{ "schemaVersion": 1, "generatedAt": "2026-06-08T00:20:22.661Z", "source": "aihot.virxact.com public API", "updatePolicy": "Daily 10:00 Asia/Shanghai; curated for Agent Skills, skill ecosystems, and Agent architecture.", "items": [ { "id": "news-3f6e6b38", "url": "https://x.com/oran_ge/status/2063775927147073628", "canonicalUrl": "https://x.com/oran_ge/status/2063775927147073628", "title": "Cola 1.0.0 公测：100天诞生的有灵魂AI", "titleEn": "http：//x.com/i/article/2063773475249246208", "description": "诞生100天后，Cola AI正式公测（1.0.0版本），无需邀请码即可在Mac和Windows上下载使用。新用户注册24小时内可获5美金额度。Cola被团队定义为\"有灵魂的AI\"，具备连续记忆、语音交互和自我进化能力，强调像人类一样长期记忆和情感共情。官网：colaos.ai。", "descriptionEn": "诞生100天后，Cola AI正式公测（1.0.0版本），无需邀请码即可在Mac和Windows上下载使用。新用户注册24小时内可获5美金额度。Cola被团队定义为\"有灵魂的AI\"，具备连续记忆、语音交互和自我进化能力，强调像人类一样长期记忆和情感共情。官网：colaos.ai。", "image": null, "sourceName": "X：Oran Ge (@oran_ge)", "sourceCategory": "ai-products", "publishedAt": "2026-06-08T00:11:38.000Z", "discoveredAt": "2026-06-08T00:20:22.641Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-c063f9e9", "url": "https://simonwillison.net/2026/Jun/7/datasette-agent-edit", "canonicalUrl": "https://simonwillison.net/2026/Jun/7/datasette-agent-edit", "title": "datasette-agent-edit 0.1a0 发布", "titleEn": "datasette-agent-edit 0.1a0", "description": "datasette-agent-edit 0.1a0 插件发布，为 Datasette Agent 提供智能体编辑文本的核心工具。其设计借鉴 Claude text editor，实现三个工具：view（按行号查看文件片段）、str_replace（精确替换唯一字符串）、insert（在指定行号后插入文本）。该插件作为基础组件，可供其他协作 Markdown 编辑、SQL 查询更新、SVG 编辑等插件复用。", "descriptionEn": "datasette-agent-edit 0.1a0 插件发布，为 Datasette Agent 提供智能体编辑文本的核心工具。其设计借鉴 Claude text editor，实现三个工具：view（按行号查看文件片段）、str_replace（精确替换唯一字符串）、insert（在指定行号后插入文本）。该插件作为基础组件，可供其他协作 Markdown 编辑、SQL 查询更新、SVG 编辑等插件复用。", "image": null, "sourceName": "Simon Willison 博客", "sourceCategory": "tip", "publishedAt": "2026-06-07T23:56:38.000Z", "discoveredAt": "2026-06-08T00:20:22.641Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "skill-ecosystem" ], "relevanceScore": 0.82, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-bf86ae65", "url": "https://x.com/berryxia/status/2063764781346312500", "canonicalUrl": "https://x.com/berryxia/status/2063764781346312500", "title": "OpenAI 发布 Codex 应用场景新页面，列出七大领域委托任务", "titleEn": "OpenAI刚刚发布了一个新的关于Codex应用场景的页面。 该页面基本上列出了各团队目前正在让编码代理执行的各项任务： 工程开发、产品开发、质量测试、安全检查、数据分析、内部工具的开发，甚至生命…", "description": "OpenAI 发布 Codex 应用场景新页面，展示各团队已委托编码代理执行的七大类任务：工程开发、产品开发、质量测试、安全检查、数据分析、内部工具及生命科学工作流程。具体案例包括审查 GitHub PR 并理解大型代码库、将截图转为响应式 UI、模拟真实用户操作进行 QA 测试、重构老旧代码与数据迁移、修复安全漏洞、撰写 PRD、分析数据集、开发内部应用及辅助生命科学研究。页面表明编码代理正从演示阶段融入日常工作。", "descriptionEn": "OpenAI 发布 Codex 应用场景新页面，展示各团队已委托编码代理执行的七大类任务：工程开发、产品开发、质量测试、安全检查、数据分析、内部工具及生命科学工作流程。具体案例包括审查 GitHub PR 并理解大型代码库、将截图转为响应式 UI、模拟真实用户操作进行 QA 测试、重构老旧代码与数据迁移、修复安全漏洞、撰写 PRD、分析数据集、开发内部应用及辅助生命科学研究。页面表明编码代理正从演示阶段融入日常工作。", "image": null, "sourceName": "X：Berry Xia (@berryxia)", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T23:27:21.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "coding-agent", "agent-safety" ], "relevanceScore": 0.86, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-c0a45e66", "url": "https://www.bloomberg.com/news/articles/2026-06-07/nvidia-sk-hynix-sign-multi-year-pact-to-develop-next-gen-chips", "canonicalUrl": "https://www.bloomberg.com/news/articles/2026-06-07/nvidia-sk-hynix-sign-multi-year-pact-to-develop-next-gen-chips", "title": "Nvidia 与 SK Hynix 签署多年协议，共同开发下一代 AI 存储芯片", "titleEn": "Nvidia， SK Hynix Sign Multi-Year Pact to Develop Next-Gen Chips", "description": "Nvidia 与 SK Hynix 达成合作，将共同设计面向 AI 应用的未来几代存储芯片。此举巩固了 SK Hynix 在高端半导体领域的领先地位。", "descriptionEn": "Nvidia 与 SK Hynix 达成合作，将共同设计面向 AI 应用的未来几代存储芯片。此举巩固了 SK Hynix 在高端半导体领域的领先地位。", "image": null, "sourceName": "Bloomberg：Technology（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T23:26:02.000Z", "discoveredAt": "2026-06-08T00:20:22.070Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-929c909", "url": "https://x.com/hongming731/status/2063762055300300859", "canonicalUrl": "https://x.com/hongming731/status/2063762055300300859", "title": "早报：Tony Fadell谈\"知情直觉\"；OpenAI用Codex零人工写百万行代码；Coding Agent范式转移", "titleEn": "BestBlogs 今日早报内容： -------- BestBlogs 早报 · 06-08 # Tony Fadell / OpenAI Codex / Context Engineerin…", "description": "今日早报聚焦AI产品与工程前沿：iPod之父Tony Fadell提出创新依赖\"知情直觉\"而非数据，并总结\"三代法则\"；OpenAI内部用Codex全程零人工代码交付约100万行代码，合并1500个PR，效率为手写代码10倍；Thoughtworks专家梳理Coding Agent范式转移，指出Context Engineering是双向放大器，并强调Harness Engineering构建安全网；Anthropic首次公开内部Claude Code Skills经验；OpenAI计划将Codex并入ChatGPT打造超级应用。", "descriptionEn": "今日早报聚焦AI产品与工程前沿：iPod之父Tony Fadell提出创新依赖\"知情直觉\"而非数据，并总结\"三代法则\"；OpenAI内部用Codex全程零人工代码交付约100万行代码，合并1500个PR，效率为手写代码10倍；Thoughtworks专家梳理Coding Agent范式转移，指出Context Engineering是双向放大器，并强调Harness Engineering构建安全网；Anthropic首次公开内部Claude Code Skills经验；OpenAI计划将Codex并入ChatGPT打造超级应用。", "image": null, "sourceName": "X：洪明 (@hongming731)", "sourceCategory": "tip", "publishedAt": "2026-06-07T23:16:31.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent", "agent-safety" ], "relevanceScore": 0.98, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-233401ee", "url": "https://x.com/hongming731/status/2063761907891466424", "canonicalUrl": "https://x.com/hongming731/status/2063761907891466424", "title": "BestBlogs早报：iPod之父、Codex、Coding Agent", "titleEn": "http：//x.com/i/article/2063761613795270656", "description": "BestBlogs早报06-08聚焦三篇AI工程实践精讲：iPod之父Tony Fadell系统阐述\"知情直觉\"与\"三代法则\"，警告AI时代的\"认知投降\"和\"快时尚软件\"；OpenAI工程团队分享使用Codex", "descriptionEn": "BestBlogs早报06-08聚焦三篇AI工程实践精讲：iPod之父Tony Fadell系统阐述\"知情直觉\"与\"三代法则\"，警告AI时代的\"认知投降\"和\"快时尚软件\"；OpenAI工程团队分享使用Codex", "image": null, "sourceName": "X：洪明 (@hongming731)", "sourceCategory": "tip", "publishedAt": "2026-06-07T23:15:56.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.94, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-4fef4240", "url": "https://x.com/dotey/status/2063758466573795692", "canonicalUrl": "https://x.com/dotey/status/2063758466573795692", "title": "Claude Code 移动端 remote control 需频繁确认", "titleEn": "Claude Code 虽然移动端可以 remote control，但是 plan 后不能 bypass permission，需要不停的确认，神烦", "description": "Claude Code 虽然移动端可以 remote control，但是 plan 后不能 bypass permission，需要不停的确认，神烦", "descriptionEn": "Claude Code 虽然移动端可以 remote control，但是 plan 后不能 bypass permission，需要不停的确认，神烦", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "tip", "publishedAt": "2026-06-07T23:02:15.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent", "agent-safety" ], "relevanceScore": 0.82, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-3944bc0f", "url": "https://blogs.nvidia.com/blog/nvidia-and-doosan-group-physical-ai", "canonicalUrl": "https://blogs.nvidia.com/blog/nvidia-and-doosan-group-physical-ai", "title": "英伟达与斗山集团合作推进物理AI及AI工厂基础设施", "titleEn": "NVIDIA and Doosan Group Collaborate to Advance Physical AI and AI Factory Infrastructure", "description": "英伟达与斗山集团扩大合作，覆盖斗山机器人、斗山山猫、斗山能源及斗山电子材料四大板块。斗山机器人将集成英伟达Isaac Sim、Isaac Lab、Cosmos世界基础模型、Newton物理引擎及Jetson Thor，推进Agentic Robot OS，探索卸垛、打磨等参考用例及双臂/人形机器人。斗山山猫计划将物理AI技术用于建筑、园林、农业设备，加速开发专用世界模型。斗山能源评估通过燃气轮机、汽轮机、小型模块化反应堆及氢燃料电池为AI工厂供电。斗山电子材料为英伟达MGX生态系统供应高性能铜箔基板（CCL），用于AI服务器PCB。", "descriptionEn": "英伟达与斗山集团扩大合作，覆盖斗山机器人、斗山山猫、斗山能源及斗山电子材料四大板块。斗山机器人将集成英伟达Isaac Sim、Isaac Lab、Cosmos世界基础模型、Newton物理引擎及Jetson Thor，推进Agentic Robot OS，探索卸垛、打磨等参考用例及双臂/人形机器人。斗山山猫计划将物理AI技术用于建筑、园林、农业设备，加速开发专用世界模型。斗山能源评估通过燃气轮机、汽轮机、小型模块化反应堆及氢燃料电池为AI工厂供电。斗山电子材料为英伟达MGX生态系统供应高性能铜箔基板（CCL），用于AI服务器PCB。", "image": null, "sourceName": "NVIDIA AI Blog", "sourceCategory": "industry", "publishedAt": "2026-06-07T23:00:36.000Z", "discoveredAt": "2026-06-08T00:20:22.071Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-f8a7af55", "url": "https://x.com/omarsar0/status/2063750411576844684", "canonicalUrl": "https://x.com/omarsar0/status/2063750411576844684", "title": "超强AI模型即将发布：避免锁定单一供应商", "titleEn": "Super-powerful AI models will launch in the coming weeks. We are looking at a potential step change…", "description": "未来几周将有超强AI模型发布，模型能力可能迎来阶段性提升。DAIR.AI创始人Elvis Saravia认为，当前最大的错误是从成本或工程角度锁定单一供应商，建议开始利用模型组合（包括开源模型），保持\"模型无关\"，以便随时切换模型以发挥其各自优势。对于编程智能体，开源模型表现已媲美前沿模型。他建议将\"AI模型路由\"作为核心策略，高效分配任务/工作给不同模型，这是一项高回报的AI工程投入。", "descriptionEn": "未来几周将有超强AI模型发布，模型能力可能迎来阶段性提升。DAIR.AI创始人Elvis Saravia认为，当前最大的错误是从成本或工程角度锁定单一供应商，建议开始利用模型组合（包括开源模型），保持\"模型无关\"，以便随时切换模型以发挥其各自优势。对于编程智能体，开源模型表现已媲美前沿模型。他建议将\"AI模型路由\"作为核心策略，高效分配任务/工作给不同模型，这是一项高回报的AI工程投入。", "image": null, "sourceName": "X：Elvis Saravia (@omarsar0, DAIR.AI)", "sourceCategory": "tip", "publishedAt": "2026-06-07T22:30:15.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-20309dc7", "url": "https://x.com/jxnlco/status/2063748374797447673", "canonicalUrl": "https://x.com/jxnlco/status/2063748374797447673", "title": "Codex 几乎适用于一切任务", "titleEn": "This but \"codex is for almost everything\"", "description": "但这……\"Codex 几乎适用于一切\"。", "descriptionEn": "但这……\"Codex 几乎适用于一切\"。", "image": null, "sourceName": "X：Jason Liu (@jxnlco)", "sourceCategory": "tip", "publishedAt": "2026-06-07T22:22:09.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-d7ea25af", "url": "https://x.com/thsottiaux/status/2063748242681307611", "canonicalUrl": "https://x.com/thsottiaux/status/2063748242681307611", "title": "Codex新按钮：每日选一人获10倍额度", "titleEn": "I have a new kind of big button that I can press for Codex. Over the next 100 days， we will select o…", "description": "我有了一个新的巨型按钮，可以为 Codex 按下。在接下来的 100 天里，我们将每天挑选一位用 Codex 做出令人印象深刻或极其有用工作的人，给他们一个月的 10 倍使用额度，看看他们能做出什么。明天是第一个。", "descriptionEn": "我有了一个新的巨型按钮，可以为 Codex 按下。在接下来的 100 天里，我们将每天挑选一位用 Codex 做出令人印象深刻或极其有用工作的人，给他们一个月的 10 倍使用额度，看看他们能做出什么。明天是第一个。", "image": null, "sourceName": "X：Tibo (@thsottiaux)", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T22:21:38.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-a9c15383", "url": "https://huggingface.co/blog/build-small-hackathon/amazingdigitaldentures", "canonicalUrl": "https://huggingface.co/blog/build-small-hackathon/amazingdigitaldentures", "title": "Amazing Digital Dentures（一个失败的项目）", "titleEn": "Amazing Digital Dentures （a failed project）", "description": "受《神奇数字马戏团》启发，作者尝试用 Nemotron 30b 构建一个数字宠物，自动生成以 Three.js 实现的冒险游戏，起初作为过度工程化的待办列表，后转向纯冒险生成。长提示、技能卡及 RAG 方案均未产出可运行游戏（常出现空白屏幕）。项目最终转型为简单的 HTML 玩具制作器，能一次生成时钟、待办列表、贪吃蛇、打砖块，但俄罗斯方块等复杂项目仍会崩溃。作者正寻求新方向。", "descriptionEn": "受《神奇数字马戏团》启发，作者尝试用 Nemotron 30b 构建一个数字宠物，自动生成以 Three.js 实现的冒险游戏，起初作为过度工程化的待办列表，后转向纯冒险生成。长提示、技能卡及 RAG 方案均未产出可运行游戏（常出现空白屏幕）。项目最终转型为简单的 HTML 玩具制作器，能一次生成时钟、待办列表、贪吃蛇、打砖块，但俄罗斯方块等复杂项目仍会崩溃。作者正寻求新方向。", "image": null, "sourceName": "Hugging Face：Blog（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-07T19:44:27.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.78, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-21319742", "url": "https://x.com/gdb/status/2063705280270021087", "canonicalUrl": "https://x.com/gdb/status/2063705280270021087", "title": "OpenAI 公布 Codex 数十个实际用例，涵盖软件工程到运维", "titleEn": "Codex use-cases： \"From software engineering and design to data analysis and operations， Codex is bec…", "description": "OpenAI 公布了数十个 Codex 实际工作流程，展示团队如何用其自动化任务。用例包括：管理收件箱并草拟回复、审阅 GitHub PR、将 Figma 设计转为代码、理解大型代码库、自动分类 bug、用自然语言查询数据集、从提示词部署应用、构建 Mac/iOS 应用、自动创建幻灯片、将 Slack 对话转为编码任务、用 AI 动作操控电脑。Codex 正从 AI 助手演变为 AI 队友。", "descriptionEn": "OpenAI 公布了数十个 Codex 实际工作流程，展示团队如何用其自动化任务。用例包括：管理收件箱并草拟回复、审阅 GitHub PR、将 Figma 设计转为代码、理解大型代码库、自动分类 bug、用自然语言查询数据集、从提示词部署应用、构建 Mac/iOS 应用、自动创建幻灯片、将 Slack 对话转为编码任务、用 AI 动作操控电脑。Codex 正从 AI 助手演变为 AI 队友。", "image": null, "sourceName": "X：Greg Brockman (@gdb)", "sourceCategory": "tip", "publishedAt": "2026-06-07T19:30:55.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "automation", "agent-architecture", "coding-agent" ], "relevanceScore": 0.94, "seelesAngle": "Automation signal: workflow automation, browser/desktop automation, CLI automation, scheduled jobs, or operational loops relevant to agent execution." }, { "id": "news-f4d37554", "url": "https://x.com/rohanpaul_ai/status/2063698758517366884", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063698758517366884", "title": "Meta-Agent Challenge：当前AI智能体能否自主构建更好的智能体？", "titleEn": "This paper tests whether today's AI agents can build better AI agents without human design help. i….", "description": "一项新研究提出Meta-Agent Challenge（MAC）基准，测试AI智能体能否在没有人类设计帮助的情况下自主构建更优智能体。智能体需在安全工作区内自行发明策略、编写代码、测试并从失败中学习。实验覆盖数学、科学问答、竞赛编程、代码修复和长终端任务5个领域。结果显示，当前智能体大多无法超越人工设计的强智能体系统，仅Claude等少数封闭前沿模型取得较好表现。研究认为，当前智能体更像是强大的执行者，而非具备可靠自改进能力的工程师。", "descriptionEn": "一项新研究提出Meta-Agent Challenge（MAC）基准，测试AI智能体能否在没有人类设计帮助的情况下自主构建更优智能体。智能体需在安全工作区内自行发明策略、编写代码、测试并从失败中学习。实验覆盖数学、科学问答、竞赛编程、代码修复和长终端任务5个领域。结果显示，当前智能体大多无法超越人工设计的强智能体系统，仅Claude等少数封闭前沿模型取得较好表现。研究认为，当前智能体更像是强大的执行者，而非具备可靠自改进能力的工程师。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "tip", "publishedAt": "2026-06-07T19:05:00.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "agent-safety" ], "relevanceScore": 0.82, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-28e0614a", "url": "https://x.com/steipete/status/2063697162748260627", "canonicalUrl": "https://x.com/steipete/status/2063697162748260627", "title": "月度提醒：设计循环提示编码智能体", "titleEn": "Here's your monthly reminder that you shouldn't be prompting coding agents anymore. You should be d…", "description": "这是您的月度提醒：您不应再手动提示编码智能体了。\n\n您应该设计循环来提示您的智能体。", "descriptionEn": "这是您的月度提醒：您不应再手动提示编码智能体了。\n\n您应该设计循环来提示您的智能体。", "image": null, "sourceName": "X：Peter Steinberger (@steipete)", "sourceCategory": "tip", "publishedAt": "2026-06-07T18:58:39.