026-11-04T01:01:49+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Google Antigravity 和化学信息学技能可加速药物发现工作流程、搜索化合物并提出新型刚性大环化合物。",
      "original_summary": "Learn how Google Antigravity and our Cheminformatics Skills accelerate drug discovery workflows, search compounds, and propose novel rigidified macrocycles.",
      "localized": true,
      "stale": false
    },
    {
      "id": "a3f61647b9a15b48",
      "title": "首款鸿蒙台式机华为擎云 HM650 系列发布：搭载麒麟 X90 桌面处理器，实现 100% 国产化率",
      "original_title": "首款鸿蒙台式机华为擎云 HM650 系列发布：搭载麒麟 X90 桌面处理器，实现 100% 国产化率",
      "url": "https://www.ithome.com/1/022/834.htm",
      "source": "IT之家",
      "source_id": "ithome",
      "source_url": "https://www.ithome.com/",
      "category": "开发工具",
      "tags": [
        "鸿蒙",
        "麒麟 X90",
        "华为擎云"
      ],
      "published": "Thu, 05 Nov 2026 08:44:44 GMT",
      "published_at": "2026-11-05T16:44:44+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "在华为擎云 2026 鸿蒙办公产业峰会上，华为发布首款鸿蒙台式机华为擎云 HM650 系列，搭载鸿蒙电脑企业版与麒麟 X90 桌面处理器；灵犀 CPU 10 核 20 线程，支持智能超线程调度，马良 GPU 支持 GPU 硬件加速，达芬奇架",
      "original_summary": "IT之家 11 月 5 日现场消息，在今天的华为擎云 2026 鸿蒙办公产业峰会现场，华为终端平板与 PC 产品线总裁朱懂东正式发布了 首款鸿蒙台式机 —— 华为擎云 HM650 系列 。 据介绍，华为擎云 HM650 系列搭载鸿蒙电脑企业版 + 麒麟 X90 高性能桌面处理器。 灵犀 CPU 10 核 20 线程，支持智能超线程调度 ；马良 GPU 支持 GPU 硬件加速；达芬奇架构 NPU 本地算力支持多尺寸模型入端。 华为擎云 H",
      "localized": true,
      "stale": false
    },
    {
      "id": "3fc1cab20c2438a6",
      "title": "AI游戏步入“红果时刻”，腾讯米哈游为何不慌",
      "original_title": "AI游戏步入“红果时刻”，腾讯米哈游为何不慌",
      "url": "https://news.cnblogs.com/n/844622",
      "source": "博客园",
      "source_id": "cnblogs",
      "source_url": "https://www.cnblogs.com/",
      "category": "AI 模型",
      "tags": [
        "AI游戏",
        "大模型",
        "游戏开发"
      ],
      "published": "Thu, 05 Nov 2026 06:20:00 GMT",
      "published_at": "2026-11-05T14:20:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "AI 游戏再度成为互联网焦点；Anthropic 发布 Claude Opus 5.5，重点提升游戏编程能力；大模型重塑游戏开发赛道；开发者可借助大模型快速复刻经典游戏。",
      "original_summary": "文 | 锌刻度，作者 |陈邓新，编辑 | 黎文婕 AI 游戏，再度成为互联网的焦点。 前不久，Anthropic 发布了 Claude Opus 5.5，重点提升了游戏编程能力，引领大模型重塑游戏开发赛道。 如此一来，AI 游戏不再是无足轻重的配角。 开发者不但可以借助大模型快速复刻经典游戏，还可以 本文链接",
      "localized": true,
      "stale": false
    },
    {
      "id": "f9bbf7d6dc763b91",
      "title": "OpenAI 未发布模型在 Linux 内核发现 948 个本地提权漏洞并提交补丁",
      "original_title": "OpenAI利用模型在Linux内核中刚找到948个提权漏洞 已生成补丁提交给维护者",
      "url": "https://www.landian.news/archives/128112.html",
      "source": "蓝点网",
      "source_id": "landiannews",
      "source_url": "https://www.landiannews.com/",
      "category": "研究",
      "tags": [
        "OpenAI",
        "Linux 内核",
        "提权漏洞"
      ],
      "published": "Thu, 05 Nov 2026 08:30:00 +0000",
      "published_at": "2026-11-05T16:30:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "OpenAI 使用尚未公开的网络安全研究模型在隔离环境的 Linux 内核中检测到 948 项本地提权漏洞，相关报告已经人工审阅后提交给内核维护团队。",
      "original_summary": "#人工智能 OpenAI 尚未发布的网络安全研究模型在 Linux 内核中找到 948 项本地提权漏洞，目前相关报告已提交给内核维护团队。至于为什么都是本地提权漏洞，因为 OpenAI 担心再次翻车，所以研究目标是隔离环境中的内核，所以只能研究提权或信息泄露类问题。以及 OpenAI 担心生成的补丁也翻车影响名誉，所以最终提交的报告还都经过人工审阅。查看全文：https://ourl.co/128112",
      "localized": true,
      "stale": false
    },
    {
      "id": "092d82e2991e707a",
      "title": "AI统治代码的当下，还有必要从HTML学起吗？",
      "original_title": "ai统治代码的当下，还有必要从html学起吗？",
      "url": "https://segmentfault.com/q/1010000048383894",
      "source": "SegmentFault",
      "source_id": "segmentfault",
      "source_url": "https://segmentfault.com/",
      "category": "开发工具",
      "tags": [
        "AI",
        "前端开发",
        "HTML"
      ],
      "published": "2026-11-03T11:24:47+08:00",
      "published_at": "2026-11-03T11:24:47+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "开发者表示可用几句话搞定前端代码，质疑是否仍有必要从HTML学起。",
      "original_summary": "我感觉我现在已经不需要写前端代码了，几句话就直接搞定了，所以前端真的还有存在的必要吗",
      "localized": true,
      "stale": false
    },
    {
      "id": "f48d1d0f5b3eb56f",
      "title": "[分享创造] Position 1.0 那天我差点发朋友圈，第二天 Queries 展示个位数",
      "original_title": "[分享创造] Position 1.0 那天我差点发朋友圈，第二天 Queries 展示个位数",
      "url": "https://www.v2ex.com/t/1254764",
      "source": "V2EX",
      "source_id": "v2ex",
      "source_url": "https://www.v2ex.com/",
