{
  "schema_version": "1.0",
  "site": {
    "name": "GitHub 趋势雷达",
    "url": "https://Ibook000.github.io/GithubTrending"
  },
  "date": "2026-07-23",
  "generated_at": "2026-07-23T13:18:44.831109+08:00",
  "source": "https://github.com/trending",
  "periods": {
    "daily": [
      {
        "title": "koala73/worldmonitor",
        "url": "https://github.com/koala73/worldmonitor",
        "description": "Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface",
        "language": "TypeScript",
        "stars": "69,557",
        "forks": "10,605",
        "author": "koala73",
        "summary": "该项目是一个实时全球情报仪表盘，通过AI技术聚合新闻、监控地缘政治并追踪基础设施，提供统一的情境感知界面。",
        "rank": 1,
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        "title": "ruvnet/RuView",
        "url": "https://github.com/ruvnet/RuView",
        "description": "π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video.",
        "language": "Rust",
        "stars": "84,083",
        "forks": "11,255",
        "author": "ruvnet",
        "summary": "RuView 利用普通 WiFi 信号实现实时空间感知、生命体征监测和存在检测，无需使用摄像头。",
        "rank": 2,
        "previous_rank": null,
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          "amount": null,
          "label": "新上榜"
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        "periods": [
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      {
        "title": "ayghri/i-have-adhd",
        "url": "https://github.com/ayghri/i-have-adhd",
        "description": "A skill for your coding agent to stop it from burying the answer. ADHD-friendly output.",
        "language": "Python",
        "stars": "8,520",
        "forks": "390",
        "author": "ayghri",
        "summary": "这是一个帮助编程助手直接给出答案、避免冗长隐藏的ADHD友好型输出技能。",
        "rank": 3,
        "previous_rank": null,
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          "label": "新上榜"
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        "title": "schollz/croc",
        "url": "https://github.com/schollz/croc",
        "description": "Easily and securely send things from one computer to another 🐊 📦",
        "language": "Go",
        "stars": "37,791",
        "forks": "1,491",
        "author": "schollz",
        "summary": "croc 是一个用于在计算机之间安全、便捷地传输文件或数据的工具，支持端到端加密和跨平台操作。",
        "rank": 4,
        "previous_rank": null,
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          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
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        "title": "likec4/likec4",
        "url": "https://github.com/likec4/likec4",
        "description": "Visualize, collaborate, and evolve the software architecture with always actual and live diagrams from your code",
        "language": "TypeScript",
        "stars": "4,394",
        "forks": "305",
        "author": "likec4",
        "summary": "LikeC4 通过从代码生成始终与实际同步的实时图表，支持软件架构的可视化、协作和演进。",
        "rank": 5,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
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      {
        "title": "chrislgarry/Apollo-11",
        "url": "https://github.com/chrislgarry/Apollo-11",
        "description": "Original Apollo 11 Guidance Computer (AGC) source code for the command and lunar modules.",
        "language": "Assembly",
        "stars": "70,715",
        "forks": "7,889",
        "author": "chrislgarry",
        "summary": "这个项目提供了阿波罗11号指令舱和登月舱制导计算机的原始源代码，是真实历史任务的代码存档。",
        "rank": 6,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
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      {
        "title": "jamiepine/voicebox",
        "url": "https://github.com/jamiepine/voicebox",
        "description": "The open-source AI voice studio. Clone, dictate, create.",
        "language": "TypeScript",
        "stars": "45,925",
        "forks": "5,599",
        "author": "jamiepine",
        "summary": "Voicebox 是一个开源的 AI 语音工作室，支持语音克隆、听写和创作。",
        "rank": 7,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "daily"
        ]
      },
      {
        "title": "diegosouzapw/OmniRoute",
        "url": "https://github.com/diegosouzapw/OmniRoute",
        "description": "Never stop coding. Free MIT AI gateway: one endpoint, 278+ 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": "25,663",
        "forks": "3,385",
        "author": "diegosouzapw",