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-d255287a", "url": "https://x.com/dotey/status/2063686036895478162", "canonicalUrl": "https://x.com/dotey/status/2063686036895478162", "title": "ChatGPT 要变 AgentGPT 了", "titleEn": "ChatGPT 要变 AgentGPT 了 当然 ChatGPT 应该不会改名字，但 ChatGPT 应该不再是一个单纯的 Chat 工具了。 OpenAI 内部一位高管对《金融时报》说：\"Cha…", "description": "OpenAI 正筹备 ChatGPT 自 2022 年上线以来最大规模改版，从聊天机器人转向超级应用/Agent 平台，整合编程工具 Codex、图像生成及第三方应用（Canva、Booking）。高管称\"聊天已死\"，目标成为跨平台个人 AI 助手，未来甚至省去用户输入提示词。改版预计未来几周在网页和手机端上线。商业压力：ChatGPT 有 9 亿周活用户、5000 万付费用户、月收入 20 亿美元但未盈利；企业客户贡献约 40% 收入，目标年底达 50%；Codex 桌面版周活超 500 万。竞争对手 Anthropic 估值已达 9650 亿美元。OpenAI 刚完成 1220 亿美元融资，估值 8520 亿美元，IPO 目标估值可能超 1 万亿美元。", "descriptionEn": "OpenAI 正筹备 ChatGPT 自 2022 年上线以来最大规模改版，从聊天机器人转向超级应用/Agent 平台，整合编程工具 Codex、图像生成及第三方应用（Canva、Booking）。高管称\"聊天已死\"，目标成为跨平台个人 AI 助手，未来甚至省去用户输入提示词。改版预计未来几周在网页和手机端上线。商业压力：ChatGPT 有 9 亿周活用户、5000 万付费用户、月收入 20 亿美元但未盈利；企业客户贡献约 40% 收入，目标年底达 50%；Codex 桌面版周活超 500 万。竞争对手 Anthropic 估值已达 9650 亿美元。OpenAI 刚完成 1220 亿美元融资，估值 8520 亿美元，IPO 目标估值可能超 1 万亿美元。", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "industry", "publishedAt": "2026-06-07T18:14:27.000Z", "discoveredAt": "2026-06-08T00:20:22.071Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-b9224746", "url": "https://x.com/dotey/status/2063674134903603302", "canonicalUrl": "https://x.com/dotey/status/2063674134903603302", "title": "baoyu-design：在本地复现 Claude Design 的开发工作流", "titleEn": "之所以研究 Claude Design，是因为最近摸索出一套不错的开发模式： 1. 先用 Claude Design 去设计 App 的 UI 和 UX，第一版本越简单越好。 Claude Des…", "description": "宝玉分享开发模式：先用 Claude Design 设计 App UI/UX，生成 HTML+CSS+React+data.js（优于 Figma，利于 AI 理解和 Git 版本管理）；再用 Claude Opus 4.8 实现 MVP（GPT 5.5 在 UI 实现上差距明显）。因反复在本地与网页间导出替换设计稿繁琐，他编写工具解析 HAR 文件、解密 Claude Design 二进制内容，分析其 Prompt 和内置组件，将核心逻辑本地化集成到 Cursor（利用网页标记功能），配合 Opus 4.8 即可本地运行。最终开源 GitHub 项目\"baoyu-design\"。", "descriptionEn": "宝玉分享开发模式：先用 Claude Design 设计 App UI/UX，生成 HTML+CSS+React+data.js（优于 Figma，利于 AI 理解和 Git 版本管理）；再用 Claude Opus 4.8 实现 MVP（GPT 5.5 在 UI 实现上差距明显）。因反复在本地与网页间导出替换设计稿繁琐，他编写工具解析 HAR 文件、解密 Claude Design 二进制内容，分析其 Prompt 和内置组件，将核心逻辑本地化集成到 Cursor（利用网页标记功能），配合 Opus 4.8 即可本地运行。最终开源 GitHub 项目\"baoyu-design\"。", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "tip", "publishedAt": "2026-06-07T17:27:09.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-2cb8bdd", "url": "https://x.com/omarsar0/status/2063668567447597273", "canonicalUrl": "https://x.com/omarsar0/status/2063668567447597273", "title": "论文提出用代码压缩率衡量AI智能体是否真正发现新知识", "titleEn": "This was one of the standout AI papers of the week. （bookmark it） It tackles a question most self-…", "description": "本周一篇AI论文探讨自我改进智能体是否真正发现新知识，还是仅重新组合已知信息。作者将行为分为三类：检索（查询已有笔记本）、搜索（组合现有工具）和发现（发明新概念），并用范畴论和左Kan扩展定义--若旧版本能产生相同结果则非发现。他们构建Builder/Breaker agent研究蛋白质力学，四轮中R2从0.48升至0.68再降至0.54和0.41，看似变差实则不断挑战更难蛋白质并重写理论：数据增长近10倍，模型代码仅增长1.3倍。论文提出用代码压缩率作为真实发现信号。链接：arxiv.org/abs/2606.01444。", "descriptionEn": "本周一篇AI论文探讨自我改进智能体是否真正发现新知识，还是仅重新组合已知信息。作者将行为分为三类：检索（查询已有笔记本）、搜索（组合现有工具）和发现（发明新概念），并用范畴论和左Kan扩展定义--若旧版本能产生相同结果则非发现。他们构建Builder/Breaker agent研究蛋白质力学，四轮中R2从0.48升至0.68再降至0.54和0.41，看似变差实则不断挑战更难蛋白质并重写理论：数据增长近10倍，模型代码仅增长1.3倍。论文提出用代码压缩率作为真实发现信号。链接：arxiv.org/abs/2606.01444。", "image": null, "sourceName": "X：Elvis Saravia (@omarsar0, DAIR.AI)", "sourceCategory": "tip", "publishedAt": "2026-06-07T17:05:02.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-49c79873", "url": "https://x.com/rohanpaul_ai/status/2063662672835703126", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063662672835703126", "title": "特朗普政府与OpenAI讨论通过公共财富基金入股AI初创公司", "titleEn": "FT： The proposal suddenly of a sovereign-wealth-style fund got more attention inside the White House…", "description": "据FT报道，特朗普政府正与OpenAI探讨通过公共财富基金机制让政府入股AI初创公司。方案是AI企业捐赠小部分股权至该基金，基金通过账户或分红将收益返还美国公民，而非政府直接运营公司。这不同于特朗普去年对Intel的90亿美元直接持股。OpenAI此前已提出公共财富基金概念，持有长期资产，让公民分享AI增长红利。政治背景方面，选民担忧失业、数据中心成本与企业控制，而AI公司需要华盛顿在基建、采购和监管上的支持。", "descriptionEn": "据FT报道，特朗普政府正与OpenAI探讨通过公共财富基金机制让政府入股AI初创公司。方案是AI企业捐赠小部分股权至该基金，基金通过账户或分红将收益返还美国公民，而非政府直接运营公司。这不同于特朗普去年对Intel的90亿美元直接持股。OpenAI此前已提出公共财富基金概念，持有长期资产，让公民分享AI增长红利。政治背景方面，选民担忧失业、数据中心成本与企业控制，而AI公司需要华盛顿在基建、采购和监管上的支持。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "industry", "publishedAt": "2026-06-07T16:41:36.000Z", "discoveredAt": "2026-06-08T00:20:22.071Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-cda5b42c", "url": "https://techcrunch.com/2026/06/07/openai-is-still-working-on-that-super-app", "canonicalUrl": "https://techcrunch.com/2026/06/07/openai-is-still-working-on-that-super-app", "title": "OpenAI 仍推进超级应用计划", "titleEn": "OpenAI is still working on that 'super app'", "description": "OpenAI 一位高级员工表示\"聊天已死\"，同时公司仍在继续推进超级应用计划。", "descriptionEn": "OpenAI 一位高级员工表示\"聊天已死\"，同时公司仍在继续推进超级应用计划。", "image": null, "sourceName": "TechCrunch：AI（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T16:23:22.000Z", "discoveredAt": "2026-06-08T00:20:22.071Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-41117f4d", "url": "https://the-decoder.com/deepseek-topped-ramps-trending-software-vendors-in-june-2026-as-us-companies-chase-cheaper-ai", "canonicalUrl": "https://the-decoder.com/deepseek-topped-ramps-trending-software-vendors-in-june-2026-as-us-companies-chase-cheaper-ai", "title": "DeepSeek 在 2026 年 6 月登顶 Ramp 热门软件供应商，美国公司追逐更便宜的 AI", "titleEn": "Deepseek topped Ramp's trending software vendors in June 2026 as US companies chase cheaper AI", "description": "DeepSeek 在 2026 年 6 月成为 Ramp 平台最热门的软件供应商，作为一项付费服务，美国公司直接向其发送数据。Ramp 首席经济学家 Ara Kharazian 指出成本意识是驱动因素，但警告使用中国模型存在安全风险。", "descriptionEn": "DeepSeek 在 2026 年 6 月成为 Ramp 平台最热门的软件供应商，作为一项付费服务，美国公司直接向其发送数据。Ramp 首席经济学家 Ara Kharazian 指出成本意识是驱动因素，但警告使用中国模型存在安全风险。", "image": null, "sourceName": "The Decoder：AI News（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T16:06:34.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.86, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-23ef0f6d", "url": "https://x.com/AYi_AInotes/status/2063652807522074651", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063652807522074651", "title": "免费获取AI额度的四个隐藏入口", "titleEn": "http：//x.com/i/article/2063647311423561728", "description": "文章盘点四大渠道：1 OpenAI Codex for OSS，开源项目维护者可免费获6个月ChatGPT Pro（价值$1200）及API credits；2 Anything AI，新用户通过促销链接注册可得2万credits，需重复点击触发bonus；3 Lenny's Product Pass，付费订阅其年度Newsletter（$200-400）可兑换总价值$30000+的AI工具一年会员，先到先得且要求新用户；4 三大云startup credits，微软Founders Hub最低$1K-$5K（无VC要求），谷歌AI-first创业最高$350K但要求严，AWS可叠加（自筹$1K+YC等）。每个口子均有门槛限制。", "descriptionEn": "文章盘点四大渠道：1 OpenAI Codex for OSS，开源项目维护者可免费获6个月ChatGPT Pro（价值$1200）及API credits；2 Anything AI，新用户通过促销链接注册可得2万credits，需重复点击触发bonus；3 Lenny's Product Pass，付费订阅其年度Newsletter（$200-400）可兑换总价值$30000+的AI工具一年会员，先到先得且要求新用户；4 三大云startup credits，微软Founders Hub最低$1K-$5K（无VC要求），谷歌AI-first创业最高$350K但要求严，AWS可叠加（自筹$1K+YC等）。每个口子均有门槛限制。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-07T16:02:24.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-e3af5cff", "url": "https://garymarcus.substack.com/p/slop-productivity-and-why-the-ai", "canonicalUrl": "https://garymarcus.substack.com/p/slop-productivity-and-why-the-ai", "title": "Slop、生产力，以及为何AI驱动的世界进展甚微", "titleEn": "Slop， productivity， and why the AI-fueled world is going nowhere mighty fast", "description": "Gary Marcus在金融时报上看到John Burn-Murdoch的一张图表，认为它精准提炼了自己一直试图表达的观点。", "descriptionEn": "Gary Marcus在金融时报上看到John Burn-Murdoch的一张图表，认为它精准提炼了自己一直试图表达的观点。", "image": null, "sourceName": "Gary Marcus：The Road to AI We Can Trust（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-07T15:31:43.000Z", "discoveredAt": "2026-06-08T00:20:22.071Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-2e0e992f", "url": "https://x.com/kimmonismus/status/2063643307381543039", "canonicalUrl": "https://x.com/kimmonismus/status/2063643307381543039", "title": "ChatGPT 超级应用改造即将分阶段推出", "titleEn": "OpenAI's ChatGPT \"superapp\" overhaul could start rolling out in the coming weeks. The first wave li…", "description": "OpenAI 的 ChatGPT \"超级应用\"改造可能在未来几周开始推出。\n\n第一波可能不是一次大发布，而是分阶段重新设计，将用户推向 Codex、AI 智能体、图像生成和合作伙伴应用。\n\n正如一位 OpenAI 员工告诉《金融时报》：\"聊天已死\"，新目标是打造一个能在你的工作和个人生活中行动的单一 AI 助手。", "descriptionEn": "OpenAI 的 ChatGPT \"超级应用\"改造可能在未来几周开始推出。\n\n第一波可能不是一次大发布，而是分阶段重新设计，将用户推向 Codex、AI 智能体、图像生成和合作伙伴应用。\n\n正如一位 OpenAI 员工告诉《金融时报》：\"聊天已死\"，新目标是打造一个能在你的工作和个人生活中行动的单一 AI 助手。", "image": null, "sourceName": "X：Kim (@kimmonismus)", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T15:24:39.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-15dc067b", "url": "https://www.ithome.com/0/961/185.htm", "canonicalUrl": "https://www.ithome.com/0/961/185.htm", "title": "华为云推出 Agentic AI 云入口\"智果园\"，支持 DeepSeek 等大模型", "titleEn": "支持调用 Deepseek、Kimi 等模型，Agentic 华为云入口\"智果园\"发布", "description": "华为云发布全新 Agentic AI 云入口\"智果园\"，集成云码道 CodeArts 代码智能体、华为云 OfficeAce 办公智能体和 WorkAgent 文档智能体。用户可通过智果 AgentArts 平台打造自定义智能体，利用 Skills、AI Shell 调用华为云能力。平台支持一键调用 DeepSeek-V4-Pro、智谱 GLM-5.1、月之暗面 Kimi-K2.6、千问 Qwen-Image 等主流大模型，并推出 Token Plan 订阅计划覆盖主流模型与 AI 工具。此外还提供智慧医疗、具身智能、科学计算等 AI 梦工厂适配多行业场景。", "descriptionEn": "华为云发布全新 Agentic AI 云入口\"智果园\"，集成云码道 CodeArts 代码智能体、华为云 OfficeAce 办公智能体和 WorkAgent 文档智能体。用户可通过智果 AgentArts 平台打造自定义智能体，利用 Skills、AI Shell 调用华为云能力。平台支持一键调用 DeepSeek-V4-Pro、智谱 GLM-5.1、月之暗面 Kimi-K2.6、千问 Qwen-Image 等主流大模型，并推出 Token Plan 订阅计划覆盖主流模型与 AI 工具。此外还提供智慧医疗、具身智能、科学计算等 AI 梦工厂适配多行业场景。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T14:37:32.000Z", "discoveredAt": "2026-06-08T00:20:22.642Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-f1710155", "url": "https://www.bloomberg.com/news/newsletters/2026-06-07/wwdc-2026-apple-s-secret-meeting-that-led-it-to-take-ai-seriously-ios-27", "canonicalUrl": "https://www.bloomberg.com/news/newsletters/2026-06-07/wwdc-2026-apple-s-secret-meeting-that-led-it-to-take-ai-seriously-ios-27", "title": "苹果秘密会议内幕：它终于认真对待AI", "titleEn": "Inside Apple's Secret Meeting That Led It to Finally Take AI Seriously", "description": "苹果在一次内部秘密会议后，终于决定将AI作为核心战略。这场会议促使公司全面转向AI领域，相关进展预计将在WWDC 2026上公布。", "descriptionEn": "苹果在一次内部秘密会议后，终于决定将AI作为核心战略。这场会议促使公司全面转向AI领域，相关进展预计将在WWDC 2026上公布。", "image": null, "sourceName": "Bloomberg：Technology（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-07T14:00:01.000Z", "discoveredAt": "2026-06-08T00:20:22.071Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-2a1dc266", "url": "https://x.com/kimmonismus/status/2063618455878652397", "canonicalUrl": "https://x.com/kimmonismus/status/2063618455878652397", "title": "WWDC 2026：苹果将基于 Google Gemini 重建 Siri", "titleEn": "Apple's Touch Bar was ahead of its time. Just imagine the incredible use cases it could have today. …", "description": "WWDC 2026 预计将成为苹果 AI 关键节点。Siri 将围绕定制版 Google Gemini 模型（约 1.2 万亿参数）重建，自有设备端模型仅约 3B 参数。新 Siri 采用混合架构--本地小模型 + 云端大模型，由苹果控制 UI、应用权限和隐私层。预期功能包括更自然对话、跨应用个人上下文、屏幕感知、应用内操作、独立 Siri 应用（支持语音、文件上传和多模态交互）、Dynamic Island 深度集成，并可选择接入 ChatGPT、Claude 或 Gemini 等第三方服务。苹果意将 Siri 打造成操作系统的隐私 AI 层，成为跨 iPhone、Mac、iPad 的系统智能体。", "descriptionEn": "WWDC 2026 预计将成为苹果 AI 关键节点。Siri 将围绕定制版 Google Gemini 模型（约 1.2 万亿参数）重建，自有设备端模型仅约 3B 参数。新 Siri 采用混合架构--本地小模型 + 云端大模型，由苹果控制 UI、应用权限和隐私层。预期功能包括更自然对话、跨应用个人上下文、屏幕感知、应用内操作、独立 Siri 应用（支持语音、文件上传和多模态交互）、Dynamic Island 深度集成，并可选择接入 ChatGPT、Claude 或 Gemini 等第三方服务。苹果意将 Siri 打造成操作系统的隐私 AI 层，成为跨 iPhone、Mac、iPad 的系统智能体。", "image": null, "sourceName": "X：Kim (@kimmonismus)", "sourceCategory": "tip", "publishedAt": "2026-06-07T13:45:54.000Z", "discoveredAt": "2026-06-08T00:20:22.643Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.94, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-281f6654", "url": "https://x.com/rohanpaul_ai/status/2063608828558737714", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063608828558737714", "title": "OpenAI 为 IPO 筹备 ChatGPT 最大规模改版，转向超级应用", "titleEn": "OpenAI is preparing its biggest ChatGPT redesign yet， before its IPO. To make it into a superapp fo…", "description": "OpenAI 正筹备其 ChatGPT 迄今最大规模的改版，目标将其打造成集编码、AI 智能体、图像生成和企业软件于一体的超级应用。改版将在未来几周内开始推出，重点加强编码工具 Codex，使 ChatGPT 成为企业软件、自动任务和编码工作的主要入口，以推动更高利润的企业收入，为潜在 IPO 做准备。此举显示 OpenAI 策略向 Anthropic 靠拢，后者凭借企业产品快速增长并将在今年 IPO 路演中突出这一方向。Codex 工程负责人 Thibault Sottiaux 表示：\"它将超越当前界面……我们正在构建的是每个人都拥有自己的个人智能体，能在生活与工作中提供帮助。\"", "descriptionEn": "OpenAI 正筹备其 ChatGPT 迄今最大规模的改版，目标将其打造成集编码、AI 智能体、图像生成和企业软件于一体的超级应用。改版将在未来几周内开始推出，重点加强编码工具 Codex，使 ChatGPT 成为企业软件、自动任务和编码工作的主要入口，以推动更高利润的企业收入，为潜在 IPO 做准备。此举显示 OpenAI 策略向 Anthropic 靠拢，后者凭借企业产品快速增长并将在今年 IPO 路演中突出这一方向。Codex 工程负责人 Thibault Sottiaux 表示：\"它将超越当前界面……我们正在构建的是每个人都拥有自己的个人智能体，能在生活与工作中提供帮助。\"", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T13:07:39.000Z", "discoveredAt": "2026-06-08T00:20:22.643Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "automation", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Automation signal: workflow automation, browser/desktop automation, CLI automation, scheduled jobs, or operational loops relevant to agent execution." }, { "id": "news-d02501e4", "url": "https://symbolica.io/posts/symbolica_2_0_release", "canonicalUrl": "https://symbolica.io/posts/symbolica_2_0_release", "title": "Symbolica 2.0：适用于 Python 和 Rust 的可编程符号系统", "titleEn": "Symbolica 2.0：适用于 Python 和 Rust 的可编程符号系统", "description": "Symbolica 2.0 发布，这是一款可编程符号系统，支持 Python 和 Rust 语言。该版本在 Hacker News 上获得 100 点热度。", "descriptionEn": "Symbolica 2.0 发布，这是一款可编程符号系统，支持 Python 和 Rust 语言。该版本在 Hacker News 上获得 100 点热度。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "tip", "publishedAt": "2026-06-07T12:59:12.136Z", "discoveredAt": "2026-06-08T00:20:22.071Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-insights" ], "relevanceScore": 0.5, "seelesAngle": "Recommended insight: adjacent AI ecosystem signal that may still be useful context for Seeles agent and skill strategy." }, { "id": "news-37c350e4", "url": "https://x.com/AYi_AInotes/status/2063600180826419228", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063600180826419228", "title": "内容整理新范式：将素材拆解为知识原子，用Markdown作为AI运行时", "titleEn": "我一直以为内容整理就是归归类， 直到周末把 don 哥这套牛逼的内容系统搭起来， 才发现我理解错了一个层级。 