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        "author": "koala73",
        "summary": "一个整合了AI新闻聚合、地缘政治监控和基础设施追踪的实时全球情报态势感知仪表盘。",
        "rank": 2,
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        "author": "earthtojake",
        "summary": "这个项目提供了一套用于CAD、机器人和硬件设计的智能体技能，核心用途是将文本描述转化为CAD模型。",
        "rank": 9,
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        "author": "agegr",
        "summary": "这个项目为pi编码代理提供了一个图形化的Web用户界面，方便用户通过浏览器直接操作和交互。",
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        "previous_rank": null,
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        "author": "Nutlope",
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        "previous_rank": null,
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        "author": "MoonshotAI",
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        "rank": 3,
        "previous_rank": null,
        "movement": {
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          "label": "新上榜"
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        "author": "koala73",
        "summary": "这是一个利用AI聚合新闻、监测地缘政治和追踪基础设施的实时全球情报仪表盘。",
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        "author": "1jehuang",
        "summary": "这个项目是一个用于代码的智能体工具，核心用途是辅助开发者更高效地编写、调试和管理代码。",
        "rank": 5,
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        "forks": "3,881",
        "author": "HKUDS",
        "summary": "DeepTutor 是一个用于终身个性化辅导的开源项目，提供基于深度学习的自适应学习支持。",
        "rank": 6,
        "previous_rank": null,
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        "title": "PrismML-Eng/Bonsai-demo",
        "url": "https://github.com/PrismML-Eng/Bonsai-demo",
        "description": "Bonsai Demo",
        "language": "Shell",
        "stars": "1,989",
        "forks": "197",
        "author": "PrismML-Eng",
        "summary": "该项目是Bonsai技术的演示，展示了模型压缩或知识蒸馏的核心功能。",
        "rank": 7,
        "previous_rank": null,
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          "label": "新上榜"
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        "title": "ibelick/ui-skills",
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        "description": "Skills for Design Engineers",
        "language": "TypeScript",
        "stars": "6,198",
        "forks": "269",
        "author": "ibelick",
        "summary": "这个项目为设计工程师提供了一套可直接使用的 UI 组件和技能工具，帮助快速构建高质量界面。",
        "rank": 8,
        "previous_rank": null,
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          "label": "新上榜"
        },
        "periods": [
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      {
        "title": "diegosouzapw/OmniRoute",
        "url": "https://github.com/diegosouzapw/OmniRoute",
        "description": "Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models — Kimi, Claude, GPT, OpenAI, Gemini, GLM, DeepSeek, MiniMax. Works with Claude Code, Codex, Cursor, OpenCode, Cline & Copilot. Quota-aware auto-fallback, RTK+Caveman compression saves 15-95% tokens, MCP/A2A, Desktop/PWA. Built by 500+ contributors",
        "language": "TypeScript",
        "stars": "27,522",
        "forks": "3,605",
        "author": "diegosouzapw",
        "summary": "OmniRoute 是一个开源的 AI 网关，通过单一端点聚合 290 多个提供商和 500 多个模型，支持自动回退和 token 压缩，兼容多种主流编码工具。",
        "rank": 9,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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          "weekly",
          "monthly"
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        "title": "MoonshotAI/kimi-cli",
        "url": "https://github.com/MoonshotAI/kimi-cli",
        "description": "Kimi Code CLI is your next CLI agent.",
        "language": "Python",
        "stars": "10,716",
        "forks": "1,249",
        "author": "MoonshotAI",
        "summary": "这是一个由月之暗面开发的命令行界面代理，用于在终端中辅助代码编写和操作。",
        "rank": 10,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
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        "title": "MadsLorentzen/ai-job-search",
        "url": "https://github.com/MadsLorentzen/ai-job-search",
        "description": "The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews. Fork it and own it.",