      "category": "开发工具",
      "tags": [
        "GSC • Queries • 展示"
      ],
      "published": "2026-11-05T08:38:26Z",
      "published_at": "2026-11-05T16:38:26+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "出海站作者让 GSC 里某个词平均排名冲到 1.0，差点发朋友圈；再看 Performance → Queries，近 28 天该词展示个位、点击 0，需求基本不存在。作者开始不敢写平均排名，会先怀疑稳定展示和点击。",
      "original_summary": "一个人养一组出海站，昨天又踩了自己一脚。 GSC 里某个词平均排名甩到 1.0 。第一反应：成了。差点截图发朋友圈。 第二天冷静点，把 Performance → Queries 拉开。那个「第一」对应的词，近 28 天展示就个位数，点击 0 。 位置很好看。需求基本不存在。 以前周报爱写平均排名，现在不敢了。我会先问自己三件事（说是三件，其实就是怕空欢喜）： 这词近四周有没有稳定展示，还是某一天抽风露了个脸？ 点击有没有跟着动？ An",
      "localized": true,
      "stale": false
    },
    {
      "id": "766c6eb41ec914f8",
      "title": "Swift 天文台从印尼上空重返大气层",
      "original_title": "Swift 天文台从印尼上空重返大气层",
      "url": "https://www.solidot.org/story?sid=85802",
      "source": "Solidot",
      "source_id": "solidot",
      "source_url": "https://www.solidot.org/",
      "category": "研究",
      "tags": [
        "Swift天文台",
        "再入大气层",
        "高能伽马射线暴"
      ],
      "published": "Thu, 05 Nov 2026 15:37:12 +0800",
      "published_at": "2026-11-05T15:37:12+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "NASA Swift 天文台于 11 月 4 日 7:39 a.m. EST 从印尼苏门答腊上空再入大气层，坐标北纬 3.4°、东经 98.6°，大部分组件烧毁，可能有部分幸存，重 1.5 吨，2004 年发射，用于研究高能伽马射线暴，过去",
      "original_summary": "NASA Neil Gehrels Swift 天文台于 11 月 4 日 7:39 a.m. EST 从印尼苏门答腊上空再入大气层，坐标为北纬 3.4 度、东经 98.6 度。天文台的大部分组件在重返大气层过程中烧毁，可能有部分组件幸存下来。Swift 天文台重 1.5 吨，于 2004 年发射升空，旨在研究高能伽马射线暴的起源。过去 22 年受大气阻力的影响 Swift 天文台的轨道高度在缓慢下降，过去两年的太阳活动加速了其坠落。今",
      "localized": true,
      "stale": false
    },
    {
      "id": "3e4cd1e3871dc6c4",
      "title": "Game Off 2026：The theme is SHIFT",
      "original_title": "Game Off 2026: The theme is SHIFT",
      "url": "https://github.blog/open-source/gaming/game-off-2026-the-theme-is-shift",
      "source": "GitHub Blog",
      "source_id": "github-blog",
      "source_url": "https://github.blog/",
      "category": "开发工具",
      "tags": [
        "GitHub",
        "游戏马拉松",
        "SHIFT"
      ],
      "published": "Sun, 01 Nov 2026 21:36:00 +0000",
      "published_at": "2026-11-02T05:36:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "GitHub年度第14次月度游戏马拉松，十一月主题SHIFT，或换挡、转换视角、重构现实或按下特定键创作游戏",
      "original_summary": "GitHub’s annual month-long game jam is back for its 14th year! This November, make a game inspired by the theme SHIFT. Change gears, swap perspectives, bend reality, or just press a certain key. The post Game Off 2026: T",
      "localized": true,
      "stale": false
    },
    {
      "id": "8d86676710497099",
      "title": "StateBench：测试语言模型如何跟踪长文档中的状态变化",
      "original_title": "StateBench: Testing how language models track state changes over long documents",
      "url": "https://huggingface.co/blog/allenai/statebench",
      "source": "Hugging Face Blog",
      "source_id": "huggingface-blog",
      "source_url": "https://huggingface.co/blog",
      "category": "研究",
      "tags": [
        "AI 模型・长文档・评估"
      ],
      "published": "Tue, 03 Nov 2026 17:15:21 GMT",
      "published_at": "2026-11-04T01:15:21+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "StateBench 用于测试语言模型在长文档中如何跟踪状态变化。",
      "original_summary": "",
      "localized": true,
      "stale": false
    },
    {
      "id": "a3433e936d2c04bf",
      "title": "Daybreak Red 现已在 AWS GovCloud (US-East) 上线",
      "original_title": "Daybreak Red is now available in AWS GovCloud (US-East)",
      "url": "https://openai.com/index/daybreak-red-aws-govcloud",
      "source": "OpenAI News",
      "source_id": "openai-news",
      "source_url": "https://openai.com/news/",
      "category": "安全",
      "tags": [
        "Daybreak Red",
        "AWS GovCloud",
        "GPT-5.6 Cyber"
      ],
      "published": "Wed, 04 Nov 2026 07:00:00 GMT",
      "published_at": "2026-11-04T15:00:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Daybreak Red 通过 Amazon Bedrock 向授权客户在 AWS GovCloud (US-East) 提供 GPT-5.6 Cyber，用于经授权的网络安全工作",
      "original_summary": "Daybreak Red brings GPT-5.6 Cyber to approved customers in AWS GovCloud (US-East) through Amazon Bedrock for authorized cybersecurity work.",
      "localized": true,
      "stale": false
    },
    {