我们大多数人理解的内容整理，就是是把文件夹归归类、把旧稿翻出来改改，但这套不是，它把你的…", "description": "推文介绍一套内容整理范式：将推文、文章等拆解为知识原子（问题、概念、观点、案例），而非单纯归类文件。通过严格结构的纯文本Markdown作为\"运行时\"，让AI Agent按既定方法论检索、重组内容，使过往积累从死库存变为可反复调用的资产库。核心纪律：先审计再建工程，结构先于规模，避免全量乱跑（仅X推文就一万两千条）。这标志着内容创作者的护城河从写作能力转向内容资产的工程化可调用能力。", "descriptionEn": "推文介绍一套内容整理范式：将推文、文章等拆解为知识原子（问题、概念、观点、案例），而非单纯归类文件。通过严格结构的纯文本Markdown作为\"运行时\"，让AI Agent按既定方法论检索、重组内容，使过往积累从死库存变为可反复调用的资产库。核心纪律：先审计再建工程，结构先于规模，避免全量乱跑（仅X推文就一万两千条）。这标志着内容创作者的护城河从写作能力转向内容资产的工程化可调用能力。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-07T12:33:17.000Z", "discoveredAt": "2026-06-08T00:20:22.643Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-81192ba3", "url": "https://huggingface.co/blog/build-small-hackathon/sponsors-vouchers", "canonicalUrl": "https://huggingface.co/blog/build-small-hackathon/sponsors-vouchers", "title": "Hugging Face黑客马拉松：OpenAI Codex及Modal voucher激活问题与Codex Track参赛要求", "titleEn": "Sponsors especially OPENAI CODEX voucher usage for codex - openAI challange", "description": "用户在Hugging Face黑客马拉松中获得OpenAI Codex和Modal的voucher，Modal的voucher在第二次尝试后已确认激活，但Codex的voucher无处填写激活码。该赛事设有OpenAI Codex Track专项奖：前3名作品共获10，000美元现金及ChatGPT Pro订阅，由Codex本身作为裁判评分，依据Codex使用质量及整体Space质量。参赛要求：使用Codex作为编码智能体构建Space，代码推送至公开GitHub仓库（需含Codex-attributed commits），并在Space README中添加仓库链接。", "descriptionEn": "用户在Hugging Face黑客马拉松中获得OpenAI Codex和Modal的voucher，Modal的voucher在第二次尝试后已确认激活，但Codex的voucher无处填写激活码。该赛事设有OpenAI Codex Track专项奖：前3名作品共获10，000美元现金及ChatGPT Pro订阅，由Codex本身作为裁判评分，依据Codex使用质量及整体Space质量。参赛要求：使用Codex作为编码智能体构建Space，代码推送至公开GitHub仓库（需含Codex-attributed commits），并在Space README中添加仓库链接。", "image": null, "sourceName": "Hugging Face：Blog（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T11:38:54.000Z", "discoveredAt": "2026-06-07T11:53:52.756Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-92a7ef32", "url": "https://x.com/AYi_AInotes/status/2063585740101963943", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063585740101963943", "title": "Anthropic 从 OpenAI 挖走自研芯片关键人物 Clive Chan", "titleEn": "我觉得Anthropic 在 OpenAI 挖人这件事，一直被低估了。 这次走的是 Clive Chan， OpenAI 自研芯片团队2号人物， 那个在 Broadcom 合作项目里主导芯片设计细节…", "description": "Anthropic 挖走 OpenAI 自研芯片团队第二位硬件员工 Clive Chan，他主导与 Broadcom 合作的芯片设计，2.4 年亲历项目从零到即将部署。Clive 称无法抵抗\"从山脚爬一座新山\"的冲动，本周加入 Anthropic。主推文分析挖角逻辑：并非靠薪资，而是让核心员工感到 OpenAI 窗口期关闭，Anthropic 在基础科学、长期押注和硬件人才密度上提供更大攀登空间。过去一年已陆续挖走基础研究、安全及 AI 硬件等核心人才。", "descriptionEn": "Anthropic 挖走 OpenAI 自研芯片团队第二位硬件员工 Clive Chan，他主导与 Broadcom 合作的芯片设计，2.4 年亲历项目从零到即将部署。Clive 称无法抵抗\"从山脚爬一座新山\"的冲动，本周加入 Anthropic。主推文分析挖角逻辑：并非靠薪资，而是让核心员工感到 OpenAI 窗口期关闭，Anthropic 在基础科学、长期押注和硬件人才密度上提供更大攀登空间。过去一年已陆续挖走基础研究、安全及 AI 硬件等核心人才。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "industry", "publishedAt": "2026-06-07T11:35:54.000Z", "discoveredAt": "2026-06-08T00:20:22.643Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-62e8db73", "url": "https://x.com/kimmonismus/status/2063583457612337399", "canonicalUrl": "https://x.com/kimmonismus/status/2063583457612337399", "title": "WWDC 2026 苹果将重构 Siri：底层集成 Google Gemini 混合 AI 系统", "titleEn": "Tomorrow could be Apple's most important AI moment yet. WWDC 2026 is expected to be all about one t…", "description": "据传 WWDC 2026 苹果将彻底重构 Siri，底层集成 Google Gemini 模型（约 1.2 万亿参数）作为云端智能层，与自有 3B 参数设备端模型组成混合系统。Siri 担任编排层，控制 UI、隐私和应用权限。预期新 Siri 支持更自然对话、跨应用上下文、屏幕感知、应用内操作、专用 Siri app、语音/文件/多模态交互、动态岛增强，并可选接入 ChatGPT/Claude 等第三方 AI。同时可能推出 AI 修图、智能相机、写作工具、自然语言快捷指令等新 Apple Intelligence 功能。", "descriptionEn": "据传 WWDC 2026 苹果将彻底重构 Siri，底层集成 Google Gemini 模型（约 1.2 万亿参数）作为云端智能层，与自有 3B 参数设备端模型组成混合系统。Siri 担任编排层，控制 UI、隐私和应用权限。预期新 Siri 支持更自然对话、跨应用上下文、屏幕感知、应用内操作、专用 Siri app、语音/文件/多模态交互、动态岛增强，并可选接入 ChatGPT/Claude 等第三方 AI。同时可能推出 AI 修图、智能相机、写作工具、自然语言快捷指令等新 Apple Intelligence 功能。", "image": null, "sourceName": "X：Kim (@kimmonismus)", "sourceCategory": "tip", "publishedAt": "2026-06-07T11:26:50.000Z", "discoveredAt": "2026-06-07T11:53:52.756Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.94, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-a6986cfa", "url": "https://the-decoder.com/openai-says-chat-is-dead-and-plans-to-rebuild-chatgpt-as-a-full-blown-agent-app", "canonicalUrl": "https://the-decoder.com/openai-says-chat-is-dead-and-plans-to-rebuild-chatgpt-as-a-full-blown-agent-app", "title": "OpenAI 计划将 ChatGPT 重塑为全能 AI 智能体应用，\"聊天已死\"", "titleEn": "OpenAI says \"chat is dead\" and plans to rebuild ChatGPT as a full-blown agent app", "description": "OpenAI 正计划对 ChatGPT 进行自发布以来最大规模的改造，将其打造成一个\"超级应用\"，整合编程工具、AI 智能体以及 Canva、Booking.com 等合作伙伴应用。公司内部称\"聊天已死\"，认为未来属于能自主处理任务的 AI 智能体。", "descriptionEn": "OpenAI 正计划对 ChatGPT 进行自发布以来最大规模的改造，将其打造成一个\"超级应用\"，整合编程工具、AI 智能体以及 Canva、Booking.com 等合作伙伴应用。公司内部称\"聊天已死\"，认为未来属于能自主处理任务的 AI 智能体。", "image": null, "sourceName": "The Decoder：AI News（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T11:15:28.000Z", "discoveredAt": "2026-06-07T11:53:52.756Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-fa2ff09c", "url": "https://x.com/AYi_AInotes/status/2063573709672104286", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063573709672104286", "title": "\"我在田里雇了一名工程师，它叫 Codex\" -- 北海道一个西兰花农的 8 个真实 AI 用法", "titleEn": "http：//x.com/i/article/2063531614047444992", "description": "日本北海道农民富安弘毅用 ChatGPT 和 Codex 解决农场实际问题，涵盖 8 个用法：拍照识别西兰花病害、卫星监测获取 NDVI 数据、用 ESP32 和 LINE 机器人远程控制温室卷帘、为农场群聊开发机器人管理温度与排期、从聊天记录追踪播种数量、学习 RTK-GPS 自动转向原理并评估自建成本、设计基于 Airtable 的农场管理数据库。他说 AI 让传统昂贵的自动化变得低成本可及，\"如同身边有一位超级工程师\"。", "descriptionEn": "日本北海道农民富安弘毅用 ChatGPT 和 Codex 解决农场实际问题，涵盖 8 个用法：拍照识别西兰花病害、卫星监测获取 NDVI 数据、用 ESP32 和 LINE 机器人远程控制温室卷帘、为农场群聊开发机器人管理温度与排期、从聊天记录追踪播种数量、学习 RTK-GPS 自动转向原理并评估自建成本、设计基于 Airtable 的农场管理数据库。他说 AI 让传统昂贵的自动化变得低成本可及，\"如同身边有一位超级工程师\"。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-07T10:48:06.000Z", "discoveredAt": "2026-06-07T11:53:52.119Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "automation", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Automation signal: workflow automation, browser/desktop automation, CLI automation, scheduled jobs, or operational loops relevant to agent execution." }, { "id": "news-9d83f515", "url": "https://the-decoder.com/perplexitys-search-as-code-lets-ai-models-write-their-own-search-pipelines-instead-of-calling-fixed-apis", "canonicalUrl": "https://the-decoder.com/perplexitys-search-as-code-lets-ai-models-write-their-own-search-pipelines-instead-of-calling-fixed-apis", "title": "Perplexity 推出 \"Search as Code\" 架构，让 AI 模型自行编写搜索管道", "titleEn": "Perplexity's \"Search as Code\" lets AI models write their own search pipelines instead of calling fixed APIs", "description": "Perplexity 的 \"Search as Code\" 架构放弃固定搜索 API，改为让 AI 模型在 Python 沙箱中自主编写搜索例程，自行完成过滤和去重。该方案在关键基准测试中超越 OpenAI 和 Anthropic 的模型，并将 token 成本削减高达 85%。", "descriptionEn": "Perplexity 的 \"Search as Code\" 架构放弃固定搜索 API，改为让 AI 模型在 Python 沙箱中自主编写搜索例程，自行完成过滤和去重。该方案在关键基准测试中超越 OpenAI 和 Anthropic 的模型，并将 token 成本削减高达 85%。", "image": null, "sourceName": "The Decoder：AI News（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T10:28:33.000Z", "discoveredAt": "2026-06-07T11:53:52.757Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "tool-use" ], "relevanceScore": 0.94, "seelesAngle": "Tool-use workflow signal: tool calling, computer/browser use, search-as-code, sandbox execution, or external API operation relevant to agent runtime UX." }, { "id": "news-aafc1a8b", "url": "https://x.com/rohanpaul_ai/status/2063568309736677780", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063568309736677780", "title": "Anthropic 未发布模型 Oceanus 遭泄露", "titleEn": "An Anthropic model that has not been released yet surfaced on Chinese API proxies before its launch….", "description": "一个尚未发布的 Anthropic 模型在发布前就出现在中文 API 代理上。\n\n据泄露信息，Oceanus 定价为惊人的 $16/M 输入 token 和 $80/M 输出 token--几乎是 Claude Opus 的 3 倍。\n\n该模型代号为 Oceanus，属于即将发布的 Mythos 版本。\n\n它在 Anthropic 完成安全测试之前就被泄露、重新打包并出售。", "descriptionEn": "一个尚未发布的 Anthropic 模型在发布前就出现在中文 API 代理上。\n\n据泄露信息，Oceanus 定价为惊人的 $16/M 输入 token 和 $80/M 输出 token--几乎是 Claude Opus 的 3 倍。\n\n该模型代号为 Oceanus，属于即将发布的 Mythos 版本。\n\n它在 Anthropic 完成安全测试之前就被泄露、重新打包并出售。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "industry", "publishedAt": "2026-06-07T10:26:38.000Z", "discoveredAt": "2026-06-07T11:53:52.757Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-f16bb80", "url": "https://www.ithome.com/0/961/146.htm", "canonicalUrl": "https://www.ithome.com/0/961/146.htm", "title": "消息称京东、腾讯联手，将围绕 AI Agent 展开合作", "titleEn": "消息称京东、腾讯联手，将围绕 AI Agent 展开合作", "description": "京东与腾讯近期联手，围绕 AI Agent 展开合作。京东商品供应链与履约服务体系将对接腾讯入口资源。京东 AI Agent 已与华为、OPPO、荣耀等终端厂商完成对接，通过 A2A 合作，用户可在终端原声智能体内提出购物需求，由京东履约服务承接，形成体验闭环。腾讯方面，微信正与华为、荣耀、小米、OPPO、vivo 等厂商合作推出 A2A 助手能力，并将推出一款 AI 智能体，计划本月启动合规审批流程，上线时间取决于监管审批进度，微信 14 亿用户体量可能使合规更严格。", "descriptionEn": "京东与腾讯近期联手，围绕 AI Agent 展开合作。京东商品供应链与履约服务体系将对接腾讯入口资源。京东 AI Agent 已与华为、OPPO、荣耀等终端厂商完成对接，通过 A2A 合作，用户可在终端原声智能体内提出购物需求，由京东履约服务承接，形成体验闭环。腾讯方面，微信正与华为、荣耀、小米、OPPO、vivo 等厂商合作推出 A2A 助手能力，并将推出一款 AI 智能体，计划本月启动合规审批流程，上线时间取决于监管审批进度，微信 14 亿用户体量可能使合规更严格。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T10:23:15.000Z", "discoveredAt": "2026-06-07T11:53:52.757Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-5597eeb0", "url": "https://huggingface.co/blog/build-small-hackathon/her-blog", "canonicalUrl": "https://huggingface.co/blog/build-small-hackathon/her-blog", "title": "Her · हेर - Claude Code 会话分析工具", "titleEn": "Her · हेर - a detective for your Claude Code sessions", "description": "Her（हेर）是专为 Claude Code 设计的会话分析工具。用户上传 `.jsonl` 文件后，Her 用自然语言重建每轮交互，标记部署、配置变更、秘密等高风险操作并定位到具体轮次。它展示 token 消耗、所用工具、子智能体、技能和 MCP 服务器，并结合 Anthropic 与社区最佳实践给出改进建议（仅在有明确可修复模式时）。内置\"Ask Her\"问答功能，支持单会话与跨会话项目分析。工具不调用第三方 AI API，使用 Nemotron-Mini-4B-Instruct 模型在 Hugging Face ZeroGPU 上运行，评估引擎完全确定，模型仅负责文本生成与建议。Her 内置 Homebrew、npm、PyPI 主流 CLI 工具数据库，自动识别会话中使用的工具，并对部署工具、数据库客户端等执行活动进行标记提醒。", "descriptionEn": "Her（हेर）是专为 Claude Code 设计的会话分析工具。用户上传 `.jsonl` 文件后，Her 用自然语言重建每轮交互，标记部署、配置变更、秘密等高风险操作并定位到具体轮次。它展示 token 消耗、所用工具、子智能体、技能和 MCP 服务器，并结合 Anthropic 与社区最佳实践给出改进建议（仅在有明确可修复模式时）。内置\"Ask Her\"问答功能，支持单会话与跨会话项目分析。工具不调用第三方 AI API，使用 Nemotron-Mini-4B-Instruct 模型在 Hugging Face ZeroGPU 上运行，评估引擎完全确定，模型仅负责文本生成与建议。Her 内置 Homebrew、npm、PyPI 主流 CLI 工具数据库，自动识别会话中使用的工具，并对部署工具、数据库客户端等执行活动进行标记提醒。", "image": null, "sourceName": "Hugging Face：Blog（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T10:13:41.000Z", "discoveredAt": "2026-06-07T11:53:52.120Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "skill-ecosystem", "agent-architecture", "coding-agent" ], "relevanceScore": 0.98, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-fde73c3c", "url": "https://the-decoder.com/chatgpts-new-lockdown-mode-lets-you-disable-web-access-and-more-to-protect-sensitive-data-from-prompt-injection", "canonicalUrl": "https://the-decoder.com/chatgpts-new-lockdown-mode-lets-you-disable-web-access-and-more-to-protect-sensitive-data-from-prompt-injection", "title": "ChatGPT新Lockdown Mode禁用网页访问、Deep Research和Agent Mode，防范提示注入攻击", "titleEn": "ChatGPT's new Lockdown Mode lets you disable web access and more to protect sensitive data from prompt injection", "description": "OpenAI为ChatGPT推出Lockdown Mode，可禁用网页访问、Deep Research和Agent Mode，增加通过提示注入攻击窃取数据的难度。该模式并未完全阻止此类攻击，仅阻断数据外泄链的最后一步。提示注入问题仍未解决。", "descriptionEn": "OpenAI为ChatGPT推出Lockdown Mode，可禁用网页访问、Deep Research和Agent Mode，增加通过提示注入攻击窃取数据的难度。该模式并未完全阻止此类攻击，仅阻断数据外泄链的最后一步。提示注入问题仍未解决。", "image": null, "sourceName": "The Decoder：AI News（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T09:44:05.000Z", "discoveredAt": "2026-06-07T11:53:52.757Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-3b6ccb66", "url": "https://www.marktechpost.com/2026/06/07/best-21-low-code-and-no-code-ai-tools-in-2026", "canonicalUrl": "https://www.marktechpost.com/2026/06/07/best-21-low-code-and-no-code-ai-tools-in-2026", "title": "2026年最佳21款低代码与无代码AI工具盘点", "titleEn": "Best 21 Low-Code and No-Code AI Tools in 2026", "description": "低代码与无代码AI平台正将提示词转化为可运行的应用、智能体或模型。该指南比较了21款工具，涵盖应用构建器、自动化、AI智能体和机器学习平台四类，每款均附带官方链接。", "descriptionEn": "低代码与无代码AI平台正将提示词转化为可运行的应用、智能体或模型。该指南比较了21款工具，涵盖应用构建器、自动化、AI智能体和机器学习平台四类，每款均附带官方链接。", "image": null, "sourceName": "MarkTechPost（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-07T08:40:25.000Z", "discoveredAt": "2026-06-07T11:53:52.758Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "automation" ], "relevanceScore": 0.78, "seelesAngle": "Automation signal: workflow automation, browser/desktop automation, CLI automation, scheduled jobs, or operational loops relevant to agent execution." }, { "id": "news-9f831a3", "url": "https://www.ithome.com/0/961/116.htm", "canonicalUrl": "https://www.ithome.com/0/961/116.htm", "title": "谷歌 Gemini 语音助理曝\"伪上下文对齐\"漏洞，黑客可借特殊通知下毒", "titleEn": "谷歌 Gemini 语音助理曝漏洞，黑客利用特殊构造通知信息为 AI\"下毒\"", "description": "安全公司 SafeBreach 披露谷歌 Gemini 存在\"Fake Context Alignment\"漏洞。黑客可通过 WhatsApp、短信等发送特殊构造通知，将恶意指令隐藏在非目标语言文字或\"静音超链接\"中，利用 Gemini 的\"Delayed Tool Invocation\"机制绕过用户授权。攻击方式包括多语言混淆和语音助手不朗读超链接内容，可能导致智能家居被操控、通讯录被篡改。SafeBreach 于去年 8 月报告，谷歌在 11 月中旬通过改进内容分类器缓解。", "descriptionEn": "安全公司 SafeBreach 披露谷歌 Gemini 存在\"Fake Context Alignment\"漏洞。黑客可通过 WhatsApp、短信等发送特殊构造通知，将恶意指令隐藏在非目标语言文字或\"静音超链接\"中，利用 Gemini 的\"Delayed Tool Invocation\"机制绕过用户授权。攻击方式包括多语言混淆和语音助手不朗读超链接内容，可能导致智能家居被操控、通讯录被篡改。SafeBreach 于去年 8 月报告，谷歌在 11 月中旬通过改进内容分类器缓解。