        "language": "TypeScript",
        "stars": "25,937",
        "forks": "8,465",
        "author": "MadsLorentzen",
        "summary": "这个项目是一个基于 Claude Code 的 AI 求职框架，能在本地运行，用于评估招聘信息、定制简历、撰写求职信和准备面试。",
        "rank": 1,
        "previous_rank": null,
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          "direction": "new",
          "amount": null,
          "label": "新上榜"
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        "stars": "43,790",
        "forks": "4,519",
        "author": "usestrix",
        "summary": "这是一个开源的AI渗透测试工具，用于发现和修复应用程序的漏洞。",
        "rank": 2,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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        "title": "diegosouzapw/OmniRoute",
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        "description": "Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models — Kimi, Claude, GPT, OpenAI, Gemini, GLM, DeepSeek, MiniMax. Works with Claude Code, Codex, Cursor, OpenCode, Cline & Copilot. Quota-aware auto-fallback, RTK+Caveman compression saves 15-95% tokens, MCP/A2A, Desktop/PWA. Built by 500+ contributors",
        "language": "TypeScript",
        "stars": "27,522",
        "forks": "3,605",
        "author": "diegosouzapw",
        "summary": "OmniRoute 是一个免费开源的 AI 网关，通过单一端点接入 290 多家提供商和 500 多个模型，支持配额感知自动回退和 token 压缩，兼容主流 AI 编程工具。",
        "rank": 3,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
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        "description": "A modern, C++-native, test framework for unit-tests, TDD and BDD - using C++14, C++17 and later (C++11 support is in v2.x branch, and C++03 on the Catch1.x branch)",
        "language": "C++",
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        "forks": "3,355",
        "author": "catchorg",
        "summary": "Catch2 是一个基于 C++ 的现代测试框架，支持单元测试、TDD 和 BDD，并兼容 C++14 及更高版本。",
        "rank": 4,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
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        "title": "stablyai/orca",
        "url": "https://github.com/stablyai/orca",
        "description": "Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and VPS.",
        "language": "TypeScript",
        "stars": "27,608",
        "forks": "1,964",
        "author": "stablyai",
        "summary": "Orca 是一个用于管理并行编码代理的开发环境，支持用户使用自己的订阅在桌面、移动端和 VPS 上运行任意编码代理。",
        "rank": 5,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      },
      {
        "title": "Zackriya-Solutions/meetily",
        "url": "https://github.com/Zackriya-Solutions/meetily",
        "description": "Privacy first, AI meeting assistant with 4x faster Parakeet/Whisper live transcription, speaker diarization, and Ollama summarization built on Rust. 100% local processing. no cloud required. Meetily (Meetly Ai - https://meetily.ai ) is the #1 Self-hosted, Open-source Ai meeting note taker for macOS & Windows. Understand How to write meeting minutes",
        "language": "Rust",
        "stars": "26,336",
        "forks": "2,651",
        "author": "Zackriya-Solutions",
        "summary": "这是一个基于 Rust 构建的、支持本地实时转录、说话人分离和摘要生成的隐私优先开源 AI 会议助手。",
        "rank": 6,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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        ]
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      {
        "title": "ogulcancelik/herdr",
        "url": "https://github.com/ogulcancelik/herdr",
        "description": "agent multiplexer that lives in your terminal.",
        "language": "Rust",
        "stars": "20,098",
        "forks": "1,320",
        "author": "ogulcancelik",
        "summary": "这是一个在终端中运行的代理多路复用器，用于管理和协调多个AI代理。",
        "rank": 7,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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      {
        "title": "DeusData/codebase-memory-mcp",
        "url": "https://github.com/DeusData/codebase-memory-mcp",
        "description": "High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.",
        "language": "C",
        "stars": "34,664",
        "forks": "2,677",
        "author": "DeusData",