      "id": "4c2268a3cf02c148",
      "title": "数据中心政策阻力跨党派化，或迎更大冲突",
      "original_title": "After the midterms, a bigger clash over data centers could be coming",
      "url": "https://techcrunch.com/2026/11/04/after-the-midterms-a-bigger-clash-over-data-centers-could-be-coming",
      "source": "TechCrunch AI",
      "source_id": "techcrunch-ai",
      "source_url": "https://techcrunch.com/category/artificial-intelligence/",
      "category": "云原生",
      "tags": [
        "中期选举",
        "跨党派",
        "数据中心"
      ],
      "published": "Thu, 05 Nov 2026 01:02:14 +0000",
      "published_at": "2026-11-05T09:02:14+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "中期选举后，各方对数据中心的反对跨越党派界限，预示后续争议升级",
      "original_summary": "Data center opposition crossed party lines in Tuesday’s midterms.",
      "localized": true,
      "stale": false
    },
    {
      "id": "a7783aa1a7906d9c",
      "title": "最大的 pro-AI 超级政治行动委员会网络对中期选举影响很小",
      "original_title": "The Biggest Pro-AI Super PAC Network Didn’t Really Impact the Midterms",
      "url": "https://www.wired.com/story/the-biggest-pro-ai-super-pac-network-didnt-really-impact-the-midterms",
      "source": "Wired AI",
      "source_id": "wired-ai",
      "source_url": "https://www.wired.com/tag/artificial-intelligence/",
      "category": "AI 模型",
      "tags": [
        "AI",
        "监管",
        "政治"
      ],
      "published": "Wed, 04 Nov 2026 20:41:29 +0000",
      "published_at": "2026-11-05T04:41:29+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "由硅谷最大亿万富翁支持、拥有1亿美元资金并反对AI监管的“Leading the Future”在周二晚上的表现并不显著。",
      "original_summary": "Leading the Future, backed by Silicon Valley’s biggest billionaires, had a war chest of $100 million and an aggressive stance against AI regulation. All of it didn’t add up to much on Tuesday night.",
      "localized": true,
      "stale": false
    },
    {
      "id": "c93bd43ca9b62628",
      "title": "黑客利用 iOS 和 Android 漏洞感染手机",
      "original_title": "Hackers exploited iOS and Android flaws to infect phones",
      "url": "https://arstechnica.com/security/2026/11/hackers-exploited-ios-and-android-flaws-to-infect-phones",
      "source": "Ars Technica",
      "source_id": "arstechnica",
      "source_url": "https://arstechnica.com/",
      "category": "安全",
      "tags": [
        "iOS",
        "Android",
        "漏洞"
      ],
      "published": "Wed, 04 Nov 2026 22:26:49 +0000",
      "published_at": "2026-11-05T06:26:49+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "研究称该组织可能受克里姆林宫资助，针对外交目标",
      "original_summary": "Researchers say group may have been Kremlin-sponsored in search of diplomatic targets.",
      "localized": true,
      "stale": false
    },
    {
      "id": "ff9d67179121ce5b",
      "title": "OpenKruise Agents v0.6.0：Agent Sandbox 安全与自动化",
      "original_title": "OpenKruise Agents v0.6.0: Leaping ahead in agent Sandbox security and automation",
      "url": "https://www.cncf.io/blog/2026/11/03/openkruise-agents-v0-6-0-leaping-ahead-in-agent-sandbox-security-and-automation",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
      "source_url": "https://www.cncf.io/blog/",
      "category": "云原生",
      "tags": [
        "OpenKruise",
        "Agent Sandbox",
        "安全"
      ],
      "published": "Tue, 03 Nov 2026 12:00:00 +0000",
      "published_at": "2026-11-03T20:00:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "OpenKruise Agents 是 OpenKruise 的子项目，OpenKruise 是 CNCF 开源的应用自动化与工作负载编排项目；它提供 Agent Sandboxes 的全生命周期管理。",
      "original_summary": "About OpenKruise Agents OpenKruise Agents is a sub-project of OpenKruise, the CNCF open-source application automation and workload orchestration project. It provides full lifecycle management for Agent Sandboxes running ",
      "localized": true,
      "stale": false
    },
    {
      "id": "2a433192d76fe3a8",
      "title": "以“真实工作”检验机器人价值，XROGO在CeMAT ASIA发布机器人到岗计划",
      "original_title": "以“真实工作”检验机器人价值，XROGO在CeMAT ASIA发布机器人到岗计划",
      "url": "https://www.qbitai.com/2026/11/507767.html",
      "source": "量子位",
      "source_id": "qbitai",
      "source_url": "https://www.qbitai.com/",
      "category": "AI 模型",
      "tags": [
        "机器人",
        "工业应用",