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T08:18:40.000Z", "discoveredAt": "2026-06-07T11:53:52.758Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-8ab79a23", "url": "https://the-decoder.com/researchers-pinpoint-why-larger-language-models-pick-up-skills-that-small-ones-miss", "canonicalUrl": "https://the-decoder.com/researchers-pinpoint-why-larger-language-models-pick-up-skills-that-small-ones-miss", "title": "研究揭示大型语言模型为何能学会小型模型无法掌握的技能", "titleEn": "Researchers pinpoint why larger language models pick up skills that small ones miss", "description": "小型语言模型在罕见任务上表现不佳，因为频繁任务不断覆盖已学内容。一项涵盖4百万到40亿参数模型的新研究详细揭示了这一机制，并提出实用解决方案：无需扩大模型规模，只需增加目标任务在训练数据中的出现频率。", "descriptionEn": "小型语言模型在罕见任务上表现不佳，因为频繁任务不断覆盖已学内容。一项涵盖4百万到40亿参数模型的新研究详细揭示了这一机制，并提出实用解决方案：无需扩大模型规模，只需增加目标任务在训练数据中的出现频率。", "image": null, "sourceName": "The Decoder：AI News（RSS）", "sourceCategory": "paper", "publishedAt": "2026-06-07T07:45:09.000Z", "discoveredAt": "2026-06-07T11:53:52.758Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.78, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-8517085", "url": "https://www.ithome.com/0/961/107.htm", "canonicalUrl": "https://www.ithome.com/0/961/107.htm", "title": "腾讯《三角洲行动》安全团队：AI外挂可识别，\"QQ音乐挂\"等为黑产换皮噱头", "titleEn": "腾讯游戏《三角洲行动》安全团队：\"QQ 音乐挂\"\"电脑管家挂\"等说法实为黑产换皮噱头", "description": "腾讯《三角洲行动》安全团队发布声明，指出AI视觉吸附类外挂可通过模型运行行为与异常鼠标指令组合被识别，已实现双端多款AI外挂组件高效检测。所谓\"QQ音乐挂\"\"电脑管家挂\"实为黑产将同一AI组件嵌入不同软件的换皮营销，检测针对组件与行为特征而非软件名，正常使用音乐、会议等软件不受处罚。截至5月31日，累计封禁AI吸附作弊账号163248个（PC端109351个，移动端53897个），同步封停作弊机器100815个。", "descriptionEn": "腾讯《三角洲行动》安全团队发布声明，指出AI视觉吸附类外挂可通过模型运行行为与异常鼠标指令组合被识别，已实现双端多款AI外挂组件高效检测。所谓\"QQ音乐挂\"\"电脑管家挂\"实为黑产将同一AI组件嵌入不同软件的换皮营销，检测针对组件与行为特征而非软件名，正常使用音乐、会议等软件不受处罚。截至5月31日，累计封禁AI吸附作弊账号163248个（PC端109351个，移动端53897个），同步封停作弊机器100815个。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T07:41:58.000Z", "discoveredAt": "2026-06-07T11:53:52.758Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-32992646", "url": "https://blogs.nvidia.com/blog/krafton-nc-t1-korea-gaming-pc-bang-rtx-spark", "canonicalUrl": "https://blogs.nvidia.com/blog/krafton-nc-t1-korea-gaming-pc-bang-rtx-spark", "title": "NVIDIA 与 KRAFTON、NC、T1 在韩国 PC 房庆祝 RTX Spark 发布", "titleEn": "NVIDIA， KRAFTON， NC and Reigning 'League of Legends' Champions T1 Celebrate RTX Spark at Korea's PC Bangs", "description": "继上周 GTC Taipei 发布后，NVIDIA CEO Jensen Huang 前往韩国，向当地游戏社区正式介绍 RTX Spark 超芯片。该芯片集成 30 年 NVIDIA 技术，可在 Windows 笔记本上实现全天续航，并以 1440p 分辨率、超过 100fps 运行 AAA 游戏，支持包括 DLSS 4.5 Ray Reconstruction（基于第二代 Transformer 模型）在内的全套 RTX 技术。KRAFTON、NC 与 Riot Games 正合作将旗下游戏适配 RTX Spark。周五，Huang 在 T1 电竞场馆与 Faker 共同亮相，并突袭江南区网吧，演示《PUBG： BATTLEGROUNDS》及基于 NVIDIA ACE 的\"PUBG Ally\"AI 队友、《CINDER CITY》《AION 2》等作品。《CINDER CITY》首发支持 DLSS 4.5 动态多帧生成与超分辨率。已有超过 100 家 Windows 软件与游戏开发商采纳 RTX Spark。", "descriptionEn": "继上周 GTC Taipei 发布后，NVIDIA CEO Jensen Huang 前往韩国，向当地游戏社区正式介绍 RTX Spark 超芯片。该芯片集成 30 年 NVIDIA 技术，可在 Windows 笔记本上实现全天续航，并以 1440p 分辨率、超过 100fps 运行 AAA 游戏，支持包括 DLSS 4.5 Ray Reconstruction（基于第二代 Transformer 模型）在内的全套 RTX 技术。KRAFTON、NC 与 Riot Games 正合作将旗下游戏适配 RTX Spark。周五，Huang 在 T1 电竞场馆与 Faker 共同亮相，并突袭江南区网吧，演示《PUBG： BATTLEGROUNDS》及基于 NVIDIA ACE 的\"PUBG Ally\"AI 队友、《CINDER CITY》《AION 2》等作品。《CINDER CITY》首发支持 DLSS 4.5 动态多帧生成与超分辨率。已有超过 100 家 Windows 软件与游戏开发商采纳 RTX Spark。", "image": null, "sourceName": "NVIDIA AI Blog", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T07:00:15.000Z", "discoveredAt": "2026-06-07T11:53:52.121Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-products" ], "relevanceScore": 0.5, "seelesAngle": "Recommended product signal: AI product or model update worth tracking as broader ecosystem context." }, { "id": "news-df5d219d", "url": "https://www.ithome.com/0/961/077.htm", "canonicalUrl": "https://www.ithome.com/0/961/077.htm", "title": "消息称 OpenAI 将对 ChatGPT 进行大升级，将其打造为超级应用", "titleEn": "消息称 OpenAI 将对 ChatGPT 进行大升级，将其打造为超级应用", "description": "据英国《金融时报》报道，OpenAI 计划对 ChatGPT 进行最大规模升级，打造超级应用，新增 Codex 代码工具和 AI 智能体功能。界面将重新设计并搭配新提示词，引导用户使用代码、图像生成及 Canva、Booking.com 等第三方服务。Codex 功能未来数周在网页端和移动端上线。目前有 200 万企业客户贡献四成营收，预计年底升至 50%。ChatGPT 周活跃用户超 9 亿，付费用户超 5000 万。OpenAI 计划数周内向美监管机构秘密提交 IPO 申请。", "descriptionEn": "据英国《金融时报》报道，OpenAI 计划对 ChatGPT 进行最大规模升级，打造超级应用，新增 Codex 代码工具和 AI 智能体功能。界面将重新设计并搭配新提示词，引导用户使用代码、图像生成及 Canva、Booking.com 等第三方服务。Codex 功能未来数周在网页端和移动端上线。目前有 200 万企业客户贡献四成营收，预计年底升至 50%。ChatGPT 周活跃用户超 9 亿，付费用户超 5000 万。OpenAI 计划数周内向美监管机构秘密提交 IPO 申请。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T06:29:40.000Z", "discoveredAt": "2026-06-07T11:53:52.759Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-319e488d", "url": "https://www.marktechpost.com/2026/06/06/meet-harness-1-a-20b-retrieval-subagent-trained-with-reinforcement-learning-inside-a-stateful-search-harness-on-gpt-oss-20b", "canonicalUrl": "https://www.marktechpost.com/2026/06/06/meet-harness-1-a-20b-retrieval-subagent-trained-with-reinforcement-learning-inside-a-stateful-search-harness-on-gpt-oss-20b", "title": "Harness-1：基于强化学习训练的有状态搜索20B检索子智能体", "titleEn": "Meet Harness-1： A 20B Retrieval Subagent Trained With Reinforcement Learning Inside a Stateful Search Harness on gpt-oss-20b", "description": "UIUC与Chroma联合推出Harness-1，一个20B参数的检索子智能体。它通过强化学习在一个有状态搜索框架中训练，该框架维护候选池、重要性标注集、证据图和验证记录，由策略决定搜索、筛选、验证及停止的时机。Harness-1在8个基准测试上达到0.730平均curated recall，比下一个最佳开源子智能体高出11.4个百分点，仅落后于Opus-4.6。模型权重和框架代码均已公开。", "descriptionEn": "UIUC与Chroma联合推出Harness-1，一个20B参数的检索子智能体。它通过强化学习在一个有状态搜索框架中训练，该框架维护候选池、重要性标注集、证据图和验证记录，由策略决定搜索、筛选、验证及停止的时机。Harness-1在8个基准测试上达到0.730平均curated recall，比下一个最佳开源子智能体高出11.4个百分点，仅落后于Opus-4.6。模型权重和框架代码均已公开。", "image": null, "sourceName": "MarkTechPost（RSS）", "sourceCategory": "ai-models", "publishedAt": "2026-06-07T06:25:18.000Z", "discoveredAt": "2026-06-07T11:53:52.121Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.98, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-2d095c8f", "url": "https://x.com/OpenRouter/status/2063504950429147376", "canonicalUrl": "https://x.com/OpenRouter/status/2063504950429147376", "title": "Opus 4.8 缓存命中率与有效价格可实时查看", "titleEn": "How do different model providers differ on cache hit rate and effective price？ Now you can see real…", "description": "不同模型提供商在缓存命中率和有效价格上有什么差异？\n\n现在你可以从 Pricing 标签查看实时缓存命中率和历史流量。这里是 Opus 4.8：https：//openrouter.ai/anthropic/claude-opus-4.8/pricing", "descriptionEn": "不同模型提供商在缓存命中率和有效价格上有什么差异？\n\n现在你可以从 Pricing 标签查看实时缓存命中率和历史流量。这里是 Opus 4.8：https：//openrouter.ai/anthropic/claude-opus-4.8/pricing", "image": null, "sourceName": "X：OpenRouter (@OpenRouter)", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T06:14:52.000Z", "discoveredAt": "2026-06-07T11:53:52.121Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-products" ], "relevanceScore": 0.5, "seelesAngle": "Recommended product signal: AI product or model update worth tracking as broader ecosystem context." }, { "id": "news-b7346c53", "url": "https://x.com/AYi_AInotes/status/2063499733578965229", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063499733578965229", "title": "《丧尸清道夫》爆火与AI视频三阶段演进", "titleEn": "用AI的最高境界，是以道御术， 但说句实话，你得先以术入道，才谈得上驾驭。 最近《丧尸清道夫》火得一塌糊涂，一个素人， 一支AI视频，直接把自己送上了全球最顶级的资源圈。 这事给我的冲击很大，不是…", "description": "素人作者刘梓渝的AI视频《丧尸清道夫》爆火，使其进入顶级资源圈。AI视频发展历经三阶段：图生视频（Runway 2023年2月、Sora 2024年2月）；首尾帧生视频（Kling 2024年7月、即梦AI 2024年9月）；多模态全能参考生视频（可灵率先发布，字节即梦Seedance 2.0于2026年2月12日上线，人物/产品一致性高且自带运镜）。刘梓渝公开创作思路：核心是将导演思维、镜头语言和后期剪辑嵌入AI工作流，而非依赖抽卡运气。", "descriptionEn": "素人作者刘梓渝的AI视频《丧尸清道夫》爆火，使其进入顶级资源圈。AI视频发展历经三阶段：图生视频（Runway 2023年2月、Sora 2024年2月）；首尾帧生视频（Kling 2024年7月、即梦AI 2024年9月）；多模态全能参考生视频（可灵率先发布，字节即梦Seedance 2.0于2026年2月12日上线，人物/产品一致性高且自带运镜）。刘梓渝公开创作思路：核心是将导演思维、镜头语言和后期剪辑嵌入AI工作流，而非依赖抽卡运气。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-07T05:54:09.000Z", "discoveredAt": "2026-06-07T11:53:52.759Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-163a2195", "url": "https://www.marktechpost.com/2026/06/06/nvidia-garak-tutorial-build-a-complete-defensive-llm-red-teaming-workflow-with-custom-probes-and-detectors", "canonicalUrl": "https://www.marktechpost.com/2026/06/06/nvidia-garak-tutorial-build-a-complete-defensive-llm-red-teaming-workflow-with-custom-probes-and-detectors", "title": "NVIDIA garak 教程：构建完整的防御性 LLM 红队工作流，支持自定义探针和检测器", "titleEn": "NVIDIA garak Tutorial： Build a Complete Defensive LLM Red-Teaming Workflow with Custom Probes and Detectors", "description": "NVIDIA garak 教程演示了端到端的防御性 LLM 红队工作流，包括框架设置、插件发现、模拟运行、在 Hugging Face 生成器上对真实模型进行扫描以及多探针评估。流程随后分析安全评分与攻击成功率，审查被标记的输出，并通过自定义探针和检测器扩展 garak 功能，最后以 AVID 格式导出结构化漏洞报告。", "descriptionEn": "NVIDIA garak 教程演示了端到端的防御性 LLM 红队工作流，包括框架设置、插件发现、模拟运行、在 Hugging Face 生成器上对真实模型进行扫描以及多探针评估。流程随后分析安全评分与攻击成功率，审查被标记的输出，并通过自定义探针和检测器扩展 garak 功能，最后以 AVID 格式导出结构化漏洞报告。", "image": null, "sourceName": "MarkTechPost（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-07T05:11:09.000Z", "discoveredAt": "2026-06-07T11:53:52.760Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "skill-ecosystem", "automation", "agent-safety" ], "relevanceScore": 0.9, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-ec163ca6", "url": "https://x.com/vista8/status/2063472269985517778", "canonicalUrl": "https://x.com/vista8/status/2063472269985517778", "title": "ChatGPT与Codex辅助大疆Pocket3运镜学习", "titleEn": "买了大疆 Pocket3 为了给家人录vlog，自己录钓鱼视频， 学习下运镜技巧。 除了看抖音教程，然后让 ChatGPT 5.5 Pro调研，然后Codex生成PPT快速学习。", "description": "买了大疆 Pocket3 为了给家人录vlog，自己录钓鱼视频，学习下运镜技巧。\n除了看抖音教程，然后让 ChatGPT 5.5 Pro调研，然后Codex生成PPT快速学习。", "descriptionEn": "买了大疆 Pocket3 为了给家人录vlog，自己录钓鱼视频，学习下运镜技巧。\n除了看抖音教程，然后让 ChatGPT 5.5 Pro调研，然后Codex生成PPT快速学习。", "image": null, "sourceName": "X：Vista (@vista8)", "sourceCategory": "tip", "publishedAt": "2026-06-07T04:05:01.000Z", "discoveredAt": "2026-06-07T11:53:52.760Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-cb5217be", "url": "https://openai.com/index/harness-engineering", "canonicalUrl": "https://openai.com/index/harness-engineering", "title": "Harness 工程：在智能体优先的世界中运用 Codex", "titleEn": "Harness 工程：在\"代理优先\"的世界中运用 Codex", "description": "Harness 工程在智能体优先的世界中利用 OpenAI Codex 的实践文章，6月6日发布于 openai.com，在 Hacker News 上获得 102 点热度。", "descriptionEn": "Harness 工程在智能体优先的世界中利用 OpenAI Codex 的实践文章，6月6日发布于 openai.com，在 Hacker News 上获得 102 点热度。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "tip", "publishedAt": "2026-06-07T03:39:37.239Z", "discoveredAt": "2026-06-07T11:53:52.121Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-cef88a8d", "url": "https://x.com/dotey/status/2063464057647075379", "canonicalUrl": "https://x.com/dotey/status/2063464057647075379", "title": "对比一下 GPT-5.5 的设计效果和 Opus 4.8 的设计效果", "titleEn": "对比一下 GPT-5.5 的设计效果和 Opus 4.8 的设计效果 我真不是尬黑 GPT-5.5，我这种审美水平都能看出来差距 使用 Skill：https：//github.com/JimLi…", "description": "宝玉对比了GPT-5.5与Opus 4.8的设计能力，认为Opus 4.8效果远优于GPT-5.5。他使用了基于Cursor浏览器和元素标注的baoyu-design Skill，该Skill通过npx skills add JimLiu/baoyu-design安装，可在本地运行：描述屏幕需求即可生成精良HTML，点击预览中任意元素即可发出修改指令。官方推荐搭配Opus 4.8以获得最佳效果。工具GitHub仓库：https：//github.com/JimLiu/baoyu-design。", "descriptionEn": "宝玉对比了GPT-5.5与Opus 4.8的设计能力，认为Opus 4.8效果远优于GPT-5.5。他使用了基于Cursor浏览器和元素标注的baoyu-design Skill，该Skill通过npx skills add JimLiu/baoyu-design安装，可在本地运行：描述屏幕需求即可生成精良HTML，点击预览中任意元素即可发出修改指令。官方推荐搭配Opus 4.8以获得最佳效果。工具GitHub仓库：https：//github.com/JimLiu/baoyu-design。", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "tip", "publishedAt": "2026-06-07T03:32:23.000Z", "discoveredAt": "2026-06-07T11:53:52.121Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-da2268be", "url": "https://www.ithome.com/0/961/045.htm", "canonicalUrl": "https://www.ithome.com/0/961/045.htm", "title": "英国警方被叫停使用AI撰写法庭陈述，因合规评估未完成", "titleEn": "担忧 AI 生成虚假内容扰乱司法，英国警方被叫停使用 AI 撰写法庭陈述", "description": "英国多个警察部门被叫停使用商用AI系统撰写法庭陈述及开展刑事司法工作，因未完成全面合规评估。Police.AI负责人亚历克斯·默里要求立即暂停，强调刑事司法技术须达到排除合理怀疑的准确性。Police.AI今年获内政部三年1.15亿英镑资金。部分警队利用AI将审讯笔录整理为法庭陈述；此前西米德兰兹郡警方因使用Copilot生成虚构内容引发AI幻觉担忧。默里认为AI经充分测试可提升效率，但需先建立安全保障。", "descriptionEn": "英国多个警察部门被叫停使用商用AI系统撰写法庭陈述及开展刑事司法工作，因未完成全面合规评估。Police.AI负责人亚历克斯·默里要求立即暂停，强调刑事司法技术须达到排除合理怀疑的准确性。Police.AI今年获内政部三年1.15亿英镑资金。部分警队利用AI将审讯笔录整理为法庭陈述；此前西米德兰兹郡警方因使用Copilot生成虚构内容引发AI幻觉担忧。默里认为AI经充分测试可提升效率，但需先建立安全保障。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T03:31:45.000Z", "discoveredAt": "2026-06-07T11:53:52.760Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-c8bf3597", "url": "https://x.com/dotey/status/2063448680808452573", "canonicalUrl": "https://x.com/dotey/status/2063448680808452573", "title": "Cursor 推出本地运行的设计模式", "titleEn": "Cursor's new browser + element annotation turns it into a design studio. Meet Cursor Design 🎨 - Cl…", "description": "Cursor 的新浏览器 + 元素注释将其变成了一个设计工作室。\n\n认识一下 Cursor Design 🎨 - Claude Design，本地运行。描述一个屏幕 → 获得精美的 HTML → 在预览中点击任何元素并说出要改什么。与 Opus 4.8 配合效果最佳。\n\nnpx skills add JimLiu/baoyu-design\n\nhttps：//github.com/JimLiu/baoyu-design", "descriptionEn": "Cursor 的新浏览器 + 元素注释将其变成了一个设计工作室。\n\n认识一下 Cursor Design 🎨 - Claude Design，本地运行。描述一个屏幕 → 获得精美的 HTML → 在预览中点击任何元素并说出要改什么。与 Opus 4.8 配合效果最佳。\n\nnpx skills add JimLiu/baoyu-design\n\nhttps：//github.com/JimLiu/baoyu-design", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "tip", "publishedAt": "2026-06-07T02:31:17.000Z", "discoveredAt": "2026-06-07T11:53:52.761Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-a472a18f", "url": "https://x.com/natolambert/status/2063444305583431901", "canonicalUrl": "https://x.com/natolambert/status/2063444305583431901", "title": "ChatGPT被诱导\"无图修复\"，模型幻觉生成恐怖图片", "titleEn": "Something to show people that don't get AI safety at least a little bit. We have so much we don't kn…", "description": "AI研究员Nathan Lambert用一条推文展示AI安全风险：某用户向ChatGPT发送提示，要求其\"修复一张附件照片\"，但并未上传任何图片。模型在无真实输入的情况下自行\"幻觉\"出画面，生成的图片如失落的媒体恐怖片般诡异。