        "summary": "该项目是一个高性能代码智能MCP服务器，能将代码库索引为持久知识图谱，支持158种语言，实现毫秒级索引和亚毫秒级查询，并以单个零依赖静态二进制文件运行。",
        "rank": 8,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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      {
        "title": "kunchenguid/no-mistakes",
        "url": "https://github.com/kunchenguid/no-mistakes",
        "description": "git push no-mistakes",
        "language": "Go",
        "stars": "6,984",
        "forks": "537",
        "author": "kunchenguid",
        "summary": "这个项目通过 Git 钩子自动执行代码检查，帮助用户在推送前发现并修复问题。",
        "rank": 9,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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        ]
      },
      {
        "title": "asgeirtj/system_prompts_leaks",
        "url": "https://github.com/asgeirtj/system_prompts_leaks",
        "description": "Extracted system prompts from Anthropic - Claude Fable 5, Opus 4.8, Claude Code, Claude Design. OpenAI - ChatGPT GPT-5.6, Codex GPT-5.6, GPT-5.5. Google - Gemini 3.5 Flash, 3.1 Pro, Antigravity. xAI - Grok, Cursor, Copilot, VS Code, Perplexity, and more. Updated regularly.",
        "language": "JavaScript",
        "stars": "60,104",
        "forks": "9,792",
        "author": "asgeirtj",
        "summary": "该项目收集并定期更新来自Anthropic、OpenAI、Google、xAI等多个主流AI模型的系统提示词。",
        "rank": 10,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      }
    ]
  },
  "news": [
    {
      "id": "ed2eeefbfeebb927",
      "title": "Dependabot 引入三天冷却期，延迟版本更新",
      "original_title": "The case for a cooldown: Why Dependabot now waits before issuing version updates",
      "url": "https://github.blog/security/supply-chain-security/the-case-for-a-cooldown-why-dependabot-now-waits-before-issuing-version-updates",
      "source": "GitHub Blog",
      "source_id": "github-blog",
      "source_url": "https://github.blog/",
      "category": "开发工具",
      "tags": [
        "依赖更新",
        "安全",
        "冷却期"
      ],
      "published": "Thu, 23 Jul 2026 16:00:00 +0000",
      "published_at": "2026-07-24T00:00:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "新默认三天冷却期延迟版本更新 PR，让维护者和安全研究人员有时间处理发布版本中的问题。",
      "original_summary": "A new default three-day cooldown delays version update pull requests so maintainers and security researchers can address findings in a release before it gets into your code. The post The case for a cooldown: Why Dependab",
      "localized": true,
      "stale": false
    },
    {
      "id": "96f5dc656a14a806",
      "title": "将Nunchaku 4-bit扩散推理集成到Diffusers",
      "original_title": "Bringing Nunchaku 4-bit Diffusion Inference to Diffusers",
      "url": "https://huggingface.co/blog/nunchaku-diffusers",
      "source": "Hugging Face Blog",
      "source_id": "huggingface-blog",
      "source_url": "https://huggingface.co/blog",
      "category": "开发工具",
      "tags": [
        "Nunchaku",
        "4-bit推理",
        "Diffusers"
      ],
      "published": "Thu, 23 Jul 2026 00:00:00 GMT",
      "published_at": "2026-07-23T08:00:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "将Nunchaku 4-bit扩散推理功能添加至Diffusers库。",
      "original_summary": "",
      "localized": true,
      "stale": false
    },
    {
      "id": "bf70d809f9542eee",
      "title": "ChatGPT 推出健康功能，支持连接医疗记录和 Apple Health",
      "original_title": "Launching Health in ChatGPT",
      "url": "https://openai.com/index/health-in-chatgpt",
      "source": "OpenAI News",
      "source_id": "openai-news",
      "source_url": "https://openai.com/news/",
      "category": "AI 模型",
      "tags": [
        "ChatGPT",
        "健康",
        "Apple Health"
      ],
      "published": "Thu, 23 Jul 2026 00:00:00 GMT",
      "published_at": "2026-07-23T08:00:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "符合条件的美国用户现可安全连接个人医疗记录与 Apple Health 数据，在 ChatGPT 中获得更个性化的健康洞察。",
      "original_summary": "Health in ChatGPT now lets eligible U.S. users securely connect medical records and Apple Health to get more personalized insights and better understand their health.",
      "localized": true,
      "stale": false
    },
    {
      "id": "83dd6ad062b628a1",
      "title": "CNCF 日本分会成立 AI 基础设施 SIG，首次 meetup 开放演讲征集",