        "summary": "OmniRoute是一个免费开源的AI网关，通过单一端点接入278个提供商（含90个免费服务）和500多种模型，并支持自动回退、token压缩、多种AI工具及桌面端/PWA。",
        "rank": 8,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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      {
        "title": "shiyu-coder/Kronos",
        "url": "https://github.com/shiyu-coder/Kronos",
        "description": "Kronos: A Foundation Model for the Language of Financial Markets",
        "language": "Python",
        "stars": "32,690",
        "forks": "5,608",
        "author": "shiyu-coder",
        "summary": "Kronos是一个用于理解金融市场的语言基础模型。",
        "rank": 9,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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      {
        "title": "ComposioHQ/awesome-claude-skills",
        "url": "https://github.com/ComposioHQ/awesome-claude-skills",
        "description": "A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows",
        "language": "Python",
        "stars": "68,916",
        "forks": "7,816",
        "author": "ComposioHQ",
        "summary": "该项目汇总了用于定制Claude AI工作流的各类技能、资源和工具，是一份精选列表。",
        "rank": 10,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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    ],
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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": "15,760",
        "forks": "797",
        "author": "Nutlope",
        "summary": "这个项目为Claude Code、Cursor和Codex等AI编程工具提供了一套防止生成低质量代码的设计技巧。",
        "rank": 1,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
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        ]
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        "title": "tirth8205/code-review-graph",
        "url": "https://github.com/tirth8205/code-review-graph",
        "description": "Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows.",
        "language": "Python",
        "stars": "25,460",
        "forks": "2,401",
        "author": "tirth8205",
        "summary": "该项目提供一个本地优先的代码智能图，通过构建持久化的代码库映射，让AI工具只读取必要部分，从而在代码审查和大型仓库工作流中显著减少上下文。",
        "rank": 2,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
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        "title": "HKUDS/DeepTutor",
        "url": "https://github.com/HKUDS/DeepTutor",
        "description": "DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/ .",
        "language": "Python",
        "stars": "29,176",
        "forks": "3,839",
        "author": "HKUDS",
        "summary": "DeepTutor 是一个基于深度学习的终身个性化辅导系统。",
        "rank": 3,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
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        "title": "MoonshotAI/kimi-code",
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        "description": "Kimi Code CLI — The Starting Point for Next-Gen Agents",
        "language": "TypeScript",
        "stars": "4,632",
        "forks": "675",
        "author": "MoonshotAI",
        "summary": "Kimi Code CLI 是一个用于启动和运行下一代智能代理的命令行工具。",
        "rank": 4,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
      },
      {
        "title": "1jehuang/jcode",
        "url": "https://github.com/1jehuang/jcode",
        "description": "The most intelligent agent harness for code",
        "language": "Rust",
        "stars": "10,803",
        "forks": "1,179",
        "author": "1jehuang",
        "summary": "jcode 是一个为代码任务设计的智能代理框架，旨在提升代码生成与自动化处理的效率。",
        "rank": 5,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
      },
      {
        "title": "Shubhamsaboo/awesome-llm-apps",
        "url": "https://github.com/Shubhamsaboo/awesome-llm-apps",
        "description": "100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.",
        "language": "Python",
        "stars": "126,490",
        "forks": "18,660",
        "author": "Shubhamsaboo",
        "summary": "该项目是包含100多个免费开源的AI代理、代理技能和RAG应用的集合。",
        "rank": 6,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
      },
      {
        "title": "ibelick/ui-skills",
        "url": "https://github.com/ibelick/ui-skills",
        "description": "Skills for Design Engineers",
        "language": "TypeScript",
        "stars": "6,038",
        "forks": "260",
        "author": "ibelick",
        "summary": "ibelick/ui-skills 是一个面向设计工程师的 UI 组件与交互动效汇集，方便快速实现设计原型。",
        "rank": 7,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
      },
      {
        "title": "OpenCut-app/OpenCut",