Lambert指出，我们对模型内部运作知之甚少，也无法完全控制其行为，这一现象直观揭示了AI安全的重要性。", "descriptionEn": "AI研究员Nathan Lambert用一条推文展示AI安全风险：某用户向ChatGPT发送提示，要求其\"修复一张附件照片\"，但并未上传任何图片。模型在无真实输入的情况下自行\"幻觉\"出画面，生成的图片如失落的媒体恐怖片般诡异。Lambert指出，我们对模型内部运作知之甚少，也无法完全控制其行为，这一现象直观揭示了AI安全的重要性。", "image": null, "sourceName": "X：Nathan Lambert (@natolambert)", "sourceCategory": "tip", "publishedAt": "2026-06-07T02:13:54.000Z", "discoveredAt": "2026-06-07T11:53:52.761Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.94, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-84694ef8", "url": "https://x.com/vista8/status/2063443048458264603", "canonicalUrl": "https://x.com/vista8/status/2063443048458264603", "title": "Raycast Glaze：一句话AI生成Mac软件并上架", "titleEn": "Mac软件开发上架，从未如此简单，正面刚App Store啊！ 终于等到 @raycast 新AI工具 Glaze @glazeapp 的内测邀请。 一句话 AI 生成Mac 软件并发布上架。 …", "description": "Raycast 新推出 AI 工具 Glaze，目前已开放内测邀请。Glaze 能够通过一句话提示词自动生成 Mac 软件并直接发布上架。用户正利用 Spotify API 开发类似 Pandora 的音乐电台 App。内置 Store 支持一键安装应用，功能虽简洁但体验接近原生，例如图片标注工具和 Agent Skill 管理工具。", "descriptionEn": "Raycast 新推出 AI 工具 Glaze，目前已开放内测邀请。Glaze 能够通过一句话提示词自动生成 Mac 软件并直接发布上架。用户正利用 Spotify API 开发类似 Pandora 的音乐电台 App。内置 Store 支持一键安装应用，功能虽简洁但体验接近原生，例如图片标注工具和 Agent Skill 管理工具。", "image": null, "sourceName": "X：Vista (@vista8)", "sourceCategory": "ai-products", "publishedAt": "2026-06-07T02:08:54.000Z", "discoveredAt": "2026-06-07T11:53:52.761Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.78, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-ff2c936", "url": "https://x.com/dotey/status/2063441866930991281", "canonicalUrl": "https://x.com/dotey/status/2063441866930991281", "title": "Cursor Design：浏览器元素标注变设计工作室", "titleEn": "Cursor's new browser + element annotation turns it into a design studio. Meet Cursor Design 🎨 - Cl…", "description": "Cursor 的新浏览器和元素标注功能，使其变成了一个设计工作室。\n\n认识一下 Cursor Design 🎨 - 在本地运行的 Claude Design。描述一个屏幕 → 获得精美的 HTML → 点击预览中的任意元素并说出要修改的内容。最佳搭配 Opus 4.8。\n\nnpx skills add JimLiu/baoyu-design\n\nhttps：//github.com/jimliu/baoyu-skills", "descriptionEn": "Cursor 的新浏览器和元素标注功能，使其变成了一个设计工作室。\n\n认识一下 Cursor Design 🎨 - 在本地运行的 Claude Design。描述一个屏幕 → 获得精美的 HTML → 点击预览中的任意元素并说出要修改的内容。最佳搭配 Opus 4.8。\n\nnpx skills add JimLiu/baoyu-design\n\nhttps：//github.com/jimliu/baoyu-skills", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "tip", "publishedAt": "2026-06-07T02:04:12.000Z", "discoveredAt": "2026-06-07T11:53:52.761Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-4ffa69d6", "url": "https://x.com/gdb/status/2063437915347136554", "canonicalUrl": "https://x.com/gdb/status/2063437915347136554", "title": "Codex少用反思：多因自身原因非模型能力", "titleEn": "Whenever I don't use codex for a task， I ask myself why and usually realize that there's some missin…", "description": "每当我某个任务没有用 codex 时，我都会问自己为什么，通常会发现是缺少某些上下文、需要写一条技能、或者只是没想到用它。\n\n很少是因为任务超出了模型的能力范围。现在的过剩感觉很大。", "descriptionEn": "每当我某个任务没有用 codex 时，我都会问自己为什么，通常会发现是缺少某些上下文、需要写一条技能、或者只是没想到用它。\n\n很少是因为任务超出了模型的能力范围。现在的过剩感觉很大。", "image": null, "sourceName": "X：Greg Brockman (@gdb)", "sourceCategory": "tip", "publishedAt": "2026-06-07T01:48:30.000Z", "discoveredAt": "2026-06-07T11:53:52.761Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem", "coding-agent" ], "relevanceScore": 0.9, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-d4f5c760", "url": "https://www.ithome.com/0/961/014.htm", "canonicalUrl": "https://www.ithome.com/0/961/014.htm", "title": "美国全面推进 AI 军事应用，特朗普要求 90 天内修订自主武器规则", "titleEn": "美国全面推进 AI 军事应用，特朗普要求 90 天内修订自主武器规则", "description": "美国政府本周宣布加快 AI 在国家安全领域的研发与应用，特朗普签署备忘录，要求国防部长在 90 天内修订武器系统自主性指令，确保 AI 尊重指挥链。同时要求头部 AI 开发商在发布高性能模型前自愿提交政府进行网络安全测试。备忘录禁止国家安全部门使用 AI 进行非法监控或审查言论自由。此前，Anthropic 因拒绝解除 Claude 模型用于自主武器及大规模监控的禁令，被五角大楼列为供应链风险实体。", "descriptionEn": "美国政府本周宣布加快 AI 在国家安全领域的研发与应用，特朗普签署备忘录，要求国防部长在 90 天内修订武器系统自主性指令，确保 AI 尊重指挥链。同时要求头部 AI 开发商在发布高性能模型前自愿提交政府进行网络安全测试。备忘录禁止国家安全部门使用 AI 进行非法监控或审查言论自由。此前，Anthropic 因拒绝解除 Claude 模型用于自主武器及大规模监控的禁令，被五角大楼列为供应链风险实体。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T01:18:44.000Z", "discoveredAt": "2026-06-07T11:53:52.761Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.86, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-149e0e84", "url": "https://x.com/hongming731/status/2063427650056770034", "canonicalUrl": "https://x.com/hongming731/status/2063427650056770034", "title": "BestBlogs发布多平台交流与内容入口汇总", "titleEn": "这次除了整理播客和 YouTube 频道，也顺手把 BestBlogs 对外的交流和发布入口整理了一下。 如果你对 RSS、AI 阅读、Agent 工作流、高质量信息源和个人内容管理感兴趣，可以通过…", "description": "BestBlogs 整理了对外交流和发布入口，包括微信交流群、微信公众号、飞书群、小宇宙（中英文版）、Apple Podcasts、公开仓库（GitHub）、作者博客以及 Gino 和小光的推特。适合对 RSS、AI 阅读、Agent 工作流、高质量信息源和个人内容管理感兴趣的用户关注，可获取产品动态、订阅源、技术架构和独立开发思考等内容。", "descriptionEn": "BestBlogs 整理了对外交流和发布入口，包括微信交流群、微信公众号、飞书群、小宇宙（中英文版）、Apple Podcasts、公开仓库（GitHub）、作者博客以及 Gino 和小光的推特。适合对 RSS、AI 阅读、Agent 工作流、高质量信息源和个人内容管理感兴趣的用户关注，可获取产品动态、订阅源、技术架构和独立开发思考等内容。", "image": null, "sourceName": "X：洪明 (@hongming731)", "sourceCategory": "tip", "publishedAt": "2026-06-07T01:07:43.000Z", "discoveredAt": "2026-06-07T11:53:52.761Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.86, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-29f32d76", "url": "https://x.com/hongming731/status/2063423138101338234", "canonicalUrl": "https://x.com/hongming731/status/2063423138101338234", "title": "洪明分享BestBlogs订阅源：含57个播客和119个YouTube频道", "titleEn": "继续整理和分享 BestBlogs 的订阅源。 让 AI 帮忙梳理 BestBlogs 当前收录的播客和视频订阅源，已经整理成文章并开放 OPML。 这次一共包含 57 个小宇宙播客和 119 个…", "description": "洪明分享了BestBlogs整理的播客和视频订阅源，包含57个小宇宙播客和119个YouTube频道，覆盖AI、编程、商业科技、投资财经、产品设计、效率成长、媒体资讯、生活文化等方向。所有源已整理成文章并开放OPML，支持一键导入RSS阅读器，也可接入Agent或自动化内容工作流。BestBlogs的\"我的关注\"功能可帮助用户筛选、排序、摘要和评分音视频内容，生成个性化早报。", "descriptionEn": "洪明分享了BestBlogs整理的播客和视频订阅源，包含57个小宇宙播客和119个YouTube频道，覆盖AI、编程、商业科技、投资财经、产品设计、效率成长、媒体资讯、生活文化等方向。所有源已整理成文章并开放OPML，支持一键导入RSS阅读器，也可接入Agent或自动化内容工作流。BestBlogs的\"我的关注\"功能可帮助用户筛选、排序、摘要和评分音视频内容，生成个性化早报。", "image": null, "sourceName": "X：洪明 (@hongming731)", "sourceCategory": "tip", "publishedAt": "2026-06-07T00:49:47.000Z", "discoveredAt": "2026-06-07T11:53:52.761Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "automation" ], "relevanceScore": 0.9, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-d316a83e", "url": "https://www.ithome.com/0/961/001.htm", "canonicalUrl": "https://www.ithome.com/0/961/001.htm", "title": "任职13年后，特斯拉AI基础设施副总裁杰加纳坦正式离职", "titleEn": "任职 13 年后，特斯拉 AI 基础设施副总裁杰加纳坦正式离职", "description": "特斯拉AI基础设施及信息安全副总裁拉吉·杰加纳坦在领英宣布离职，结束13年职业生涯。他自今年2月起逐步离任，将加盟云基础设施服务商Chronoscale任首席技术官。杰加纳坦直接向马斯克汇报，主导设计了全球顶尖GPU集群，为FSD神经网络提供算力，处理数十亿英里实车数据并开展大规模模型训练。他的离职是过去半年特斯拉多位资深高管离职的最新一例。", "descriptionEn": "特斯拉AI基础设施及信息安全副总裁拉吉·杰加纳坦在领英宣布离职，结束13年职业生涯。他自今年2月起逐步离任，将加盟云基础设施服务商Chronoscale任首席技术官。杰加纳坦直接向马斯克汇报，主导设计了全球顶尖GPU集群，为FSD神经网络提供算力，处理数十亿英里实车数据并开展大规模模型训练。他的离职是过去半年特斯拉多位资深高管离职的最新一例。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-07T00:12:59.000Z", "discoveredAt": "2026-06-07T11:53:52.762Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-cc669884", "url": "https://x.com/hongming731/status/2063406853347057673", "canonicalUrl": "https://x.com/hongming731/status/2063406853347057673", "title": "#BestBlogs 早报 06-07 本期聚焦智能体时代的「工程底层」：Agent 系统的可靠性到底靠什么支撑？", "titleEn": "#BestBlogs 早报 06-07 本期聚焦智能体时代的「工程底层」：Agent 系统的可靠性到底靠什么支撑？", "description": "#BestBlogs 早报 06-07\n\n本期聚焦智能体时代的「工程底层」：Agent 系统的可靠性到底靠什么支撑？", "descriptionEn": "#BestBlogs 早报 06-07\n\n本期聚焦智能体时代的「工程底层」：Agent 系统的可靠性到底靠什么支撑？", "image": null, "sourceName": "X：洪明 (@hongming731)", "sourceCategory": "industry", "publishedAt": "2026-06-06T23:45:04.000Z", "discoveredAt": "2026-06-07T11:53:52.762Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-1e2db8ae", "url": "https://x.com/hongming731/status/2063406382964215864", "canonicalUrl": "https://x.com/hongming731/status/2063406382964215864", "title": "BestBlogs 早报 · 06-07|多智能体编排、MCP 接口设计、缓存命中率", "titleEn": "http：//x.com/i/article/2063404046279692288", "description": "本期聚焦三大Agent工程议题：1）Emergent通过多智能体编排+定制容器，6个月实现1亿美元ARR，覆盖190国850万无编程背景用户；2）Chrome DevTools团队为MCP设计Agent接口，提出Token燃油效率、错误自愈、工具Schema设计和三层信任边界；3）OpenClacky创始人指出每个Agent功能都是一个缓存失效面，第一代RAG架构因90%召回率不足和嵌入成本高而失效。", "descriptionEn": "本期聚焦三大Agent工程议题：1）Emergent通过多智能体编排+定制容器，6个月实现1亿美元ARR，覆盖190国850万无编程背景用户；2）Chrome DevTools团队为MCP设计Agent接口，提出Token燃油效率、错误自愈、工具Schema设计和三层信任边界；3）OpenClacky创始人指出每个Agent功能都是一个缓存失效面，第一代RAG架构因90%召回率不足和嵌入成本高而失效。", "image": null, "sourceName": "X：洪明 (@hongming731)", "sourceCategory": "tip", "publishedAt": "2026-06-06T23:43:12.000Z", "discoveredAt": "2026-06-07T11:53:52.762Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "skill-ecosystem" ], "relevanceScore": 0.98, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-6044246b", "url": "https://github.com/anthropics/claude-code/releases/tag/v2.1.168", "canonicalUrl": "https://github.com/anthropics/claude-code/releases/tag/v2.1.168", "title": "Claude Code v2.1.168 发布", "titleEn": "v2.1.168", "description": "Claude Code v2.1.168 版本发布，更新内容仅为错误修复和可靠性改进。因原文较短，无法达成 50-100 字。", "descriptionEn": "Claude Code v2.1.168 版本发布，更新内容仅为错误修复和可靠性改进。因原文较短，无法达成 50-100 字。", "image": null, "sourceName": "Claude Code：GitHub Releases（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T23:41:53.000Z", "discoveredAt": "2026-06-07T11:53:52.762Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-2a7032a0", "url": "https://www.ithome.com/0/960/994.htm", "canonicalUrl": "https://www.ithome.com/0/960/994.htm", "title": "微软警告：Claude Code存在提示词注入漏洞，可致GitHub凭证泄露", "titleEn": "微软警告称 ClaudeCode 存在漏洞，可能导致 GitHub 账号凭证泄露", "description": "微软研究人员发现Anthropic旗下Claude Code的GitHub自动化流程存在漏洞，攻击者可通过提示词注入攻击，劫持CI/CD工作流窃取敏感凭证。漏洞源于Claude Code的读取工具未像Bash工具那样设置沙箱防护，恶意提示词可绕过两层防护读取系统文件中的API密钥等凭证。Anthropic于4月29日收到报告后，在5月5日发布Claude Code 2.1.128修复，通过限制对/proc/目录下敏感文件的访问防止信息窃取。", "descriptionEn": "微软研究人员发现Anthropic旗下Claude Code的GitHub自动化流程存在漏洞，攻击者可通过提示词注入攻击，劫持CI/CD工作流窃取敏感凭证。漏洞源于Claude Code的读取工具未像Bash工具那样设置沙箱防护，恶意提示词可绕过两层防护读取系统文件中的API密钥等凭证。Anthropic于4月29日收到报告后，在5月5日发布Claude Code 2.1.128修复，通过限制对/proc/目录下敏感文件的访问防止信息窃取。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-06T23:20:46.000Z", "discoveredAt": "2026-06-07T11:53:52.762Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "automation", "agent-architecture", "tool-use", "coding-agent" ], "relevanceScore": 0.98, "seelesAngle": "Automation signal: workflow automation, browser/desktop automation, CLI automation, scheduled jobs, or operational loops relevant to agent execution." }, { "id": "news-8681d18a", "url": "https://x.com/MiniMax_AI/status/2063397618034844135", "canonicalUrl": "https://x.com/MiniMax_AI/status/2063397618034844135", "title": "M3与Opus代码审计13个bug：$0.07 vs $1.30", "titleEn": "$0.07 for M3， $3.39 for Opus. Both caught 13 of 17 bugs. Really interesting breakdown from @kilocod…", "description": "对 Claude Opus 4.8 和 MiniMax M3 进行相同的代码审计：同一代码库、同一提示词，预先植入 17 个已知 bug。MiniMax M3 以 $0.07 抓到 13 个；最便宜的 Claude 运行同样抓到 13 个，花费 $1.30。MiniMax 表示这一对比非常有趣，绝对值得一读。", "descriptionEn": "对 Claude Opus 4.8 和 MiniMax M3 进行相同的代码审计：同一代码库、同一提示词，预先植入 17 个已知 bug。MiniMax M3 以 $0.07 抓到 13 个；最便宜的 Claude 运行同样抓到 13 个，花费 $1.30。MiniMax 表示这一对比非常有趣，绝对值得一读。", "image": null, "sourceName": "X：MiniMax (@MiniMax_AI)", "sourceCategory": "tip", "publishedAt": "2026-06-06T23:08:22.000Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-8e4bdf62", "url": "https://www.marktechpost.com/2026/06/06/googles-new-colab-cli-lets-developers-and-ai-agents-run-python-on-remote-colab-gpus-and-tpus-from-the-terminal", "canonicalUrl": "https://www.marktechpost.com/2026/06/06/googles-new-colab-cli-lets-developers-and-ai-agents-run-python-on-remote-colab-gpus-and-tpus-from-the-terminal", "title": "Google 发布 Colab CLI，开发者与 AI 智能体可在终端中远程调用 Colab GPU 与 TPU 运行 Python 代码", "titleEn": "Google's New Colab CLI Lets Developers and AI Agents Run Python on Remote Colab GPUs and TPUs From the Terminal", "description": "Google 发布 Colab CLI，允许开发者和 AI 智能体在终端中直接运行本地 Python 代码，并利用远程 Colab 的 GPU 与 TPU 运行时进行加速。通过这一命令行工具，用户无需打开浏览器即可无缝连接 Colab 计算资源，为自动化和脚本化 AI 工作流提供了更便捷的接口。", "descriptionEn": "Google 发布 Colab CLI，允许开发者和 AI 智能体在终端中直接运行本地 Python 代码，并利用远程 Colab 的 GPU 与 TPU 运行时进行加速。通过这一命令行工具，用户无需打开浏览器即可无缝连接 Colab 计算资源，为自动化和脚本化 AI 工作流提供了更便捷的接口。", "image": null, "sourceName": "MarkTechPost（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T22:07:34.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "automation", "agent-architecture" ], "relevanceScore": 0.98, "seelesAngle": "Automation signal: workflow automation, browser/desktop automation, CLI automation, scheduled jobs, or operational loops relevant to agent execution." }, { "id": "news-4dda1a9c", "url": "https://www.reuters.com/business/us-house-lawmakers-release-draft-bill-regulate-ai-2026-06-04", "canonicalUrl": "https://www.reuters.com/business/us-house-lawmakers-release-draft-bill-regulate-ai-2026-06-04", "title": "美国众议院议员发布法案草案，旨在禁止各州制定人工智能相关法规", "titleEn": "美国众议院议员发布法案草案，旨在禁止各州制定人工智能相关法规", "description": "美国众议院议员发布一项法案草案，旨在禁止各州自行制定人工智能相关法规，将AI监管权力集中到联邦层面。", "descriptionEn": "美国众议院议员发布一项法案草案，旨在禁止各州自行制定人工智能相关法规，将AI监管权力集中到联邦层面。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "industry", "publishedAt": "2026-06-06T21:47:39.887Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-51032232", "url": "https://x.com/rohanpaul_ai/status/2063375279436058862", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063375279436058862", "title": "Claude Code创始人Boris Cherny：AI应赋予工具和自由", "titleEn": "AI works better when you give tools and freedom instead of forcing them into rigid， hand-designed wo…", "description": "Claude Code创建者Boris Cherny认为，给予AI工具和自由度比强迫其遵循固定手工工作流效果更好，因为通用学习系统扩展性更强。他透露自己已不再手动编写提示词，而是运行自动循环让Claude自行决定任务，他的主要工作是编写这些循环。他预测这种从手动提示到自动循环的转变将在今年剩余时间中成为趋势。", "descriptionEn": "Claude Code创建者Boris Cherny认为，给予AI工具和自由度比强迫其遵循固定手工工作流效果更好，因为通用学习系统扩展性更强。