      "original_title": "Launch of the AI Infra SIG under the CNCF Japan chapter: First meetup and call for speakers",
      "url": "https://www.cncf.io/blog/2026/07/23/launch-of-the-ai-infra-sig-under-the-cncf-japan-chapter-first-meetup-and-call-for-speakers",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
      "source_url": "https://www.cncf.io/blog/",
      "category": "开源生态",
      "tags": [
        "CNCF",
        "AI 基础设施",
        "Kubernetes"
      ],
      "published": "Fri, 24 Jul 2026 00:05:00 +0000",
      "published_at": "2026-07-24T08:05:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "CNCF 日本分会宣布成立 AI 基础设施特别兴趣小组（SIG），并举办首次 meetup 活动，现面向社区征集演讲者。该小组旨在应对从生成式 AI 向 AI 代理演进带来的可扩展、高效基础设施需求，聚焦 Kubernetes 及云原生生态",
      "original_summary": "Japanese article follows English one. As we all know, AI is advancing from generative AI to agents, driving growing demand for scalable, efficient infrastructure. Kubernetes and the broader Cloud Native ecosystem are bec",
      "localized": true,
      "stale": false
    },
    {
      "id": "605b238dd753f4a7",
      "title": "大学在开源社区中的独特贡献：Linux基金会主席系列第三部分",
      "original_title": "From Campus to Community Part 3: What Universities Uniquely Bring",
      "url": "https://www.linuxfoundation.org/blog/from-campus-to-community-part-3-what-universities-uniquely-bring",
      "source": "Linux Foundation",
      "source_id": "linux-foundation",
      "source_url": "https://www.linuxfoundation.org/blog/",
      "category": "开源生态",
      "tags": [
        "Linux基金会",
        "开源社区",
        "大学合作"
      ],
      "published": "Tue, 21 Jul 2026 14:14:34 GMT",
      "published_at": "2026-07-21T22:14:34+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "Linux基金会董事会主席Nithya Ruff在系列文章中探讨大学如何为开源生态带来独特价值，本文为第三部分。",
      "original_summary": "This is a series from Linux Foundation Board Chair, Nithya Ruff. Read Part One and Two .",
      "localized": true,
      "stale": false
    },
    {
      "id": "2a285cf7ee5b659f",
      "title": "3D感知的视觉语言模型融合隐式与显式几何",
      "original_title": "3D-Aware VLMs with Implicit and Explicit Geometries",
      "url": "https://arxiv.org/abs/2607.21595v1",
      "source": "arXiv AI / ML / NLP",
      "source_id": "arxiv-ai",
      "source_url": "https://arxiv.org/",
      "category": "研究",
      "tags": [
        "VLM",
        "3D感知",
        "空间推理"
      ],
      "published": "2026-07-23T17:59:59Z",
      "published_at": "2026-07-24T01:59:59+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "现有VLM基于2D输入，难以处理需要细粒度空间理解的3D任务，该研究提出融合隐式和显式几何的3D感知VLM。",
      "original_summary": "Despite rapid progress, most existing vision-language models (VLMs) built from 2D visual inputs often struggle when handling various 3D tasks that require fine-grained spatial understanding and reasoning. To bridge this ",
      "localized": true,
      "stale": false
    },
    {
      "id": "98b061f178880396",
      "title": "Copilot与原始API访问：你实际支付的是什么？",
      "original_title": "Copilot vs. raw API access: What are you actually paying for?",
      "url": "https://github.blog/ai-and-ml/github-copilot/copilot-vs-raw-api-access-what-are-you-actually-paying-for",
      "source": "GitHub Blog",
      "source_id": "github-blog",
      "source_url": "https://github.blog/",
      "category": "开发工具",
      "tags": [
        "Copilot",
        "API",
        "定价"
      ],
      "published": "Wed, 22 Jul 2026 19:00:00 +0000",
      "published_at": "2026-07-23T03:00:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "Copilot现在按公布的API费率计费，比较直接模型访问与围绕它的编码工作流、策略和工具。",
      "original_summary": "Copilot now bills usage at listed API rates. Compare direct model access with the coding workflow, policy, and harness work around it. The post Copilot vs. raw API access: What are you actually paying for? appeared first",
      "localized": true,
      "stale": false
    },
    {
      "id": "91a5b7c5572d9140",
      "title": "物理AI的模拟现状：概述",
      "original_title": "The State of Simulation for Physical AI: An Overview",
      "url": "https://huggingface.co/blog/nvidia/state-of-simulation-for-physical-ai",
      "source": "Hugging Face Blog",
      "source_id": "huggingface-blog",
      "source_url": "https://huggingface.co/blog",