        "url": "https://github.com/OpenCut-app/OpenCut",
        "description": "The open-source CapCut alternative",
        "language": "TypeScript",
        "stars": "77,715",
        "forks": "7,770",
        "author": "OpenCut-app",
        "summary": "OpenCut 是一个开源视频编辑工具，作为 CapCut 的替代方案。",
        "rank": 8,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
      },
      {
        "title": "apache/ossie",
        "url": "https://github.com/apache/ossie",
        "description": "Apache Ossie, industry wide specification effort to standardize how we exchange semantic metadata across analytics, AI and BI platforms, providing a vendor neutral, single source of truth for semantic data",
        "language": "Python",
        "stars": "1,511",
        "forks": "177",
        "author": "apache",
        "summary": "Apache Ossie 是一个标准化跨分析、AI 和 BI 平台语义元数据交换的行业规范，提供厂商中立的单一语义数据来源。",
        "rank": 9,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
      },
      {
        "title": "MoonshotAI/kimi-cli",
        "url": "https://github.com/MoonshotAI/kimi-cli",
        "description": "Kimi Code CLI is your next CLI agent.",
        "language": "Python",
        "stars": "10,634",
        "forks": "1,239",
        "author": "MoonshotAI",
        "summary": "Kimi Code CLI 是一个命令行界面代理工具，用于在终端中辅助代码开发与操作。",
        "rank": 10,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "weekly"
        ]
      }
    ],
    "monthly": [
      {
        "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": "25,404",
        "forks": "8,307",
        "author": "MadsLorentzen",
        "summary": "这是一个基于Claude Code、在本地机器上运行的AI求职框架，能评估招聘信息、定制简历、撰写求职信并准备面试。",
        "rank": 1,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      },
      {
        "title": "usestrix/strix",
        "url": "https://github.com/usestrix/strix",
        "description": "Open-source AI penetration testing tool to find and fix your app’s vulnerabilities.",
        "language": "Python",
        "stars": "43,486",
        "forks": "4,492",
        "author": "usestrix",
        "summary": "Strix 是一个开源的 AI 渗透测试工具，用于发现并修复应用程序中的漏洞。",
        "rank": 2,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      },
      {
        "title": "catchorg/Catch2",
        "url": "https://github.com/catchorg/Catch2",
        "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++",
        "stars": "21,285",
        "forks": "3,354",
        "author": "catchorg",
        "summary": "Catch2是一个C++原生测试框架，用于单元测试、TDD和BDD，支持C++14及以上版本，并兼容C++11和C++03。",
        "rank": 3,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      },
      {
        "title": "diegosouzapw/OmniRoute",
        "url": "https://github.com/diegosouzapw/OmniRoute",
        "description": "Never stop coding. Free MIT AI gateway: one endpoint, 278+ 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": "25,663",
        "forks": "3,385",
        "author": "diegosouzapw",
        "summary": "OmniRoute 是一个免费开源的 AI 网关，通过单一端点聚合 278 家供应商的 500 多种模型，并提供配额感知自动回退与 token 压缩功能。",
        "rank": 4,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "daily",
          "monthly"
        ]
      },
      {
        "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": "34,273",
        "forks": "2,631",
        "author": "DeusData",
        "summary": "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，支持158种语言，毫秒级查询且减少99%的token消耗，单静态二进制零依赖部署。",
        "rank": 5,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      },
      {
        "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": "26,478",
        "forks": "1,898",
        "author": "stablyai",
        "summary": "Orca 是一个可用于管理并行代理的代理开发环境，支持在桌面、移动端和 VPS 上运行用户自有订阅的任意编码代理。",
        "rank": 6,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      },
      {
        "title": "calesthio/OpenMontage",
        "url": "https://github.com/calesthio/OpenMontage",
        "description": "World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.",
        "language": "Python",
        "stars": "41,349",
        "forks": "4,900",
        "author": "calesthio",
        "summary": "OpenMontage是一个开源、智能体驱动的视频制作系统，集成了12条生产流水线、100多种工具和700多个智能体技能与知识文件，能将AI编码助手转化为完整的视频制作工作室。",
        "rank": 7,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      },
      {
        "title": "kunchenguid/no-mistakes",
        "url": "https://github.com/kunchenguid/no-mistakes",