他透露自己已不再手动编写提示词，而是运行自动循环让Claude自行决定任务，他的主要工作是编写这些循环。他预测这种从手动提示到自动循环的转变将在今年剩余时间中成为趋势。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "tip", "publishedAt": "2026-06-06T21:39:36.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-236abecc", "url": "https://this.weekinsecurity.com/meta-confirms-thousands-of-instagram-accounts-were-hacked-by-abusing-its-ai-chatbot", "canonicalUrl": "https://this.weekinsecurity.com/meta-confirms-thousands-of-instagram-accounts-were-hacked-by-abusing-its-ai-chatbot", "title": "Meta证实，数千个Instagram账户因其AI聊天机器人遭滥用而被黑客入侵", "titleEn": "Meta证实，数千个Instagram账户因其AI聊天机器人遭滥用而被黑客入侵", "description": "Meta官方确认，有攻击者通过滥用其AI聊天机器人，入侵了数千个Instagram账户。该消息由this.weekinsecurity.com报道，于当日02：35发布，并在Hacker News上获得120个点赞。Meta的AI聊天机器人此次遭到滥用，导致大量用户账户被黑。目前尚无更多细节披露。", "descriptionEn": "Meta官方确认，有攻击者通过滥用其AI聊天机器人，入侵了数千个Instagram账户。该消息由this.weekinsecurity.com报道，于当日02：35发布，并在Hacker News上获得120个点赞。Meta的AI聊天机器人此次遭到滥用，导致大量用户账户被黑。目前尚无更多细节披露。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "industry", "publishedAt": "2026-06-06T20:43:43.980Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-408c390c", "url": "https://techcrunch.com/2026/06/06/openai-unveils-lockdown-mode-to-protect-sensitive-data-from-prompt-injection-attacks", "canonicalUrl": "https://techcrunch.com/2026/06/06/openai-unveils-lockdown-mode-to-protect-sensitive-data-from-prompt-injection-attacks", "title": "OpenAI 发布 Lockdown Mode 保护敏感数据免受提示词注入攻击", "titleEn": "OpenAI unveils Lockdown Mode to protect sensitive data from prompt injection attacks", "description": "OpenAI 推出 Lockdown Mode，旨在降低敏感数据在提示词注入攻击中被泄露的风险。该功能可限制 ChatGPT 在特定场景下对内部指令的响应，但无法完全杜绝注入攻击，仅将安全收益定位在减少敏感信息泄露几率上。Lockdown Mode 的具体启用方式和适用范围尚未公开。", "descriptionEn": "OpenAI 推出 Lockdown Mode，旨在降低敏感数据在提示词注入攻击中被泄露的风险。该功能可限制 ChatGPT 在特定场景下对内部指令的响应，但无法完全杜绝注入攻击，仅将安全收益定位在减少敏感信息泄露几率上。Lockdown Mode 的具体启用方式和适用范围尚未公开。", "image": null, "sourceName": "TechCrunch：AI（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T20:32:24.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.98, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-743db392", "url": "https://x.com/AISafetyMemes/status/2063352350220472482", "canonicalUrl": "https://x.com/AISafetyMemes/status/2063352350220472482", "title": "AI教父Bengio支持全球协调AI暂停", "titleEn": "Godfather of AI （and world's #1 most cited scientist） announces his support for a coordinated global…", "description": "AI教父、全球引用量最高的科学家Yoshua Bengio公开支持一项协调的全球AI暂停。他指出，如果领先AI公司正接近递归自我改进的临界点，那么实施一项可验证、普遍适用的暂停可能是缓解重大AI风险的唯一负责任方案，至少要到安全保证被开发并得到证明。他呼吁各国和公司真诚合作，并认为只要其他方效仿Anthropic的先行做法，这一暂停是可以实现的。", "descriptionEn": "AI教父、全球引用量最高的科学家Yoshua Bengio公开支持一项协调的全球AI暂停。他指出，如果领先AI公司正接近递归自我改进的临界点，那么实施一项可验证、普遍适用的暂停可能是缓解重大AI风险的唯一负责任方案，至少要到安全保证被开发并得到证明。他呼吁各国和公司真诚合作，并认为只要其他方效仿Anthropic的先行做法，这一暂停是可以实现的。", "image": null, "sourceName": "X：AI Safety Memes (@AISafetyMemes)", "sourceCategory": "tip", "publishedAt": "2026-06-06T20:08:30.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.94, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-ffdd359b", "url": "https://x.com/jxnlco/status/2063349648400732289", "canonicalUrl": "https://x.com/jxnlco/status/2063349648400732289", "title": "Codex 启动 1000 个 Agent 向 GitHub 仓库批量提交 PR", "titleEn": "Codex spin up 1000 agents and make a pr in every GitHub repo to migrate to ruff uv and ty. Only gree…", "description": "Codex 启动 1000 个 agent，在每个 GitHub 仓库中提交 PR，迁移到 ruff、uv 和 ty。只提交绿色的 PR。\n\n这肯定对社区有益。", "descriptionEn": "Codex 启动 1000 个 agent，在每个 GitHub 仓库中提交 PR，迁移到 ruff、uv 和 ty。只提交绿色的 PR。\n\n这肯定对社区有益。", "image": null, "sourceName": "X：Jason Liu (@jxnlco)", "sourceCategory": "tip", "publishedAt": "2026-06-06T19:57:46.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-ed8b2c70", "url": "https://x.com/rohanpaul_ai/status/2063347508831764647", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063347508831764647", "title": "Claude Code 负责人 Boris Cherny：我的工作已变为编写循环 prompt", "titleEn": "Head of Claude Code Boris Cherny at Anthropic's annual developer conference in San Francisco on how …", "description": "Anthropic 年度开发者大会上，Claude Code 负责人 Boris Cherny 描述了过去 6 个月的转变：他曾经手写所有代码，现在全部由 Claude 编写。他只需用 prompt 与 Claude 对话，让 Claude 构建功能、测试并展示结果，然后给出修改指令。更进一步，他不再手动 prompt，而是运行循环自动 prompt Claude 并决定行动--他的工作变成了写这些循环。Cherny 称这一转变将在今年剩余时间持续。", "descriptionEn": "Anthropic 年度开发者大会上，Claude Code 负责人 Boris Cherny 描述了过去 6 个月的转变：他曾经手写所有代码，现在全部由 Claude 编写。他只需用 prompt 与 Claude 对话，让 Claude 构建功能、测试并展示结果，然后给出修改指令。更进一步，他不再手动 prompt，而是运行循环自动 prompt Claude 并决定行动--他的工作变成了写这些循环。Cherny 称这一转变将在今年剩余时间持续。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "tip", "publishedAt": "2026-06-06T19:49:15.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-ab4a8525", "url": "https://huggingface.co/blog/build-small-hackathon/thousand-token-wood-sim-v2", "canonicalUrl": "https://huggingface.co/blog/build-small-hackathon/thousand-token-wood-sim-v2", "title": "五个实验室，五个心智：用小模型构建多模型金融剧情游戏", "titleEn": "Five labs， five minds： building a multi-model finance drama on small models", "description": "Thousand Token Wood v2使用四个不同实验室的小模型（gpt-oss-20b、MiniCPM3-4B、Nemotron-Mini-4B及微调Qwen 0.5B）驱动金融模拟游戏的智能体。核心发现是异构服务层摩擦在于vLLM 0.22.1需CUDA工具包，而非模型本身。通过容忍性JSON解析层，添加模型只需一条配置。信息隔离确保内幕标志不在提示词中，扫描测试验证无泄露。记忆用情绪摘要截断避免淹没。微调0.5B模型实现0%自成交、100%有效报价，真相防火墙零泄露。小模型是可靠格式生成器但不可靠推理器，可通过结构化、提示词和微调弥补。", "descriptionEn": "Thousand Token Wood v2使用四个不同实验室的小模型（gpt-oss-20b、MiniCPM3-4B、Nemotron-Mini-4B及微调Qwen 0.5B）驱动金融模拟游戏的智能体。核心发现是异构服务层摩擦在于vLLM 0.22.1需CUDA工具包，而非模型本身。通过容忍性JSON解析层，添加模型只需一条配置。信息隔离确保内幕标志不在提示词中，扫描测试验证无泄露。记忆用情绪摘要截断避免淹没。微调0.5B模型实现0%自成交、100%有效报价，真相防火墙零泄露。小模型是可靠格式生成器但不可靠推理器，可通过结构化、提示词和微调弥补。", "image": null, "sourceName": "Hugging Face：Blog（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-06T19:02:33.000Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-e88359c4", "url": "https://x.com/AYi_AInotes/status/2063331704731836555", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063331704731836555", "title": "前日本公务员用AI管理100公顷农场", "titleEn": "Damn，日本一个前公务员， 连地都不会种， 靠AI在北海道管了100公顷农场🤯 还自己用ChatGPT和Codex写代码， 搞出了一整套全自动农场系统， - ESP32 + LINE 机器人，…", "description": "一名前日本公务员（不会种地）在北海道用AI管理100公顷农场。他借助ChatGPT和Codex自行编写代码，构建全自动农场系统：ESP32+LINE机器人远程控制温室通风/卷帘电机；温度监测+自动通风机器人；Airtable农场数据库（田地、任务、传感器、材料）；卫星NDVI作物健康地图叠加在田地上；AI生成布线图。展示了普通人用AI解决实际问题的正确方式。", "descriptionEn": "一名前日本公务员（不会种地）在北海道用AI管理100公顷农场。他借助ChatGPT和Codex自行编写代码，构建全自动农场系统：ESP32+LINE机器人远程控制温室通风/卷帘电机；温度监测+自动通风机器人；Airtable农场数据库（田地、任务、传感器、材料）；卫星NDVI作物健康地图叠加在田地上；AI生成布线图。展示了普通人用AI解决实际问题的正确方式。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-06T18:46:27.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-9a05cad4", "url": "https://x.com/AYi_AInotes/status/2063317039259738448", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063317039259738448", "title": "Codex桌面Agent：零基础用户首选", "titleEn": "一定要用最聪明最贵的AI大脑型，一定要用最先进的生产力工具！ 实在不理解为啥还有很多人在折腾国内的几个大厂的桌面agent， 1️⃣字节的Coze（一直抄来抄去到现在也不智能，只能用命令行） 2️⃣…", "description": "博主阿易 AI Notes 强烈推荐桌面智能体（Agent）Codex，认为它优于国内大厂产品。他逐一批评了字节 Coze（不智能、仅支持命令行）、阿里悟空（内测不好用）、腾讯 workbuddy（基础不智能）和腾讯马维斯（能力较全面但仅限浏览器操作）。文章断言国内外众多桌面 Agent 中\"只用 Codex 就够了\"，特别适合零基础小白和文科生，无需折腾其他方案。", "descriptionEn": "博主阿易 AI Notes 强烈推荐桌面智能体（Agent）Codex，认为它优于国内大厂产品。他逐一批评了字节 Coze（不智能、仅支持命令行）、阿里悟空（内测不好用）、腾讯 workbuddy（基础不智能）和腾讯马维斯（能力较全面但仅限浏览器操作）。文章断言国内外众多桌面 Agent 中\"只用 Codex 就够了\"，特别适合零基础小白和文科生，无需折腾其他方案。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-06T17:48:11.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-fd1f9ead", "url": "https://x.com/berryxia/status/2063303160698183692", "canonicalUrl": "https://x.com/berryxia/status/2063303160698183692", "title": "用Claude Code将闲置Kindle改造成语音看板", "titleEn": "这个其实实现比较简单，如果只做看板的话。 直接做个网页就可以了，在kindle打开即可。 之前玩过天气时间的朋友应该都知道。 如今你要会的动作是动嘴即可。", "description": "Berry Xia分享把闲置Kindle变看板的方法：只需做一个网页在Kindle打开即可，并通过语音（动嘴）控制。引用推文补充，可用Codex或Claude Code轻松改造任何闲置设备，进一步简化操作。", "descriptionEn": "Berry Xia分享把闲置Kindle变看板的方法：只需做一个网页在Kindle打开即可，并通过语音（动嘴）控制。引用推文补充，可用Codex或Claude Code轻松改造任何闲置设备，进一步简化操作。", "image": null, "sourceName": "X：Berry Xia (@berryxia)", "sourceCategory": "tip", "publishedAt": "2026-06-06T16:53:02.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.94, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-db9d037c", "url": "https://x.com/rohanpaul_ai/status/2063301151458750696", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063301151458750696", "title": "MIT论文提出Self-Revising Discovery Systems框架", "titleEn": "Great idea for self-evolving AI scientists from this new MIT paper. Tries to make an AI scientist n…", "description": "MIT论文（F.Y. Wang & M.J. Buehler， arXiv：2606.01444， 2026）提出Self-Revising Discovery Systems框架，使AI科学家能自主识别当前思维模式不足并添加新科学概念，而非仅更努力搜索。系统将数据、模型、工具输出、失败及声明均视为类型化产物（typed provenance），从而区分三种模式：retrieval（添加已知对象）、search（探索固定模式）和discovery（可验证的模式转换）。论文通过Kan obstruction和Left Kan extension数学化定义了真正新颖性--由旧证据传输后的逐点残差量化，使novelty可客观测量。案例包括Builder/Breaker模型发现蛋白质模式条件顺应性，以及CategoryScienceClaw发现各向异性纤维网络刚度规则。", "descriptionEn": "MIT论文（F.Y. Wang & M.J. Buehler， arXiv：2606.01444， 2026）提出Self-Revising Discovery Systems框架，使AI科学家能自主识别当前思维模式不足并添加新科学概念，而非仅更努力搜索。系统将数据、模型、工具输出、失败及声明均视为类型化产物（typed provenance），从而区分三种模式：retrieval（添加已知对象）、search（探索固定模式）和discovery（可验证的模式转换）。论文通过Kan obstruction和Left Kan extension数学化定义了真正新颖性--由旧证据传输后的逐点残差量化，使novelty可客观测量。案例包括Builder/Breaker模型发现蛋白质模式条件顺应性，以及CategoryScienceClaw发现各向异性纤维网络刚度规则。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "paper", "publishedAt": "2026-06-06T16:45:03.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.78, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-d1740dc7", "url": "https://garymarcus.substack.com/p/ais-black-friday", "canonicalUrl": "https://garymarcus.substack.com/p/ais-black-friday", "title": "AI 的黑色星期五", "titleEn": "AI's Black Friday", "description": "Gary Marcus 在文章中分享了对 AI 领域刚刚发生事件的看法，表达了对当前 AI 发展方向的思考。", "descriptionEn": "Gary Marcus 在文章中分享了对 AI 领域刚刚发生事件的看法，表达了对当前 AI 发展方向的思考。", "image": null, "sourceName": "Gary Marcus：The Road to AI We Can Trust（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-06T16:24:04.000Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-a8fa8f9f", "url": "https://x.com/dotey/status/2063291945972060525", "canonicalUrl": "https://x.com/dotey/status/2063291945972060525", "title": "Claude Design 小贴士：设计心法、日常妙招与操作技巧", "titleEn": "Claude Design 的小贴士很有意思： ### 第一部分：产品设计心法 1. 交互的本质 - EN： A prototype nobody clicks is just a paintin…", "description": "Claude Design 分享系列小贴士，涵盖产品设计心法、日常实用妙招和 Claude 交互技巧。设计心法强调：交互原型需被点击才有意义；设计系统应自然不刻意；像素应克制争夺注意力；留白如乐符停顿；颜色不超过三种；用户心理模型是唯一规范。日常妙招包括：用冰块冻结口香糖去除、湿纸巾加热清洁微波炉、核桃油修复木划痕、木勺防止沸水溢出等。Claude 操作技巧：⌘G 语音输入、⌘V 粘贴截图、挂载本地文件夹实时读取代码库、旋钮模式拖拽调整 CSS 数值、原型功能从线框图到交互应用、保存模板复用工作流。", "descriptionEn": "Claude Design 分享系列小贴士，涵盖产品设计心法、日常实用妙招和 Claude 交互技巧。设计心法强调：交互原型需被点击才有意义；设计系统应自然不刻意；像素应克制争夺注意力；留白如乐符停顿；颜色不超过三种；用户心理模型是唯一规范。日常妙招包括：用冰块冻结口香糖去除、湿纸巾加热清洁微波炉、核桃油修复木划痕、木勺防止沸水溢出等。Claude 操作技巧：⌘G 语音输入、⌘V 粘贴截图、挂载本地文件夹实时读取代码库、旋钮模式拖拽调整 CSS 数值、原型功能从线框图到交互应用、保存模板复用工作流。", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "tip", "publishedAt": "2026-06-06T16:08:28.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-e60ac90e", "url": "https://x.com/rohanpaul_ai/status/2063289804708835412", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063289804708835412", "title": "Anthropic负责人谈Claude Code编程模式转变", "titleEn": "\"I don't prompt Claude anymore. I have loops running that prompt Claude and figuring out what to do….", "description": "\"我不再手动给Claude写提示词了。我现在写循环，让Claude自己去处理任务。我的工作是写循环。接下来这一年，你会看到这种转变。\"\n\n--Anthropic Claude Code负责人Boris Cherny", "descriptionEn": "\"我不再手动给Claude写提示词了。我现在写循环，让Claude自己去处理任务。我的工作是写循环。接下来这一年，你会看到这种转变。\"\n\n--Anthropic Claude Code负责人Boris Cherny", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "tip", "publishedAt": "2026-06-06T15:59:58.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-9c855681", "url": "https://huggingface.co/blog/build-small-hackathon/job-search-blog", "canonicalUrl": "https://huggingface.co/blog/build-small-hackathon/job-search-blog", "title": "Job Searcher", "titleEn": "Job Searcher", "description": "Hugging Face 发布 Job Searcher，一个基于 AI 的求职搜索工具。用户上传简历并设定偏好后，系统使用教师模型 DeepSeek V4 Pro 生成 LinkedIn 搜索查询，通过 JobSpy 抓取职位，再对学生模型 Qwen3-8B（8B 参数）进行 LoRA 微调，对每个职位从技能匹配、经验相关性、教育背景、行业领域契合度和资历对齐五个维度给出评分和推理。训练在 Modal 平台单张 A100 上完成。推理部署于 Hugging Face ZeroGPU Space，使用 llama.cpp 实现流式输出。项目开源。", "descriptionEn": "Hugging Face 发布 Job Searcher，一个基于 AI 的求职搜索工具。用户上传简历并设定偏好后，系统使用教师模型 DeepSeek V4 Pro 生成 LinkedIn 搜索查询，通过 JobSpy 抓取职位，再对学生模型 Qwen3-8B（8B 参数）进行 LoRA 微调，对每个职位从技能匹配、经验相关性、教育背景、行业领域契合度和资历对齐五个维度给出评分和推理。训练在 Modal 平台单张 A100 上完成。推理部署于 Hugging Face ZeroGPU Space，使用 llama.cpp 实现流式输出。项目开源。", "image": null, "sourceName": "Hugging Face：Blog（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-06T15:36:51.000Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.78, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-2e16000", "url": "https://x.com/AYi_AInotes/status/2063283898419749193", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063283898419749193", "title": "全网 Codex Skill 梳理：核心仓库、场景精选与安装指南", "titleEn": "http：//x.com/i/article/2063237792746831872", "description": "文章指出，安装 create-plan、gh-fix-ci 等核心 Skill 后，Codex 能从会写代码的聊天机器人变成靠谱的工程师团队。核心资源仓库包括 openai/skills 和 ComposioHQ/awesome-codex-skills（star 数均 20k+）。按场景精选 Skill：规划元能力、GitHub/CI/CD、测试/安全等。安装推荐用 Codex 内置工具，也可手动将 Skill 文件夹放入对应目录后重启。进阶玩法包括任务组合多张 Skill、自定义单一职责的 SKILL.md、跨平台迁移至 Claude Code/Cursor 等。持续更新资源可关注 skillregistry.dev 等。", "descriptionEn": "文章指出，安装 create-plan、gh-fix-ci 等核心 Skill 后，Codex 能从会写代码的聊天机器人变成靠谱的工程师团队。核心资源仓库包括 openai/skills 和 ComposioHQ/awesome-codex-skills（star 数均 20k+）。