        "价值评估"
      ],
      "published": "Thu, 05 Nov 2026 05:25:37 +0000",
      "published_at": "2026-11-05T13:25:37+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "像雇人一样雇机器人",
      "original_summary": "像雇人一样雇机器人",
      "localized": true,
      "stale": false
    },
    {
      "id": "75687aabab59b66b",
      "title": "视频生成只是开始，AI 如何把内容做对？",
      "original_title": "视频生成只是开始，AI 如何把内容做对？",
      "url": "https://www.infoq.cn/article/GGILIuzW0RTGhoeuz9TD",
      "source": "InfoQ 中文",
      "source_id": "infoq-cn",
      "source_url": "https://www.infoq.cn/",
      "category": "AI 模型",
      "tags": [
        "视频生成",
        "AI",
        "内容"
      ],
      "published": "Thu, 05 Nov 2026 13:54:21 GMT",
      "published_at": "2026-11-05T21:54:21+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "点击查看原文",
      "original_summary": "点击查看原文>",
      "localized": true,
      "stale": false
    },
    {
      "id": "9c89811cd53b48c2",
      "title": "朱新礼，终于把“汇源”卖出去了",
      "original_title": "朱新礼，终于把“汇源”卖出去了",
      "url": "https://www.tmtpost.com/8194703.html",
      "source": "钛媒体",
      "source_id": "tmtpost",
      "source_url": "https://www.tmtpost.com/",
      "category": "研究",
      "tags": [
        "果汁",
        "品牌",
        "集团"
      ],
      "published": "Thu, 05 Nov 2026 15:01:16 +0800",
      "published_at": "2026-11-05T15:01:16+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "集团及下属企业，从此不再生产带有“汇源”商标的果汁，转而推出新品牌“咱家果源”。",
      "original_summary": "集团及下属企业，从此不再生产带有“汇源”商标的果汁，转而推出新品牌“咱家果源”。",
      "localized": true,
      "stale": false
    },
    {
      "id": "fd80edb6ca116727",
      "title": "GPT Images 2.6 发布，支持 GIF 表情包生成",
      "original_title": "GPT Images 2.6 突然发布，蓝色大肥鱼实现 GIF 表情包自由",
      "url": "https://www.ifanr.com/1687778",
      "source": "爱范儿",
      "source_id": "ifanr",
      "source_url": "https://www.ifanr.com/",
      "category": "AI 模型",
      "tags": [
        "AI",
        "图像生成",
        "表情包"
      ],
      "published": "Thu, 05 Nov 2026 06:14:03 +0000",
      "published_at": "2026-11-05T14:14:03+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "GPT Images 2.6 现已推出，可用于生成 GIF 格式的表情包。",
      "original_summary": "以后表情包斗图，全靠 AI 了 #欢迎关注爱范儿官方微信公众号：爱范儿（微信号：ifanr），更多精彩内容第一时间为您奉上。",
      "localized": true,
      "stale": false
    },
    {
      "id": "3672d2dce9d1139f",
      "title": "ACM MM 2026：探索多媒体研究的多元视角",
      "original_title": "更强的模型之外，ACM MM 2026还在关注什么？",
      "url": "https://www.leiphone.com/category/private/eQlbsTc2zonGxU4h.html",
      "source": "雷锋网",
      "source_id": "leiphone",
      "source_url": "https://www.leiphone.com/",
      "category": "研究",
      "tags": [
        "多媒体研究",
        "学术会议",
        "技术前沿"
      ],
      "published": "Thu, 05 Nov 2026 13:47:00 +0800",
      "published_at": "2026-11-05T13:47:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "第34届ACM Multimedia会议将于2026年11月10日至14日在巴西里约热内卢举行，四位主题演讲嘉宾将分享技术前沿与多元视角，强调模型能力与具体应用结合。",
      "original_summary": "模型能力的提升，正在与更具体的人、更复杂的环境和更长远的影响结合。 作者丨 张璐 编辑丨张驰 更强的模型、更出色的性能，始终是多媒体研究令人期待的进展。但一场学术会议的吸引力，也来自它能够容纳更丰富的话题。 第 34 届国际多媒体领域顶会 ACM Multimedia ，将在 2026 年 11 月 10 日至 14 日在巴西里约热内卢举行。 今年四位主题演讲嘉宾，尤其值得关注。 他们各自的研究经历与问题意识，体现出了技术前沿与多元视角",
      "localized": true,
      "stale": false
    },
    {
      "id": "32c44345f01827fb",
      "title": "FlowReconBench：稀疏传感器流场重构的精度、校准与成本基准测试",
      "original_title": "FlowReconBench: Accuracy, calibration and cost of learned and classical flow reconstruction from sparse sensors",
      "url": "https://arxiv.org/abs/2611.06912v1",
      "source": "arXiv AI / ML / NLP",
      "source_id": "arxiv-ai",
      "source_url": "https://arxiv.org/",
      "category": "研究",
      "tags": [
        "流体重构",
        "基准测试",
        "机器学习"
      ],
      "published": "2026-11-04T18:57:47Z",
      "published_at": "2026-11-05T02:57:47+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "该基准测试对比了学习型模型与经典估计器在稀疏传感器流场重构任务上的表现，评估精度、校准能力及计算成本，揭示何时学习方法优于传统方法。",
      "original_summary": "Reconstructing full flow fields from sparse sensors requires prior assumptions about unmeasured regions and physical variables. Yet it remains unclear when learned models outperform classical estimators and which aspects",