        "description": "git push no-mistakes",
        "language": "Go",
        "stars": "6,901",
        "forks": "526",
        "author": "kunchenguid",
        "summary": "一个在 `git push` 时自动执行代码校验的 Git 扩展，帮助开发者避免错误提交。",
        "rank": 8,
        "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": "26,140",
        "forks": "2,636",
        "author": "Zackriya-Solutions",
        "summary": "这是一个基于 Rust 构建的、完全本地运行的开源 AI 会议助手，主打隐私优先，支持实时转录、说话人识别和自动总结。",
        "rank": 9,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      },
      {
        "title": "ogulcancelik/herdr",
        "url": "https://github.com/ogulcancelik/herdr",
        "description": "agent multiplexer that lives in your terminal.",
        "language": "Rust",
        "stars": "19,634",
        "forks": "1,284",
        "author": "ogulcancelik",
        "summary": "Herdr 是一个运行在终端中的智能体多路复用器，用于管理和协调多个 AI 代理。",
        "rank": 10,
        "previous_rank": null,
        "movement": {
          "direction": "new",
          "amount": null,
          "label": "新上榜"
        },
        "periods": [
          "monthly"
        ]
      }
    ]
  },
  "news": [
    {
      "id": "98b061f178880396",
      "title": "Copilot vs. 原始 API 访问：你实际在为什么付费？",
      "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",
        "计费"
      ],
      "published": "Wed, 22 Jul 2026 19:00:00 +0000",
      "published_at": "2026-07-23T03:00:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "Copilot 现在按公布的 API 费率计费。对比直接模型访问与编码工作流、策略和配套工具的费用。",
      "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": "The State of Simulation for Physical AI: An Overview",
      "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",
        "仿真",
        "综述"
      ],
      "published": "Tue, 21 Jul 2026 20:00:27 GMT",
      "published_at": "2026-07-22T04:00:27+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "分类：研究",
      "original_summary": "",
      "localized": true,
      "stale": false
    },
    {
      "id": "082c4173c70b0451",
      "title": "OpenAI与Effingham县社区共建AI基础设施",
      "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": "2026-07-23T13:18:00.207854+08:00",
      "summary": "OpenAI宣布在佐治亚州Effingham县启动Project Camellia，承诺负责任能源使用、社区投资、创造就业并提供Codex访问。",
      "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": "b27cca60b41574b6",
      "title": "Confidential Containers 成为 CNCF 孵化项目",
      "original_title": "Confidential Containers becomes a CNCF incubating project",
      "url": "https://www.cncf.io/blog/2026/07/22/confidential-containers-becomes-a-cncf-incubating-project",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
      "source_url": "https://www.cncf.io/blog/",
      "category": "安全",
      "tags": [
        "机密容器",
        "CNCF",
        "容器安全"
      ],
      "published": "Wed, 22 Jul 2026 16:00:00 +0000",
      "published_at": "2026-07-23T00:00:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "CNCF 技术监督委员会已投票通过，接受 Confidential Containers 为孵化项目，该项目专注于保护数据在使用中的安全。",
      "original_summary": "The CNCF Technical Oversight Committee (TOC) has voted to accept Confidential Containers as a CNCF incubating project. About Confidential Containers Confidential Containers addresses the need to protect data in use withi",
      "localized": true,
      "stale": false
    },
    {
      "id": "605b238dd753f4a7",
      "title": "从校园到社区第三部分：大学带来的独特贡献",
      "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": "2026-07-23T13:18:00.207854+08:00",
      "summary": "Linux基金会董事会主席Nithya Ruff的系列文章，探讨大学在开源社区中的独特价值。",
      "original_summary": "This is a series from Linux Foundation Board Chair, Nithya Ruff. Read Part One and Two .",
      "localized": true,
      "stale": false
    },
    {
      "id": "cc8fdaace4f1f3a4",
      "title": "Lipschitzian随机函数的强大数定律",
      "original_title": "Lipschitzian SLLNs for random functions",
      "url": "https://arxiv.org/abs/2607.20411v1",
      "source": "arXiv AI / ML / NLP",
      "source_id": "arxiv-ai",
      "source_url": "https://arxiv.org/",
      "category": "研究",
      "tags": [
        "随机函数",
        "大数定律",
        "Lipschitz"
      ],
      "published": "2026-07-22T17:50:53Z",
      "published_at": "2026-07-23T01:50:53+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "我们证明了在Lipschitz伪度量下局部Lipschitz函数的强大数定律，结果在拓扑或模型论条件下成立，后者涵盖函数联合。",