按场景精选 Skill：规划元能力、GitHub/CI/CD、测试/安全等。安装推荐用 Codex 内置工具，也可手动将 Skill 文件夹放入对应目录后重启。进阶玩法包括任务组合多张 Skill、自定义单一职责的 SKILL.md、跨平台迁移至 Claude Code/Cursor 等。持续更新资源可关注 skillregistry.dev 等。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-06T15:36:30.000Z", "discoveredAt": "2026-06-06T23:47:46.201Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent", "agent-safety" ], "relevanceScore": 0.98, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-e4f8c5ab", "url": "https://x.com/vista8/status/2063275297341051086", "canonicalUrl": "https://x.com/vista8/status/2063275297341051086", "title": "Open Design：用本地Agent替代Figma的开源设计工具", "titleEn": "http：//x.com/i/article/2063275048157458432", "description": "Open Design 是一个用本地 Agent 驱动的开源设计工具。一个月内获得近 60K GitHub Star（20 天达 50k+），全球 30 多国用户，340 名贡献者。它识别本地的 Claude Code、Codex 等 Code Agent 作为设计引擎，生成 HTML 单文件而非", "descriptionEn": "Open Design 是一个用本地 Agent 驱动的开源设计工具。一个月内获得近 60K GitHub Star（20 天达 50k+），全球 30 多国用户，340 名贡献者。它识别本地的 Claude Code、Codex 等 Code Agent 作为设计引擎，生成 HTML 单文件而非", "image": null, "sourceName": "X：Vista (@vista8)", "sourceCategory": "tip", "publishedAt": "2026-06-06T15:02:19.000Z", "discoveredAt": "2026-06-06T23:47:46.202Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.94, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-a2f6dde", "url": "https://www.bloomberg.com/news/videos/2026-06-06/grindr-growing-from-just-dating-app-to-politics-ai-video", "canonicalUrl": "https://www.bloomberg.com/news/videos/2026-06-06/grindr-growing-from-just-dating-app-to-politics-ai-video", "title": "Grindr 整合 AI 推出高级订阅与安全工具", "titleEn": "Grindr Growing From Just Dating App to Politics， AI", "description": "Grindr 周一发布一系列新功能，并公布了高级订阅层的更多细节。该订阅将解锁新的 AI 功能与更深度个性化。公司同时加大对 AI 驱动的安全工具及后台运营的投资。", "descriptionEn": "Grindr 周一发布一系列新功能，并公布了高级订阅层的更多细节。该订阅将解锁新的 AI 功能与更深度个性化。公司同时加大对 AI 驱动的安全工具及后台运营的投资。", "image": null, "sourceName": "Bloomberg：Technology（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T13:54:10.000Z", "discoveredAt": "2026-06-06T23:47:46.202Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-271498e3", "url": "https://www.ithome.com/0/960/975.htm", "canonicalUrl": "https://www.ithome.com/0/960/975.htm", "title": "微软 Build 2026 发布 Project Solara，纳德拉否认 Scout 上瘾传闻", "titleEn": "微软想让用户对自家智能体 Scout 上瘾？CEO 纳德拉否认", "description": "微软在 Build 2026 上与高通联合发布 Project Solara，主打\"智能体优先计算\"，系统运行 Agent Shell 动态加载云端 AI 智能体。纳德拉称正从为应用构建操作系统转向为智能体构建操作系统，此前已披露 Windows 11 将演进为智能体操作系统。针对 404 Media 报道的内部文件称微软曾计划让 AI 助手 Scout\"上瘾\"，纳德拉否认并称\"胡说八道\"。微软发言人表示 Scout 旨在帮助高效完成任务而非鼓励依赖，目标是减少屏幕时间。", "descriptionEn": "微软在 Build 2026 上与高通联合发布 Project Solara，主打\"智能体优先计算\"，系统运行 Agent Shell 动态加载云端 AI 智能体。纳德拉称正从为应用构建操作系统转向为智能体构建操作系统，此前已披露 Windows 11 将演进为智能体操作系统。针对 404 Media 报道的内部文件称微软曾计划让 AI 助手 Scout\"上瘾\"，纳德拉否认并称\"胡说八道\"。微软发言人表示 Scout 旨在帮助高效完成任务而非鼓励依赖，目标是减少屏幕时间。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-06T13:49:46.000Z", "discoveredAt": "2026-06-06T23:47:46.202Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-b92dc579", "url": "https://blog.includesecurity.com/2026/06/the-smart-tv-in-your-livingroom-is-a-node-in-the-aiscraping-economy", "canonicalUrl": "https://blog.includesecurity.com/2026/06/the-smart-tv-in-your-livingroom-is-a-node-in-the-aiscraping-economy", "title": "您客厅里的智能电视是 AIScraping 经济中的一个节点", "titleEn": "您客厅里的智能电视是AIScraping经济中的一个节点", "description": "智能电视被描述为 AI 抓取经济中的节点，客厅设备可能被用于大规模数据采集网络。该观点来自一篇安全博客，揭示了家庭联网设备在 AI 训练数据供应链中的潜在角色。", "descriptionEn": "智能电视被描述为 AI 抓取经济中的节点，客厅设备可能被用于大规模数据采集网络。该观点来自一篇安全博客，揭示了家庭联网设备在 AI 训练数据供应链中的潜在角色。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "tip", "publishedAt": "2026-06-06T13:47:16.804Z", "discoveredAt": "2026-06-06T23:47:46.202Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-bcf4bd27", "url": "https://x.com/rohanpaul_ai/status/2063246343842501091", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063246343842501091", "title": "GitHub 开源 Spec Kit 工具包，用产品规范引导 AI 编码", "titleEn": "GitHub released Spec Kit， an open-source toolkit to fix vibe coding's biggest weakness： the AI often…", "description": "GitHub 发布开源工具包 Spec Kit，旨在解决 \"vibe coding\" 的最大弱点--AI 常在规则未明确时就开始编码。它把流程从 \"让 AI 直接构建\" 改为 \"先写产品规范，再让 AI 根据规范实现\"。当前 AI 编码模式常因松散提示直接跳入代码，导致需求薄弱、边界遗漏和反复返工。Spec Kit 推动反向流程：先定义产品功能，再澄清差距、制订技术计划、分解任务，最后让 agent 执行。规范成为可执行的开发合约，支持 Copilot、Claude Code、Codex、Gemini、Cursor、Qwen 等 30+ agent 集成。项目已获 109K+ 星标。", "descriptionEn": "GitHub 发布开源工具包 Spec Kit，旨在解决 \"vibe coding\" 的最大弱点--AI 常在规则未明确时就开始编码。它把流程从 \"让 AI 直接构建\" 改为 \"先写产品规范，再让 AI 根据规范实现\"。当前 AI 编码模式常因松散提示直接跳入代码，导致需求薄弱、边界遗漏和反复返工。Spec Kit 推动反向流程：先定义产品功能，再澄清差距、制订技术计划、分解任务，最后让 agent 执行。规范成为可执行的开发合约，支持 Copilot、Claude Code、Codex、Gemini、Cursor、Qwen 等 30+ agent 集成。项目已获 109K+ 星标。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T13:07:16.000Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.98, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-25981e48", "url": "https://www.ithome.com/0/960/969.htm", "canonicalUrl": "https://www.ithome.com/0/960/969.htm", "title": "OpenCV 5 发布：升级全新 DNN 引擎、原生支持大模型", "titleEn": "OpenCV 5 发布：升级全新 DNN 引擎、原生支持大模型", "description": "OpenCV 5 正式发布，采用基于图的 DNN 引擎，ONNX 算子覆盖率从 4.x 的不到 23% 提升至超 80%，原生支持 Transformer、视觉语言模型（VLM）和大语言模型（LLM）。其他更新包括：更好的 Python 集成与命名参数、更紧凑核心代码、清晰硬件加速层、原生 FP16/BF16、规范化 0D/1D 张量、扩展 3D 视觉及现代化文档。该库 GitHub 拥有超 86，000 stars，每日安装量超一百万次。", "descriptionEn": "OpenCV 5 正式发布，采用基于图的 DNN 引擎，ONNX 算子覆盖率从 4.x 的不到 23% 提升至超 80%，原生支持 Transformer、视觉语言模型（VLM）和大语言模型（LLM）。其他更新包括：更好的 Python 集成与命名参数、更紧凑核心代码、清晰硬件加速层、原生 FP16/BF16、规范化 0D/1D 张量、扩展 3D 视觉及现代化文档。该库 GitHub 拥有超 86，000 stars，每日安装量超一百万次。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T12:48:12.000Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-products" ], "relevanceScore": 0.5, "seelesAngle": "Recommended product signal: AI product or model update worth tracking as broader ecosystem context." }, { "id": "news-740db684", "url": "https://x.com/shao__meng/status/2063234416324051144", "canonicalUrl": "https://x.com/shao__meng/status/2063234416324051144", "title": "Anthropic 白皮书：面向 AI Agent 的零信任安全框架", "titleEn": "面向 AI Agent 的零信任安全：企业自主 AI Agent 部署框架 Anthropic 官方 5 月份发布的白皮书：企业部署自主 AI Agent 时，传统边界安全不够用，必须把零信任原则延…", "description": "Anthropic 5 月发布白皮书，提出企业部署自主 AI Agent 时须将零信任原则延伸至 Agent 架构。报告指出双重加速：前沿模型将漏洞发现到利用周期压缩至数小时；Agent 能自主解释目标、选工具、执行多步操作，传统访问控制无法阻止\"合法权限内作恶\"。核心原则：永不信任始终验证、假设已遭入侵、最小权限；另附设计检验--控制是让攻击不可能，还是仅增加麻烦？报告分五部分：Agent 为何是新安全对象、威胁图谱、三层能力成熟度模型、八阶段实施工作流、防御运营适配自主威胁速度。", "descriptionEn": "Anthropic 5 月发布白皮书，提出企业部署自主 AI Agent 时须将零信任原则延伸至 Agent 架构。报告指出双重加速：前沿模型将漏洞发现到利用周期压缩至数小时；Agent 能自主解释目标、选工具、执行多步操作，传统访问控制无法阻止\"合法权限内作恶\"。核心原则：永不信任始终验证、假设已遭入侵、最小权限；另附设计检验--控制是让攻击不可能，还是仅增加麻烦？报告分五部分：Agent 为何是新安全对象、威胁图谱、三层能力成熟度模型、八阶段实施工作流、防御运营适配自主威胁速度。", "image": null, "sourceName": "X：邵猛 (@shao__meng)", "sourceCategory": "paper", "publishedAt": "2026-06-06T12:19:52.000Z", "discoveredAt": "2026-06-06T23:47:46.202Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety", "agent-architecture" ], "relevanceScore": 0.98, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-f486a082", "url": "https://the-decoder.com/metas-hatch-ai-agent-could-cost-up-to-200-a-month-and-marks-its-first-paid-ai-product", "canonicalUrl": "https://the-decoder.com/metas-hatch-ai-agent-could-cost-up-to-200-a-month-and-marks-its-first-paid-ai-product", "title": "Meta的Hatch AI智能体每月最高200美元，成为其首个付费AI产品", "titleEn": "Meta's Hatch AI agent could cost up to $200 a month and marks its first paid AI product", "description": "Meta正在开发一款名为\"Hatch\"的付费AI智能体产品，月费最高200美元。用户只需用自然语言描述需求，Hatch即可构建工作工具、安排日程或发送邮件。Meta CEO马克·扎克伯格认为，该产品将开辟广告之外的新收入来源，为公司在AI领域的巨额投资提供资金支持。这是Meta推出的首个付费AI产品。", "descriptionEn": "Meta正在开发一款名为\"Hatch\"的付费AI智能体产品，月费最高200美元。用户只需用自然语言描述需求，Hatch即可构建工作工具、安排日程或发送邮件。Meta CEO马克·扎克伯格认为，该产品将开辟广告之外的新收入来源，为公司在AI领域的巨额投资提供资金支持。这是Meta推出的首个付费AI产品。", "image": null, "sourceName": "The Decoder：AI News（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T11:42:08.000Z", "discoveredAt": "2026-06-06T23:47:46.202Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-33e7d194", "url": "https://huggingface.co/blog/build-small-hackathon/persona-atlas", "canonicalUrl": "https://huggingface.co/blog/build-small-hackathon/persona-atlas", "title": "Persona Atlas：Hugging Face 上的开源人物思维映射工具", "titleEn": "Persona Atlas： Mapping How Famous Minds Think", "description": "Persona Atlas 是一个运行在 Hugging Face Inference Providers 上的开源项目。它通过工具调用代理执行真实网络搜索，生成公众人物的资料、事实清单和风格假设，然后让该人物回答十个关于身份、伦理等开放式问题。每个回答被转化为嵌入向量，从而在向量空间中对不同人物进行距离比较，并基于十个特质锚点绘制热力图。前端采用 Gradio，提供研究、比较和检查代理完整追溯三个标签页，预设多个人物角色，无需 token 即可直接体验。", "descriptionEn": "Persona Atlas 是一个运行在 Hugging Face Inference Providers 上的开源项目。它通过工具调用代理执行真实网络搜索，生成公众人物的资料、事实清单和风格假设，然后让该人物回答十个关于身份、伦理等开放式问题。每个回答被转化为嵌入向量，从而在向量空间中对不同人物进行距离比较，并基于十个特质锚点绘制热力图。前端采用 Gradio，提供研究、比较和检查代理完整追溯三个标签页，预设多个人物角色，无需 token 即可直接体验。", "image": null, "sourceName": "Hugging Face：Blog（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T11:42:01.000Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "tool-use" ], "relevanceScore": 0.78, "seelesAngle": "Tool-use workflow signal: tool calling, computer/browser use, search-as-code, sandbox execution, or external API operation relevant to agent runtime UX." }, { "id": "news-caf51a61", "url": "https://x.com/AYi_AInotes/status/2063206867719831637", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063206867719831637", "title": "刘梓渝公开AI短视频创作核心：导演思维嵌入工作流", "titleEn": "全网爆火的《丧尸清道夫》作者刘梓渝公开了自己的视频创作思路，内容非常干，值得所有AI短视频创作者逐帧学习！ 先说结论，跟抽卡运气没太大关系， 核心是把自己的导演思维、镜头语言和后期剪辑， 完整嵌进了…", "description": "《丧尸清道夫》作者刘梓渝公开爆火视频创作思路，核心并非依赖抽卡运气，而是将导演思维、镜头语言和后期剪辑完整嵌入AI工作流。该方法论值得AI短视频创作者逐帧学习。", "descriptionEn": "《丧尸清道夫》作者刘梓渝公开爆火视频创作思路，核心并非依赖抽卡运气，而是将导演思维、镜头语言和后期剪辑完整嵌入AI工作流。该方法论值得AI短视频创作者逐帧学习。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-06T10:30:24.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-7252ff52", "url": "https://x.com/AYi_AInotes/status/2063199340244467972", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063199340244467972", "title": "OpenCut：GitHub 5万星开源AI剪辑工具，本地优先、永久免费、无水印无会员", "titleEn": "分享一个 GitHub 5 万星的开源AI剪辑神器， 本地处理、永久免费、不要水印、没有会员墙。 它叫 OpenCut，想干掉剪映最让人不爽的那件事-- 你做的视频，再也不用先传到别人的服务器上了。…", "description": "OpenCut 是一个 GitHub 5 万星的开源 AI 剪辑工具，主打本地优先，视频无需上传服务器，永久免费、无水印、无会员墙。目前处于 Early Beta 阶段，网页版支持基础剪辑（导入视频、时间线、切割），但导出、特效、转场等功能仍在开发。路线图包括 Rust 重写核心、Web+桌面+移动统一、插件系统、Editor API 及 MCP Server（让 AI Agent 直接调用工具），目标是成为可编程的视频底座，而非对标剪映的封闭工具。", "descriptionEn": "OpenCut 是一个 GitHub 5 万星的开源 AI 剪辑工具，主打本地优先，视频无需上传服务器，永久免费、无水印、无会员墙。目前处于 Early Beta 阶段，网页版支持基础剪辑（导入视频、时间线、切割），但导出、特效、转场等功能仍在开发。路线图包括 Rust 重写核心、Web+桌面+移动统一、插件系统、Editor API 及 MCP Server（让 AI Agent 直接调用工具），目标是成为可编程的视频底座，而非对标剪映的封闭工具。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-06T10:00:29.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.94, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-2ff9f115", "url": "https://www.marktechpost.com/2026/06/06/moonshot-ai-releases-kimi-code-cli-a-terminal-ai-coding-agent-built-in-typescript-for-next-gen-agents", "canonicalUrl": "https://www.marktechpost.com/2026/06/06/moonshot-ai-releases-kimi-code-cli-a-terminal-ai-coding-agent-built-in-typescript-for-next-gen-agents", "title": "Moonshot AI 发布 Kimi Code CLI：基于 TypeScript 的开源终端 AI 编码智能体", "titleEn": "Moonshot AI Releases Kimi Code CLI： A Terminal AI Coding Agent Built in TypeScript for Next-Gen Agents", "description": "Kimi Code CLI 是 Moonshot AI 推出的开源终端 AI 编码智能体，使用 TypeScript 构建，内置子智能体（subagents）与 MCP 配置支持。", "descriptionEn": "Kimi Code CLI 是 Moonshot AI 推出的开源终端 AI 编码智能体，使用 TypeScript 构建，内置子智能体（subagents）与 MCP 配置支持。", "image": null, "sourceName": "MarkTechPost（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T09:11:08.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "skill-ecosystem", "coding-agent" ], "relevanceScore": 0.98, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-1b3edb8c", "url": "https://www.ithome.com/0/960/907.htm", "canonicalUrl": "https://www.ithome.com/0/960/907.htm", "title": "Anthropic被曝雇1000名工程师训练Claude Code，每项任务280美元", "titleEn": "Anthropic 被曝雇 1000 名人类工程师训练 Claude Code，每项任务 280 美元", "description": "Anthropic通过数据标注公司Snorkel AI的\"Marlin\"项目，雇佣约1000名软件工程师微调Claude Code。外包人员编写提示词、审查代码，每项任务报酬280美元（约1小时），要求对两种模型输出进行A/B测试，选择偏好结果并判断是否达到提示词要求的细节程度，旨在训练Claude Code生成更简化、易维护的代码。外包人员不知所评模型版本，项目仍在进行。", "descriptionEn": "Anthropic通过数据标注公司Snorkel AI的\"Marlin\"项目，雇佣约1000名软件工程师微调Claude Code。外包人员编写提示词、审查代码，每项任务报酬280美元（约1小时），要求对两种模型输出进行A/B测试，选择偏好结果并判断是否达到提示词要求的细节程度，旨在训练Claude Code生成更简化、易维护的代码。外包人员不知所评模型版本，项目仍在进行。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-06T08:35:02.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-c418435d", "url": "https://x.com/frxiaobei/status/2063176731641684112", "canonicalUrl": "https://x.com/frxiaobei/status/2063176731641684112", "title": "Codex+Obsidian agent组合文档多卡顿求解", "titleEn": "Codex+Obsidian 是个非常好的 agent 组合， 现在唯一的缺陷是文档太多了，每次打开 Obsidian 都卡几秒， 大家有啥解决方案吗👀", "description": "用户认为 Codex 与 Obsidian 搭配是非常优秀的 AI Agent 组合，但存在 Obsidian 文档过多导致每次打开卡顿几秒的问题，寻求解决方案。引用推文指出，Obsidian 加上 Codex，配合合适的 API、MCP 和 Skills，基本能替代目前 90% 以上的 AI Agent 产品，这是从 Notion 迁移到 Obsidian 一个月后的感受。", "descriptionEn": "用户认为 Codex 与 Obsidian 搭配是非常优秀的 AI Agent 组合，但存在 Obsidian 文档过多导致每次打开卡顿几秒的问题，寻求解决方案。引用推文指出，Obsidian 加上 Codex，配合合适的 API、MCP 和 Skills，基本能替代目前 90% 以上的 AI Agent 产品，这是从 Notion 迁移到 Obsidian 一个月后的感受。", "image": null, "sourceName": "X：小北 (@frxiaobei)", "sourceCategory": "tip", "publishedAt": "2026-06-06T08:30:39.