      "localized": true,
      "stale": false
    },
    {
      "id": "cee464b03b448f51",
      "title": "国行 Apple 智能开始开发者测试，接入阿里巴巴千问大模型",
      "original_title": "国行版苹果 AI 开始测试；ChatGPT 搜索量已达到谷歌 20%；Seedance 被曝五成收入来自海外｜极客早知道",
      "url": "http://www.geekpark.net/news/373427",
      "source": "极客公园",
      "source_id": "geekpark",
      "source_url": "https://www.geekpark.net/",
      "category": "AI 模型",
      "tags": [
        "Apple Intelligence",
        "阿里巴巴",
        "千问"
      ],
      "published": "Wed, 04 Nov 2026 08:28:02 +0800",
      "published_at": "2026-11-04T08:28:02+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "苹果推送 iOS 27.3 首个开发者 Beta 版，国行 iPhone 开放 Apple 智能测试功能，含实时翻译、照片消除、写作工具、通知摘要，通过 Siri、写作工具、视觉智能调用千问模型。",
      "original_summary": "国行 Apple 智能开始测试：iOS 27.3 首个开发者 Beta 版已推送 11 月 4 日，苹果向开发者推送 iOS 27.3 首个 Beta 版，国行 iPhone 用户开始测试首批 Apple 智能功能，包括实时翻译、照片消除、写作工具和通知摘要等。国行 Apple 智能与阿里巴巴达成合作，在部分体验中接入千问。国内用户可直接在 Siri、写作工具和视觉智能中调用千问，覆盖文本与图像理解相关能力。 这次开放的是开发者测试版，",
      "localized": true,
      "stale": false
    },
    {
      "id": "cd3af2ff26a2e82d",
      "title": "FydeOS v23.1 发布，重点改善 Android 应用体验",
      "original_title": "FydeOS v23.1 发布，重点改善 Android 应用体验",
      "url": "https://www.oschina.net/news/503411",
      "source": "开源中国",
      "source_id": "oschina",
      "source_url": "https://www.oschina.net/",
      "category": "开发工具",
      "tags": [
        "FydeOS",
        "Android",
        "Google Play"
      ],
      "published": "Thu, 05 Nov 2026 13:47:45 +0800",
      "published_at": "2026-11-05T13:47:45+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "FydeOS v23.1 发布，重点改善 Android 应用体验、系统集成和企业管理，修复部分设备兼容性问题，包括 Google Play 服务异常及 Android 应用窗口调整、弹窗显示等问题。",
      "original_summary": "FydeOS v23.1 发布，重点改善 Android 应用体验、系统集成和企业管理，并修复部分设备上的兼容性问题。 Android 应用体验 修复部分设备上 Google Play 服务异常、导致 Google Play 商店无法正常使用的问题。 改善 Android 应用调整窗口大小时的显示效果，修复部分应用弹窗背景显示异常的问题。 修复从 Android 应用复制的...",
      "localized": true,
      "stale": false
    },
    {
      "id": "26989fb1bdf0ecb9",
      "title": "未发布Anthropic模型发现Linux内核漏洞",
      "original_title": "Anthropic未发布模型，挖出Linux系统级致命漏洞！",
      "url": "https://aiera.com.cn/2026/11/05/other/admin/122392/anthropic%e6%9c%aa%e5%8f%91%e5%b8%83%e6%a8%a1%e5%9e%8b%ef%bc%8c%e6%8c%96%e5%87%balinux%e7%b3%bb%e7%bb%9f%e7%ba%a7%e8%87%b4%e5%91%bd%e6%bc%8f%e6%b4%9e%ef%bc%81",
      "source": "新智元",
      "source_id": "aiera",
      "source_url": "https://www.aiera.com.cn/",
      "category": "安全",
      "tags": [
        "Linux",
        "内核漏洞",
        "Ubuntu"
      ],
      "published": "Thu, 05 Nov 2026 00:11:11 +0000",
      "published_at": "2026-11-05T08:11:11+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "据报道，在Ubuntu和Red Hat系统中，一个近乎满分的Linux内核漏洞至今仍未修复。",
      "original_summary": "AI 再次引发网络安全大地震！ 据报道，在Ubuntu和Red Hat系统中，一个近乎满分的Linux内核漏洞至今仍未修复。",
      "localized": true,
      "stale": false
    },
    {
      "id": "4275edac251417ea",
      "title": "Apple 官网排版细节鉴赏",
      "original_title": "Apple 官网排版细节鉴赏",
      "url": "https://sspai.com/post/115399",
      "source": "少数派",
      "source_id": "sspai",
      "source_url": "https://sspai.com/",
      "category": "开发工具",
      "tags": [
        "Apple",
        "网页排版",
        "前端开发"
      ],
      "published": "Thu, 05 Nov 2026 10:57:22 +0800",
      "published_at": "2026-11-05T10:57:22+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "介绍 Apple 官网网页排版的具体细节。",
      "original_summary": "Apple 独一无二的品牌价值，正是从这些细节中凝聚的。 查看全文",
      "localized": true,
      "stale": false
    },
    {
      "id": "4450c2fb3717fccd",
      "title": "X 更新网络应用，宣称速度显著提升",
      "original_title": "X says its updated web app is way faster",
      "url": "https://www.theverge.com/tech/1027113/x-says-its-updated-web-app-is-way-faster",
      "source": "The Verge",
      "source_id": "the-verge",
      "source_url": "https://www.theverge.com/",
      "category": "开发工具",
      "tags": [
        "网页性能",
        "平台更新",
        "渐进发布"
      ],
      "published": "2026-11-04T19:25:12-05:00",
      "published_at": "2026-11-05T08:25:12+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "X 推出新版网络应用，宣称速度大幅提升，目前按国家分批向已登录用户推送更新，支持在慢速连接下打开个人资料。",