      "original_summary": "We prove strong laws of large numbers for locally Lipschitz functions in the Lipschitz pseudometric. Our results hold under either a topological or a model-theoretic condition, with the latter encompassing functions join",
      "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",
        "安全研究",
        "开发者体验"
      ],
      "published": "Wed, 22 Jul 2026 16:00:00 +0000",
      "published_at": "2026-07-23T00:00:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "GitHub 调整其漏洞赏金计划，重点改善研究人员与 GitHub 团队的合作体验。",
      "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": "8549f9ed22c455ab",
      "title": "Grabette：一个记录机器人操作数据的开放系统",
      "original_title": "Grabette: an open system to record robot-manipulation data",
      "url": "https://huggingface.co/blog/grabette",
      "source": "Hugging Face Blog",
      "source_id": "huggingface-blog",
      "source_url": "https://huggingface.co/blog",
      "category": "开源生态",
      "tags": [
        "机器人",
        "数据记录",
        "开源"
      ],
      "published": "Tue, 21 Jul 2026 00:00:00 GMT",
      "published_at": "2026-07-21T08:00:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "Grabette是一个开放系统，用于记录机器人操作数据。",
      "original_summary": "",
      "localized": true,
      "stale": false
    },
    {
      "id": "932591afba7f1cf5",
      "title": "新闻机构利用AI提升报道、扩大受众及优化运营",
      "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": [
        "AI",
        "新闻",
        "记者"
      ],
      "published": "Wed, 22 Jul 2026 13:00:00 GMT",
      "published_at": "2026-07-22T21:00:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "新闻机构正借助AI（包括OpenAI工具）加强报道能力、拓展受众群体并改善业务流程，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": "b6e8cc4d5ec6bef2",
      "title": "Kubernetes 上的多集群数据库：架构与部署",
      "original_title": "Multi-Cluster databases on Kubernetes: Architecture and deployment",
      "url": "https://www.cncf.io/blog/2026/07/22/multi-cluster-databases-on-kubernetes-architecture-and-deployment",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
      "source_url": "https://www.cncf.io/blog/",
      "category": "云原生",
      "tags": [
        "数据库",
        "Kubernetes",
        "多集群"
      ],
      "published": "Wed, 22 Jul 2026 11:42:00 +0000",
      "published_at": "2026-07-22T19:42:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "在Kubernetes上运行数据库已被广泛理解，但要运行一个能承受完全区域故障、控制平面损坏或网络中断的数据库，则需要容错架构。",
      "original_summary": "Introduction Running a database on Kubernetes is well understood. Running one that survives a complete regional failure, a corrupted control plane, or a severed network requires a fault-resistant architecture. This post ",
      "localized": true,
      "stale": false
    },
    {
      "id": "a7a3032028ca51bb",
      "title": "LKValues：使大语言模型与斯里兰卡社会价值观对齐",
      "original_title": "LKValues: Aligning Large Language Models with Sri Lankan Societal Values",
      "url": "https://arxiv.org/abs/2607.20410v1",
      "source": "arXiv AI / ML / NLP",
      "source_id": "arxiv-ai",
      "source_url": "https://arxiv.org/",
      "category": "研究",
      "tags": [
        "价值观对齐",
        "文化偏见",
        "大语言模型"
      ],
      "published": "2026-07-22T17:49:37Z",
      "published_at": "2026-07-23T01:49:37+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "大语言模型的价值对齐存在西方文化偏见，导致斯里兰卡等多语言社会的本地价值观被忽视，LKValues 项目致力于解决此问题。",
      "original_summary": "Value alignment of Large Language Models (LLMs) has been shown to be culturally biased toward Western norms. This results in the mishandling of local values in multilingual societies such as Sri Lanka that have their uni",
      "localized": true,
      "stale": false
    },
    {
      "id": "24abb84d61b2e525",
      "title": "如何利用画布构建交互式体验",
      "original_title": "How to build interactive experiences with canvases",
      "url": "https://github.blog/ai-and-ml/github-copilot/how-to-build-interactive-experiences-with-canvases",
      "source": "GitHub Blog",
      "source_id": "github-blog",
      "source_url": "https://github.blog/",
      "category": "开发工具",
      "tags": [
        "AI",
        "画布",
        "工作流"
      ],
      "published": "Tue, 21 Jul 2026 16:00:00 +0000",
      "published_at": "2026-07-22T00:00:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "画布将 AI 转变为交互式工作空间，用户可在其中可视化信息、探索工作流并处理复杂任务。",