      "category": "研究",
      "tags": [
        "物理AI",
        "模拟",
        "现状"
      ],
      "published": "Tue, 21 Jul 2026 20:00:27 GMT",
      "published_at": "2026-07-22T04:00:27+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "对物理AI模拟技术的现状进行概述。",
      "original_summary": "",
      "localized": true,
      "stale": false
    },
    {
      "id": "082c4173c70b0451",
      "title": "OpenAI 宣布在佐治亚州建设 AI 基础设施项目",
      "original_title": "Building AI infrastructure with the Effingham County community",
      "url": "https://openai.com/index/building-ai-infrastructure-with-the-effingham-county-community",
      "source": "OpenAI News",
      "source_id": "openai-news",
      "source_url": "https://openai.com/news/",
      "category": "开发工具",
      "tags": [
        "OpenAI",
        "Codex",
        "AI基础设施"
      ],
      "published": "Wed, 22 Jul 2026 13:00:00 GMT",
      "published_at": "2026-07-22T21:00:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "OpenAI 发布 Project Camellia，承诺负责任能源、社区投资、就业岗位及 Codex 访问权限。",
      "original_summary": "OpenAI announces Project Camellia in Effingham County, Georgia, with commitments to responsible energy, community investment, jobs, and access to Codex.",
      "localized": true,
      "stale": false
    },
    {
      "id": "a7e1e11e85ae670b",
      "title": "OpenTelemetry 的可持续性：一个为期10周的贡献者群体实际面貌",
      "original_title": "Sustaining OpenTelemetry: What a 10-week contributor cohort actually looks like",
      "url": "https://www.cncf.io/blog/2026/07/23/sustaining-opentelemetry-what-a-10-week-contributor-cohort-actually-looks-like",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
      "source_url": "https://www.cncf.io/blog/",
      "category": "开源生态",
      "tags": [
        "OpenTelemetry",
        "贡献者",
        "CNCF"
      ],
      "published": "Thu, 23 Jul 2026 13:00:00 +0000",
      "published_at": "2026-07-23T21:00:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "本文是《Sustaining OpenTelemetry: Moving from Dependency Management to Stewardship》的后续，介绍了 CNCF 与 OpenTelemetry 项目联合实施的贡献者群体",
      "original_summary": "A follow-up to our earlier post: “Sustaining OpenTelemetry: Moving from Dependency Management to Stewardship” *** In April 2026, the Cloud Native Computing Foundation (CNCF), the OpenTelemetry (OTel) project, and Bloombe",
      "localized": true,
      "stale": false
    },
    {
      "id": "15ffb7c45e391bba",
      "title": "扩展流映射",
      "original_title": "Expanding Flow Maps",
      "url": "https://arxiv.org/abs/2607.21585v1",
      "source": "arXiv AI / ML / NLP",
      "source_id": "arxiv-ai",
      "source_url": "https://arxiv.org/",
      "category": "研究",
      "tags": [
        "流模型",
        "生成模型",
        "参数化"
      ],
      "published": "2026-07-23T17:57:38Z",
      "published_at": "2026-07-24T01:57:38+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "基于流的生成模型在连续和离散状态空间上实现了快速可控生成，但现有参数化受限于固定维度或固定结构。",
      "original_summary": "Flow-based generative models have enabled remarkable progress in fast and controllable generation across continuous and discrete state spaces, yet existing parameterizations are constrained to fixed dimensions or fixed s",
      "localized": true,
      "stale": false
    },
    {
      "id": "91d03bfc81e607b1",
      "title": "GitHub 重构漏洞赏金计划",
      "original_title": "Next chapter: Restructuring GitHub’s bug bounty program",
      "url": "https://github.blog/security/next-chapter-restructuring-githubs-bug-bounty-program",
      "source": "GitHub Blog",
      "source_id": "github-blog",
      "source_url": "https://github.blog/",
      "category": "安全",
      "tags": [
        "漏洞赏金",
        "GitHub",
        "安全"
      ],
      "published": "Wed, 22 Jul 2026 16:00:00 +0000",
      "published_at": "2026-07-23T00:00:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "GitHub 对其漏洞赏金计划进行重大调整，旨在改善研究人员与团队协作的体验。",
      "original_summary": "GitHub is making some significant changes to its bug bounty program, shifting its focus to give researchers a better experience working with the GitHub team. The post Next chapter: Restructuring GitHub’s bug bounty progr",
      "localized": true,