      "original_summary": "X is introducing a new version of its web app that it says is much faster than before, and it's now rolling out the updated app \"one country at a time\" for signed-in users. \"Open a profile on X.com over a slow connection",
      "localized": true,
      "stale": false
    },
    {
      "id": "9eacd8100cb566e3",
      "title": "圆桌讨论：认知不朽的追求",
      "original_title": "Roundtables: Inside the Quest for Cognitive Immortality",
      "url": "https://www.technologyreview.com/2026/11/04/1148049/roundtables-inside-the-quest-for-cognitive-immortality",
      "source": "MIT Technology Review",
      "source_id": "mit-tech-review",
      "source_url": "https://www.technologyreview.com/",
      "category": "研究",
      "tags": [
        "人工智能",
        "神经科学"
      ],
      "published": "Wed, 04 Nov 2026 18:21:40 +0000",
      "published_at": "2026-11-05T02:21:40+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "为了实现自我连续性，技术专家正在探索让大脑持续运行的方法，甚至超越死亡。",
      "original_summary": "Tuesday, November 17, 2026 In an effort to reach an elusive continuity of the self, some far-thinking technologists are working on ways to keep your brain going—even beyond death. Join science editor Mary Beth Griggs and",
      "localized": true,
      "stale": false
    },
    {
      "id": "056a9c0e1fa4ee3e",
      "title": "飞利浦 32E3N5901RW 显示器开售，支持4K 75Hz/FHD 300Hz双模切换",
      "original_title": "飞利浦 31.5 英寸 4K 75Hz / FHD 300Hz 双模显示器 32E3N5901RW 开售，到手价 1849 元",
      "url": "https://www.ithome.com/1/022/816.htm",
      "source": "IT之家",
      "source_id": "ithome",
      "source_url": "https://www.ithome.com/",
      "category": "研究",
      "tags": [
        "IPS面板",
        "4K75Hz",
        "DisplayHDR400"
      ],
      "published": "Thu, 05 Nov 2026 08:37:05 GMT",
      "published_at": "2026-11-05T16:37:05+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "IT之家11月5日报道，飞利浦 32E3N5901RW 显示器现已开售，定价1999元，到手价1849元。采用31.5英寸IPS面板，标准对比度1200:1，支持4K 75Hz与FHD 300Hz切换；集成舒视蓝4.0技术，包含圆偏光、硬件",
      "original_summary": "IT之家 11 月 5 日消息，飞利浦 32E3N5901RW 显示器现已开售，定价为 1999 元， 到手价 1849 元 。 该显示器采用 31.5 英寸 IPS 面板，标准对比度 1200:1，可在 4K 75Hz 与 FHD 300Hz 之间切换；搭载飞利浦与京东方联合定制研发的舒视蓝 4.0 技术，整合圆偏光技术、硬件滤蓝光与 DC 调光不闪屏；通过 VESA DisplayHDR 400 认证，HDR 峰值亮度达 450ni",
      "localized": true,
      "stale": false
    },
    {
      "id": "c46713a775aa536b",
      "title": "AI助手工具调用隐私实验：67950条记录分析",
      "original_title": "你的AI助手正在“出卖”你：67950 条工具调用记录的隐私实验",
      "url": "https://news.cnblogs.com/n/844621",
      "source": "博客园",
      "source_id": "cnblogs",
      "source_url": "https://www.cnblogs.com/",
      "category": "研究",
      "tags": [
        "AI隐私",
        "工具调用",
        "实验研究"
      ],
      "published": "Thu, 05 Nov 2026 06:14:00 GMT",
      "published_at": "2026-11-05T14:14:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "上海人工智能实验室AgentDoG团队的研究表明，AI助手在工具调用过程中可能泄露用户隐私，例如通过访问地图或健康数据库，涉及67950条记录。",
      "original_summary": "AI 时代最私密的对话，可能不是你发出的那一句，而是 Agent 帮你发起的那一次工具调用。 你让 AI 助手查下周去伦敦的路线，它顺手调了地图服务；你让它整理体检报告，它连上了健康数据库。你和它的对话内容，理论上只有你和模型厂商能看到。但上海人工智能实验室 AgentDoG 团队最近发布的一项研究 本文链接",
      "localized": true,
      "stale": false
    },
    {
      "id": "74caa2dc7055da46",
      "title": "Coinbase将超过99%资产转移至离线冷钱包",
      "original_title": "在币安发生安全事件后 Coinbase将超过99%的资产转移到离线的冷钱包",
      "url": "https://www.landian.news/archives/128111.html",
      "source": "蓝点网",
      "source_id": "landiannews",
      "source_url": "https://www.landiannews.com/",
      "category": "安全",
      "tags": [
        "安全",
        "加密",
        "离线存储"
      ],
      "published": "Thu, 05 Nov 2026 08:00:00 +0000",
      "published_at": "2026-11-05T16:00:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "币安安全事件后，Coinbase将>99%客户资产转至离线冷钱包，仅保留少量热钱包余额，私钥离线保存，防远程攻击",
      "original_summary": "#安全资讯 在币安发生安全事件后，Coinbase 称其将超过 99% 的客户资产都转移到离线的冷钱包中存储。Coinbase 联网热钱包仅保留少量余额，只要余额达到某个阈值，超出部分就会被转移到冷钱包。冷钱包的私钥是离线保存的，这意味着远程攻击窃取私钥难度会非常大。查看全文：https://ourl.co/128111",
      "localized": true,
      "stale": false
    },
    {
      "id": "2a034ff14ee7c6a1",
      "title": "[OpenAI] 一句话让 GPT Image 2.6 生成 GIF，效果有点出乎意料",
      "original_title": "[OpenAI] 一句话让 GPT Image 2.6 生成 GIF，效果有点出乎意料",
      "url": "https://www.v2ex.com/t/1254763",
      "source": "V2EX",