      "original_summary": "Canvases turn AI into interactive workspaces where you can visualize information, explore workflows, and take action across complex tasks. The post How to build interactive experiences with canvases appeared first on The",
      "localized": true,
      "stale": false
    },
    {
      "id": "577ddf6b90e6d70b",
      "title": "OpenAI与美国能源部及国家实验室合作推进科学发现",
      "original_title": "Advancing the next era of national science",
      "url": "https://openai.com/index/advancing-the-next-era-of-national-science",
      "source": "OpenAI News",
      "source_id": "openai-news",
      "source_url": "https://openai.com/news/",
      "category": "研究",
      "tags": [
        "OpenAI",
        "美国能源部",
        "前沿AI"
      ],
      "published": "Wed, 22 Jul 2026 12:00:00 GMT",
      "published_at": "2026-07-22T20:00:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "OpenAI与美国能源部和国家实验室合作，利用前沿AI加速科学发现。",
      "original_summary": "OpenAI outlines its commitment to advancing American science working with the U.S. Department of Energy and national labs to use frontier AI to accelerate discovery.",
      "localized": true,
      "stale": false
    },
    {
      "id": "14f1e8e2d6d1fcd0",
      "title": "我让一个策略引擎以为自己处于生产环境",
      "original_title": "I made a policy engine think it was in production",
      "url": "https://www.cncf.io/blog/2026/07/22/i-made-a-policy-engine-think-it-was-in-production",
      "source": "CNCF Blog",
      "source_id": "cncf-blog",
      "source_url": "https://www.cncf.io/blog/",
      "category": "云原生",
      "tags": [
        "Kubernetes",
        "策略引擎",
        "安全合规"
      ],
      "published": "Wed, 22 Jul 2026 11:00:00 +0000",
      "published_at": "2026-07-22T19:00:00+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "Kyverno 是一个 Kubernetes 原生的策略引擎，在工作负载到达集群前对资源进行验证、变更和生成，以代码形式执行安全与合规规则，无需独立的策略语言。",
      "original_summary": "Kyverno is a Kubernetes-native policy engine that validates, mutates, and generates resources before workloads reach your cluster, enforcing security and compliance rules as code, without requiring a separate policy lang",
      "localized": true,
      "stale": false
    },
    {
      "id": "d48c7832a147ff31",
      "title": "SoftReason：一种全可微的神经软符号演绎推理架构，用于高维感知数据",
      "original_title": "SoftReason: A Fully Differentiable Neuro-Soft-Symbolic Deductive Reasoning Architecture over High-Dimensional Perceptual Data",
      "url": "https://arxiv.org/abs/2607.20402v1",
      "source": "arXiv AI / ML / NLP",
      "source_id": "arxiv-ai",
      "source_url": "https://arxiv.org/",
      "category": "AI 模型",
      "tags": [
        "神经符号推理",
        "可微分推理",
        "高维数据"
      ],
      "published": "2026-07-22T17:38:39Z",
      "published_at": "2026-07-23T01:38:39+08:00",
      "fetched_at": "2026-07-23T13:18:00.207854+08:00",
      "summary": "该架构解决推理问题中前提需从高维输入推断而非离散符号的问题，并利用了提供的谓词词汇、参数结构和可信证据。",
      "original_summary": "In many reasoning problems, the premises are not observed as discrete symbols, but must be inferred from high-dimensional inputs. Further, the predicate vocabulary, argument structure, and trusted evidence are supplied b",
      "localized": true,
      "stale": false
    }
  ],
  "news_generated_at": "2026-07-23T13:18:00.207854+08:00",
  "news_sources": [
    {
      "id": "github-blog",
      "name": "GitHub Blog",
      "url": "https://github.blog/",
      "status": "ok",
      "last_success_at": "2026-07-23T13:18:00.207854+08:00"
    },
    {
      "id": "huggingface-blog",
      "name": "Hugging Face Blog",
      "url": "https://huggingface.co/blog",
      "status": "ok",
      "last_success_at": "2026-07-23T13:18:00.207854+08:00"
    },
    {
      "id": "openai-news",
      "name": "OpenAI News",
      "url": "https://openai.com/news/",
      "status": "ok",
      "last_success_at": "2026-07-23T13:18:00.207854+08:00"
    },
    {
      "id": "cncf-blog",
      "name": "CNCF Blog",
      "url": "https://www.cncf.io/blog/",
      "status": "ok",
      "last_success_at": "2026-07-23T13:18:00.207854+08:00"
    },
    {
      "id": "linux-foundation",
      "name": "Linux Foundation",
      "url": "https://www.linuxfoundation.org/blog/",
      "status": "ok",
      "last_success_at": "2026-07-23T13:18:00.207854+08:00"
    },
    {
      "id": "arxiv-ai",
      "name": "arXiv AI / ML / NLP",
      "url": "https://arxiv.org/",
      "status": "ok",
      "last_success_at": "2026-07-23T13:18:00.207854+08:00"
    }
  ]
}