      "stale": false
    },
    {
      "id": "932591afba7f1cf5",
      "title": "新闻机构如何利用AI推进其重要使命",
      "original_title": "How news organizations are using AI to advance their vital missions",
      "url": "https://openai.com/index/how-news-organizations-are-using-ai",
      "source": "OpenAI News",
      "source_id": "openai-news",
      "source_url": "https://openai.com/news/",
      "category": "AI 模型",
      "tags": [
        "新闻机构",
        "OpenAI",
        "AI应用"
      ],
      "published": "Wed, 22 Jul 2026 13:00:00 GMT",
      "published_at": "2026-07-22T21:00:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "新闻机构正使用AI来加强报道、扩大受众并改善业务运营，OpenAI工具为全球记者和出版商提供支持。",
      "original_summary": "News organizations are using AI to strengthen reporting, grow audiences, and improve business operations, with OpenAI tools supporting journalists and publishers worldwide.",
      "localized": true,
      "stale": false
    },
    {
      "id": "9c542e6dbe898d6d",
      "title": "当 Kubeflow 遇到 Cilium：在 Kubernetes 中调试 60% 空闲 GPU",
      "original_title": "When Kubeflow meets Cilium: Debugging 60% idle GPUs in Kubernetes",
      "url": "https://www.cncf.io/blog/2026/07/23/when-kubeflow-meets-cilium-debugging-60-idle-gpus-in-kubernetes",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
      "source_url": "https://www.cncf.io/blog/",
      "category": "云原生",
      "tags": [
        "Kubeflow",
        "Cilium",
        "Kubernetes"
      ],
      "published": "Thu, 23 Jul 2026 11:33:00 +0000",
      "published_at": "2026-07-23T19:33:00+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "分布式训练作业运行正常，但 GPU 空闲率达 60%，根本原因是 Cilium 网络策略导致性能瓶颈。",
      "original_summary": "The symptom that made no sense The first time we saw it, we didn’t trust the dashboard. A distributed training job was scheduled and healthy — every pod was running, no crashes, no OOMKills, nothing in...",
      "localized": true,
      "stale": false
    },
    {
      "id": "3fb107311bd6ceac",
      "title": "GraphVid: 交互式图可控视频生成",
      "original_title": "GraphVid: Interactive Graph-Controllable Video Generation",
      "url": "https://arxiv.org/abs/2607.21580v1",
      "source": "arXiv AI / ML / NLP",
      "source_id": "arxiv-ai",
      "source_url": "https://arxiv.org/",
      "category": "AI模型",
      "tags": [
        "视频生成",
        "图控制",
        "交互控制"
      ],
      "published": "2026-07-23T17:56:30Z",
      "published_at": "2026-07-24T01:56:30+08:00",
      "fetched_at": "2026-07-24T13:11:48.452862+08:00",
      "summary": "提出GraphVid方法，通过图结构控制多对象交互，以解决文本提示或运动控制难以精确指定多对象交互的问题。",
      "original_summary": "Controllable video generation remains challenging due to the difficulty of specifying precise multi-object interactions using text prompts or motion-control inputs that primarily constrain pixel movement. In practice, tr",
      "localized": true,
      "stale": false
    }
  ],
  "news_generated_at": "2026-07-24T13:11:48.452862+08:00",
  "news_sources": [
    {
      "id": "github-blog",
      "name": "GitHub Blog",
      "url": "https://github.blog/",
      "status": "ok",
      "last_success_at": "2026-07-24T13:11:48.452862+08:00"
    },
    {
      "id": "huggingface-blog",
      "name": "Hugging Face Blog",
      "url": "https://huggingface.co/blog",
      "status": "ok",
      "last_success_at": "2026-07-24T13:11:48.452862+08:00"
    },
    {
      "id": "openai-news",
      "name": "OpenAI News",
      "url": "https://openai.com/news/",
      "status": "ok",
      "last_success_at": "2026-07-24T13:11:48.452862+08:00"
    },
    {
      "id": "cncf-blog",
      "name": "CNCF Blog",
      "url": "https://www.cncf.io/blog/",
      "status": "ok",
      "last_success_at": "2026-07-24T13:11:48.452862+08:00"
    },
    {
      "id": "linux-foundation",
      "name": "Linux Foundation",
      "url": "https://www.linuxfoundation.org/blog/",
      "status": "ok",
      "last_success_at": "2026-07-24T13:11:48.452862+08:00"
    },
    {
      "id": "arxiv-ai",
      "name": "arXiv AI / ML / NLP",
      "url": "https://arxiv.org/",
      "status": "ok",
      "last_success_at": "2026-07-24T13:11:48.452862+08:00"
    }
  ]
}