      "source_id": "v2ex",
      "source_url": "https://www.v2ex.com/",
      "category": "AI 模型",
      "tags": [
        "GIF生成",
        "自然语言",
        "OpenAI"
      ],
      "published": "2026-11-05T08:38:20Z",
      "published_at": "2026-11-05T16:38:20+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "GPT Image 2.6 根据自然语言提示生成 GIF，示例中鹈鹕骑自行车动画平稳，无需手动关键帧或代码",
      "original_summary": "标题：用 GPT Image 2.6 生成了一个 GIF ，一只骑自行车的鹈鹕 🦩 刚刚试了一下 GPT Image 2.6 的 GIF 生成能力，感觉还挺有意思的。 我输入的提示词非常简单： 画一个鹈鹕骑自行车的 GIF 图 然后就生成了这个动画👇 整个过程没有手动画关键帧，也没有自己写代码处理动画，基本就是一句自然语言描述。 比较有意思的几个地方： 鹈鹕的形象比较稳定，没有明显变形。 脚真的在做踩自行车踏板的动作。 画风挺可爱，有种",
      "localized": true,
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    {
      "id": "b4662a72a47a05dc",
      "title": "任天堂最大 ROM 芯片供应商旺宏电子宣布退出生产",
      "original_title": "任天堂最大 ROM 芯片供应商准备退出",
      "url": "https://www.solidot.org/story?sid=85801",
      "source": "Solidot",
      "source_id": "solidot",
      "source_url": "https://www.solidot.org/",
      "category": "AI 模型",
      "tags": [
        "任天堂",
        "ROM芯片",
        "AI需求"
      ],
      "published": "Thu, 05 Nov 2026 14:53:08 +0800",
      "published_at": "2026-11-05T14:53:08+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "旺宏电子在第三季度财报中表示，受 AI 芯片需求增长影响，ROM 芯片产量同比下降 39%，已仅占业务 5%，计划终止 ROM 生产并退出游戏行业，任天堂未来需依赖罗姆、蓝碧等其他供应商。",
      "original_summary": "任天堂 Switch 游戏机实体游戏卡带使用的 ROM 芯片供应也受到了 AI 热的影响。任天堂最大 ROM 芯片供应商旺宏电子在其第三季度财报中宣布它准备终止 ROM 芯片生产，脱离游戏行业。旺宏电子表示，ROM 芯片的产量在过去一年中缩减了 39%，目前仅占其业务总量的 5%。ROM 芯片正逐渐被利润更高、需求更旺盛的其它存储芯片所取代。这意味着任天堂未来只能依靠其它 ROM 芯片供应商如罗姆（Rohm）和蓝碧半导体（Lapis S",
      "localized": true,
      "stale": false
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    {
      "id": "4d3938441f216409",
      "title": "Palette：用小型模型学习构建符合设计语言的模型",
      "original_title": "Palette: teaching a small model to build decks in your design language",
      "url": "https://huggingface.co/blog/ibm-research/palette-deck-building",
      "source": "Hugging Face Blog",
      "source_id": "huggingface-blog",
      "source_url": "https://huggingface.co/blog",
      "category": "AI 模型",
      "tags": [
        "小型模型",
        "设计语言",
        "模型构建"
      ],
      "published": "Tue, 03 Nov 2026 16:35:36 GMT",
      "published_at": "2026-11-04T00:35:36+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Palette 是一个工具或方法，旨在教导较小的模型掌握特定的设计语言，从而能够生成符合该语言规范的模型。",
      "original_summary": "",
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      "title": "OpenAI 自主管道发现并生成 948 个 Linux 内核漏洞补丁",
      "original_title": "A thousand fewer paths to root",
      "url": "https://openai.com/index/a-thousand-fewer-paths-to-root",
      "source": "OpenAI News",
      "source_id": "openai-news",
      "source_url": "https://openai.com/news/",
      "category": "安全",
      "tags": [
        "安全·开源生态"
      ],
      "published": "Wed, 04 Nov 2026 08:00:00 GMT",
      "published_at": "2026-11-04T16:00:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "OpenAI 构建了一个自主管道，自动发现、验证并生成 948 个 Linux 内核本地权限提升漏洞的补丁",
      "original_summary": "OpenAI built an autonomous pipeline that found, validated, and generated patches for 948 local privilege-escalation vulnerabilities in the Linux kernel.",
      "localized": true,
      "stale": false
    },
    {
      "id": "5523ef782a102f94",
      "title": "AI 行业 PAC 投入数百万影响 2026 年中期选举，结果喜忧参半",
      "original_title": "AI PACs spent millions trying to shape Congress — here’s how they fared",
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      "source_url": "https://techcrunch.com/category/artificial-intelligence/",
      "category": "研究",
      "tags": [
        "AI",
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        "选举"
      ],
      "published": "Wed, 04 Nov 2026 22:45:09 +0000",
      "published_at": "2026-11-05T06:45:09+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "AI 行业政治行动委员会在 2026 年中期选举中投入巨资进行游说，效果不一，各方已开始布局下一轮选战",
      "original_summary": "AI industry PACs spent millions influencing the 2026 midterms, with mixed results. Political groups are already looking toward the next election cycle.",
      "localized": true,
      "stale": false
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      "title": "Google 将 AI Overviews 强制纳入课堂，学校正在寻找脱身方式",
      "original_title": "Google Is Forcing AI Overviews in Classrooms. Schools Are Searching for a Way Out",
      "url": "https://www.wired.com/story/google-is-forcing-ai-overviews-in-classrooms-schools-are-searching-for-a-way-out",
      "source": "Wired AI",
      "source_id": "wired-ai",
      "source_url": "https://www.wired.com/tag/artificial-intelligence/",
      "category": "AI 模型",
      "tags": [
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        "教育",
        "搜索"
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      "published": "Wed, 04 Nov 2026 20:06:21 +0000",
      "published_at": "2026-11-05T04:06:21+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Google 将 AI Overviews 与传统搜索绑定，家长与教育者担忧机器生成答案会让孩子变笨",
      "original_summary": "Google is tying up AI Overviews with traditional search, angering parents and educators who worry that easy, machine-generated answers are leaving kids less capable.",
      "localized": true,
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    },
    {
      "id": "e9faad409040a547",
      "title": "铀立方体揭示德国核项目失败原因",
      "original_title": "Uranium cubes reveal why the German nuclear project failed",
      "url": "https://arstechnica.com/science/2026/11/uranium-cubes-reveal-why-the-german-nuclear-project-failed",
      "source": "Ars Technica",
      "source_id": "arstechnica",
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      "category": "研究",
      "tags": [
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        "科学",
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      "published": "Wed, 04 Nov 2026 21:56:29 +0000",
      "published_at": "2026-11-05T05:56:29+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "计算结果显示海森堡低估了所需材料数量。",
      "original_summary": "\"Our calculations suggest Heisenberg significantly underestimated the materials required.\"",
      "localized": true,
      "stale": false
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    {
      "id": "8761287f8413912f",
      "title": "The Linkerd Story: The People Behind The Service Mesh — A new documentary premieres at KubeCon + CloudNativeCon North America 2026",
      "original_title": "The Linkerd Story: The People Behind The Service Mesh — A new documentary premieres at KubeCon + CloudNativeCon North America 2026",
      "url": "https://www.cncf.io/blog/2026/11/02/the-linkerd-story-the-people-behind-the-service-mesh-a-new-documentary-premieres-at-kubecon-cloudnativecon-north-america-2026",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
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      "category": "云原生",
      "tags": [
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        "服务网格",
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      "published": "Mon, 02 Nov 2026 12:00:00 +0000",
      "published_at": "2026-11-02T20:00:00+08:00",
      "fetched_at": "2026-11-05T16:44:47.978336+08:00",
      "summary": "Join CNCF and Buoyant on November 9 in Salt Lake City for the premiere of a new documentary celebrating a decade of Link",
      "original_summary": "Join CNCF and Buoyant on November 9 in Salt Lake City for the premiere of a new documentary celebrating a decade of Linkerd, the evolution of service mesh technology, and the people who helped make it...",
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      "original_title": "基于本体+知识+Harness+Datat Agent的智能体完整落地链路！",
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      "source": "量子位",
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      "published": "Thu, 05 Nov 2026 02:01:51 +0000",
      "published_at": "2026-11-05T10:01:51+08:00",
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      "summary": "Data + AI技术实践巡展上海站",
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      "tags": [
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      "published": "Thu, 05 Nov 2026 13:00:00 GMT",
      "published_at": "2026-11-05T21:00:00+08:00",
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      "summary": "点击查看原文>",
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      "title": "发布OpenSpan，海亮科服开启全周期生涯规划普惠时代",
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