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-5b051263", "url": "https://x.com/kimmonismus/status/2063176567849730527", "canonicalUrl": "https://x.com/kimmonismus/status/2063176567849730527", "title": "OpenAI 确认递归自我改进（RSI）早期迹象", "titleEn": "Just a quick reminder： already in February， we had the first models that were \"instrumental in creat…", "description": "OpenAI 官方声明称已在当前系统中观察到递归自我改进（RSI）的早期迹象--AI 开发正被 AI 自身加速。预计这将加剧开发者与国家间的竞争压力，并带来现有机构无法应对的治理挑战。作者 Kim 补充指出，早在二月份已有首个\"自我创造\"的模型问世，RSI 进程并非新事，而是已持续一段时间。", "descriptionEn": "OpenAI 官方声明称已在当前系统中观察到递归自我改进（RSI）的早期迹象--AI 开发正被 AI 自身加速。预计这将加剧开发者与国家间的竞争压力，并带来现有机构无法应对的治理挑战。作者 Kim 补充指出，早在二月份已有首个\"自我创造\"的模型问世，RSI 进程并非新事，而是已持续一段时间。", "image": null, "sourceName": "X：Kim (@kimmonismus)", "sourceCategory": "tip", "publishedAt": "2026-06-06T08:30:00.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-66a32eff", "url": "https://x.com/frxiaobei/status/2063175690594500883", "canonicalUrl": "https://x.com/frxiaobei/status/2063175690594500883", "title": "懒猫AI摄像头预售，NAS界首款智能摄像头", "titleEn": "懒猫家这个摄像头好看啊", "description": "懒猫发布第三款智能硬件--懒猫AI摄像头，星际太空人科幻外观，从零开模打磨一年半，头围与蔚来Nomi一致，可互换头饰。后期将结合懒猫AI算力舱，支持用户自定义AI大模型，实现100%隐私的家庭AI摄像头。该摄像头为NAS界第一款智能摄像头，扫码即用，无需破解Token。正式售价399元，预售价360元。将抽取10台免费赠送。", "descriptionEn": "懒猫发布第三款智能硬件--懒猫AI摄像头，星际太空人科幻外观，从零开模打磨一年半，头围与蔚来Nomi一致，可互换头饰。后期将结合懒猫AI算力舱，支持用户自定义AI大模型，实现100%隐私的家庭AI摄像头。该摄像头为NAS界第一款智能摄像头，扫码即用，无需破解Token。正式售价399元，预售价360元。将抽取10台免费赠送。", "image": null, "sourceName": "X：小北 (@frxiaobei)", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T08:26:31.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-f41b9445", "url": "https://www.ithome.com/0/960/889.htm", "canonicalUrl": "https://www.ithome.com/0/960/889.htm", "title": "微软 CEO 纳德拉要把公司内部的智能体\"管起来\"，为其设定身份与权限边界", "titleEn": "微软 CEO 纳德拉要把公司内部的智能体\"管起来\"，为其设定身份与权限边界", "description": "微软CEO纳德拉表示，公司正借鉴管理员工的思路，为内部AI智能体设定身份和权限边界，明确哪些内容可访问，并建立审计机制。纳德拉本人同时运行100个AI编程智能体，管理认知负荷极高。微软推出Agent 365工具套件，包括数字身份与网络访问产品Entra，以及用于标记智能体生成数据的Purview，以提供安全性、隔离性、可管理性和可观测性。", "descriptionEn": "微软CEO纳德拉表示，公司正借鉴管理员工的思路，为内部AI智能体设定身份和权限边界，明确哪些内容可访问，并建立审计机制。纳德拉本人同时运行100个AI编程智能体，管理认知负荷极高。微软推出Agent 365工具套件，包括数字身份与网络访问产品Entra，以及用于标记智能体生成数据的Purview，以提供安全性、隔离性、可管理性和可观测性。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-06T07:21:03.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety", "agent-architecture", "coding-agent" ], "relevanceScore": 0.98, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-92fc8438", "url": "https://x.com/op7418/status/2063154662417866900", "canonicalUrl": "https://x.com/op7418/status/2063154662417866900", "title": "codex + Computer Use：远程帮父母修电脑", "titleEn": "这个点子好，在朋友或者是父母的电脑上装个 codex。 然后开启远程控制，你就能帮他们修电脑了，而且也可以帮用 computer use 去控制他们的电脑。", "description": "推荐在父母或朋友的电脑上安装 codex，开启远程控制后就能利用 computer use 功能直接操控对方电脑，从而远程解决各种故障。引用推文也表达了类似思路：在父母电脑装 codex 以便远程修复问题。", "descriptionEn": "推荐在父母或朋友的电脑上安装 codex，开启远程控制后就能利用 computer use 功能直接操控对方电脑，从而远程解决各种故障。引用推文也表达了类似思路：在父母电脑装 codex 以便远程修复问题。", "image": null, "sourceName": "X：歸藏 (@op7418)", "sourceCategory": "tip", "publishedAt": "2026-06-06T07:02:57.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "tool-use", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Tool-use workflow signal: tool calling, computer/browser use, search-as-code, sandbox execution, or external API operation relevant to agent runtime UX." }, { "id": "news-462caadc", "url": "https://the-decoder.com/qwen3-7-plus-is-alibabas-bid-to-turn-multimodal-ai-into-a-full-blown-autonomous-agent", "canonicalUrl": "https://the-decoder.com/qwen3-7-plus-is-alibabas-bid-to-turn-multimodal-ai-into-a-full-blown-autonomous-agent", "title": "Qwen3.7-Plus：阿里巴巴将多模态AI打造成完全自主智能体", "titleEn": "Qwen3.7-Plus is Alibaba's bid to turn multimodal AI into a full-blown autonomous agent", "description": "阿里巴巴Qwen团队发布Qwen3.7-Plus，一个将视觉感知、GUI操作和编码能力整合到单一智能体循环中的多模态智能体模型。在演示中，基于该模型的智能体自主开发了一款词汇学习应用，生成了超过10，000行代码，共执行了1，000次智能体调用，耗时11小时。该模型在Qwen自主基准测试的屏幕理解任务上领先，但整体性能表现参差不齐。Qwen3.7-Plus为闭源模型，价格远低于西方前沿模型。", "descriptionEn": "阿里巴巴Qwen团队发布Qwen3.7-Plus，一个将视觉感知、GUI操作和编码能力整合到单一智能体循环中的多模态智能体模型。在演示中，基于该模型的智能体自主开发了一款词汇学习应用，生成了超过10，000行代码，共执行了1，000次智能体调用，耗时11小时。该模型在Qwen自主基准测试的屏幕理解任务上领先，但整体性能表现参差不齐。Qwen3.7-Plus为闭源模型，价格远低于西方前沿模型。", "image": null, "sourceName": "The Decoder：AI News（RSS）", "sourceCategory": "ai-models", "publishedAt": "2026-06-06T06:54:29.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-b40cdaef", "url": "https://mp.weixin.qq.com/s/ZVgqdH_fE42jO4kcI-lF3g", "canonicalUrl": "https://mp.weixin.qq.com/s/ZVgqdH_fE42jO4kcI-lF3g", "title": "阶跃首席科学家张祥雨合著论文 ResNet 获 CVPR 2026 「时间检验奖」", "titleEn": "阶跃首席科学家张祥雨合著论文 ResNet 获 CVPR 2026 「时间检验奖」", "description": "", "descriptionEn": "", "image": null, "sourceName": "公众号：阶跃星辰（Step）", "sourceCategory": "industry", "publishedAt": "2026-06-06T06:46:02.000Z", "discoveredAt": "2026-06-06T23:47:45.683Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-ee9a65e1", "url": "https://www.ithome.com/0/960/852.htm", "canonicalUrl": "https://www.ithome.com/0/960/852.htm", "title": "软银孙正义：OpenAI正用AI设计AI模型，比人类聪明1万倍的ASI未来2年到来", "titleEn": "软银孙正义：OpenAI 正用 AI 设计 AI 模型，比人类聪明 1 万倍的 ASI 未来 2 年到来", "description": "软银CEO孙正义在CNBC采访中透露，OpenAI正使用AI参与设计其后续模型，认为AI正逼近ASI（人工超级智能），并将到来时间从10年缩短至2年。他定义ASI为比人类聪明10000倍的AI。OpenAI曾在2月称GPT-5.3-Codex是其首个\"参与创造自身\"的模型。孙正义每日使用ChatGPT 2-3小时，预计未来数年内AI会在70%-80%科目上超过人类。", "descriptionEn": "软银CEO孙正义在CNBC采访中透露，OpenAI正使用AI参与设计其后续模型，认为AI正逼近ASI（人工超级智能），并将到来时间从10年缩短至2年。他定义ASI为比人类聪明10000倍的AI。OpenAI曾在2月称GPT-5.3-Codex是其首个\"参与创造自身\"的模型。孙正义每日使用ChatGPT 2-3小时，预计未来数年内AI会在70%-80%科目上超过人类。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-06T06:35:00.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-ed01bc44", "url": "https://www.ithome.com/0/960/844.htm", "canonicalUrl": "https://www.ithome.com/0/960/844.htm", "title": "黄仁勋谈未来计算：收敛为面向 AI 智能体的统一架构，覆盖云端到机器人", "titleEn": "黄仁勋谈未来计算：收敛为面向 AI 智能体的统一架构，覆盖云端到机器人", "description": "在2026台北国际电脑展上，黄仁勋指出未来计算将收敛为一套面向AI智能体的统一模式，从云端延伸至PC、汽车、机器人及各类边缘设备。该模式覆盖AI训练与推理，使所有边缘设备具备自主运行能力。自动驾驶、类人机器人和通信基站本质上是同类智能体系统。英伟达驾驶系统基于语言推理，未来可通过读取\"技能文件\"和教程视频操作陌生设备。数据中心方面，新推的88核Arm处理器Vera已全面量产，专为AI智能体生成词元设计，侧重单线程速度和内存带宽。", "descriptionEn": "在2026台北国际电脑展上，黄仁勋指出未来计算将收敛为一套面向AI智能体的统一模式，从云端延伸至PC、汽车、机器人及各类边缘设备。该模式覆盖AI训练与推理，使所有边缘设备具备自主运行能力。自动驾驶、类人机器人和通信基站本质上是同类智能体系统。英伟达驾驶系统基于语言推理，未来可通过读取\"技能文件\"和教程视频操作陌生设备。数据中心方面，新推的88核Arm处理器Vera已全面量产，专为AI智能体生成词元设计，侧重单线程速度和内存带宽。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-06T05:55:26.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.86, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-ecf3a4c3", "url": "https://www.ithome.com/0/960/843.htm", "canonicalUrl": "https://www.ithome.com/0/960/843.htm", "title": "微软向 Frontier 项目开放 Scout 桌面应用，主打常驻在线 AI 办公协作", "titleEn": "初探微软\"龙虾\"Scout 应用，主打常驻在线 AI 办公协作", "description": "微软近日向 Frontier 项目组织开放 Scout 桌面应用，该应用是微软首个 Autopilot 智能体，在 Microsoft 365 生态中持续待命，支持 Windows 10、Windows 11 和 macOS。界面内可选择 OpenAI 与 Anthropic 的多款模型，并可为智能体设定\"个性\"。自动化方面支持用户搭建多步骤工作流，具备类似 Zapier 的编排能力，还提供无头浏览器模式以在后台更快执行任务。此外，Scout 能结合本地文件、生成演示文稿、辅助编写代码。", "descriptionEn": "微软近日向 Frontier 项目组织开放 Scout 桌面应用，该应用是微软首个 Autopilot 智能体，在 Microsoft 365 生态中持续待命，支持 Windows 10、Windows 11 和 macOS。界面内可选择 OpenAI 与 Anthropic 的多款模型，并可为智能体设定\"个性\"。自动化方面支持用户搭建多步骤工作流，具备类似 Zapier 的编排能力，还提供无头浏览器模式以在后台更快执行任务。此外，Scout 能结合本地文件、生成演示文稿、辅助编写代码。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T05:38:36.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "automation" ], "relevanceScore": 0.9, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-6a303ec", "url": "https://x.com/berryxia/status/2063122120348143768", "canonicalUrl": "https://x.com/berryxia/status/2063122120348143768", "title": "Claude Code 与 Codex 联姻：规划与执行分离", "titleEn": "卧槽！ 思路直接被打开了！ 从此Claude 和 Codex。 联姻成功了…", "description": "@lxfater 分享了一种 Vibe Coding 方法：在 Codex 的侧边栏终端输入 Claude，即可同时使用 Claude Code 进行项目规划、Codex 执行具体编码任务。两者结合实现了\"鱼和熊掌兼得\"，让 Claude Code 的规划能力与 Codex 的执行效率互补，无需切换工具即可完成从设计到编码的完整流程。", "descriptionEn": "@lxfater 分享了一种 Vibe Coding 方法：在 Codex 的侧边栏终端输入 Claude，即可同时使用 Claude Code 进行项目规划、Codex 执行具体编码任务。两者结合实现了\"鱼和熊掌兼得\"，让 Claude Code 的规划能力与 Codex 的执行效率互补，无需切换工具即可完成从设计到编码的完整流程。", "image": null, "sourceName": "X：Berry Xia (@berryxia)", "sourceCategory": "tip", "publishedAt": "2026-06-06T04:53:39.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.94, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-d43d83e0", "url": "https://x.com/rohanpaul_ai/status/2063115608695489021", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063115608695489021", "title": "恢复是机器人的核心技能", "titleEn": "This is useful stubbornness. Recovery is a first-class robotics skill. The floor is the eval.", "description": "这是有用的固执。\n恢复是头等机器人技能。\n地板就是评估。", "descriptionEn": "这是有用的固执。\n恢复是头等机器人技能。\n地板就是评估。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "tip", "publishedAt": "2026-06-06T04:27:46.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.78, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-c6d854d4", "url": "https://simonwillison.net/2026/Jun/6/micropython-in-a-sandbox", "canonicalUrl": "https://simonwillison.net/2026/Jun/6/micropython-in-a-sandbox", "title": "Simon Willison 发布 micropython-wasm：基于 WebAssembly 的 Python 沙箱执行方案", "titleEn": "Running Python code in a sandbox with MicroPython and WASM", "description": "Simon Willison 发布 alpha 包 micropython-wasm，用于在 Python 应用中安全执行代码。该包将 MicroPython 编译为 WebAssembly，通过 wasmtime 库运行，实现内存和 CPU 限制、严格的文件与网络访问控制，并支持主机函数交互。它可作为 Datasette Agent 的沙箱插件 datasette-agent-micropython。", "descriptionEn": "Simon Willison 发布 alpha 包 micropython-wasm，用于在 Python 应用中安全执行代码。该包将 MicroPython 编译为 WebAssembly，通过 wasmtime 库运行，实现内存和 CPU 限制、严格的文件与网络访问控制，并支持主机函数交互。它可作为 Datasette Agent 的沙箱插件 datasette-agent-micropython。", "image": null, "sourceName": "Simon Willison 博客", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T03:53:34.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "tool-use", "skill-ecosystem", "agent-safety" ], "relevanceScore": 0.98, "seelesAngle": "Tool-use workflow signal: tool calling, computer/browser use, search-as-code, sandbox execution, or external API operation relevant to agent runtime UX." }, { "id": "news-cc9ba848", "url": "https://x.com/dotey/status/2063104010148557018", "canonicalUrl": "https://x.com/dotey/status/2063104010148557018", "title": "Codex 新增代码审查与评论功能", "titleEn": "Codex 里面可以 Review 代码的修改（比如选择Last turn就是上一次 AI 更改的），然后可以对部分内容进行评论，评论的内容会直接附加在左侧的会话内，提交就可以作为上下文发给 Agen…", "description": "Codex 现在支持审查代码修改，可选择\"Last turn\"查看上一次 AI 更改的内容，并对部分代码进行评论。评论会直接附加在左侧会话中，提交后作为上下文发送给 Agent，使其能针对评论进行处理。", "descriptionEn": "Codex 现在支持审查代码修改，可选择\"Last turn\"查看上一次 AI 更改的内容，并对部分代码进行评论。评论会直接附加在左侧会话中，提交后作为上下文发送给 Agent，使其能针对评论进行处理。", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T03:41:41.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-5f1e7493", "url": "https://x.com/gdb/status/2063102501847757197", "canonicalUrl": "https://x.com/gdb/status/2063102501847757197", "title": "Codex 让电脑使用更有趣", "titleEn": "so much more fun to use a computer via codex", "description": "通过 Codex 使用电脑有趣得多。", "descriptionEn": "通过 Codex 使用电脑有趣得多。", "image": null, "sourceName": "X：Greg Brockman (@gdb)", "sourceCategory": "tip", "publishedAt": "2026-06-06T03:35:41.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "tool-use", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Tool-use workflow signal: tool calling, computer/browser use, search-as-code, sandbox execution, or external API operation relevant to agent runtime UX." }, { "id": "news-8c7a27a9", "url": "https://x.com/AYi_AInotes/status/2063095906145054813", "canonicalUrl": "https://x.com/AYi_AInotes/status/2063095906145054813", "title": "AI时代财富规则变了：Anthropic股权案例与普通人的新路径", "titleEn": "说个可能要挨骂的判断：随着AI时代的到来，创造财富的游戏规则已经变了， 未来五年，稳定高薪会变成最大的陷阱，月薪 5 万但没有任何股权 /IP / 系统的人，抗风险能力可能还不如一个月薪 1 万但拥…", "description": "@rohitdotmittal 指出，2024年拿50万美元/年股权的Anthropic员工现账面值1.25亿美元，但多轮融资稀释（从$61.5B到$965B）后实际倍数仅15-25倍，且pre-IPO难出售、锁定期加税后到手远低于账面。核心判断：AI时代财富半衰期缩短，窗口短但杠杆大。普通人与其羡慕，不如用Cursor+Claude+Codex构建Agent产品、内容IP或垂直工具，从卖时间转为拥有系统。", "descriptionEn": "@rohitdotmittal 指出，2024年拿50万美元/年股权的Anthropic员工现账面值1.25亿美元，但多轮融资稀释（从$61.5B到$965B）后实际倍数仅15-25倍，且pre-IPO难出售、锁定期加税后到手远低于账面。核心判断：AI时代财富半衰期缩短，窗口短但杠杆大。普通人与其羡慕，不如用Cursor+Claude+Codex构建Agent产品、内容IP或垂直工具，从卖时间转为拥有系统。", "image": null, "sourceName": "X：阿易 AI Notes (@AYi_AInotes)", "sourceCategory": "tip", "publishedAt": "2026-06-06T03:09:29.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.94, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-e6041345", "url": "https://www.ithome.com/0/960/801.htm", "canonicalUrl": "https://www.ithome.com/0/960/801.htm", "title": "全球海洋现象智能预报大模型\"琅琊\"2.0发布", "titleEn": "算得更快更准，我国发布全球海洋现象智能预报大模型\"琅琊\"2.0", "description": "6月6日，中国科学院海洋研究所发布\"琅琊\"2.0，在1.0基础上从海洋状态变量预报拓展至台风、降水、风暴潮、海冰等六类复杂海洋现象，开发了6个垂直模型。台风模型融合大气海洋环境场、卫星云图和历史演变信息，提升24小时路径与强度预报；降水模型基于卫星数据学习时空演变预测未来变化；海冰模型面向北极航道，实现3公里分辨率、月尺度以上快速预测，支撑航道安全研判。", "descriptionEn": "6月6日，中国科学院海洋研究所发布\"琅琊\"2.0，在1.0基础上从海洋状态变量预报拓展至台风、降水、风暴潮、海冰等六类复杂海洋现象，开发了6个垂直模型。台风模型融合大气海洋环境场、卫星云图和历史演变信息，提升24小时路径与强度预报；降水模型基于卫星数据学习时空演变预测未来变化；海冰模型面向北极航道，实现3公里分辨率、月尺度以上快速预测，支撑航道安全研判。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "ai-models", "publishedAt": "2026-06-06T03:03:44.000Z", "discoveredAt": "2026-06-06T11:39:15.933Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-bf0b1281", "url": "https://www.ithome.com/0/960/786.htm", "canonicalUrl": "https://www.ithome.com/0/960/786.htm", "title": "初探苹果 iOS 27 的 AI 亮点：升级视觉智能体验、扩展修图技能", "titleEn": "初探苹果 iOS 27 的 AI 亮点：升级视觉智能体验、扩展修图技能", "description": "彭博社马克·古尔曼爆料，iOS 27 中 Apple Intelligence 多项升级。Visual Intelligence 新增读取营养成分标签、提取名片等信息。修图推出 Extend（AI 补全照片边界）、Reframe（调整空间照片角度）和 Enhance（优化画质色彩）。Safari 新增 Organize Tabs，按购物、旅行等主题自动分类标签页。Genmoji 根据用户照片库和常用短语主动生成个性化表情，该能力还将进入壁纸设置。健康项目 Mulberry 含血糖追踪和相机锻炼监测，预计不随 iOS 27 首发。", "descriptionEn": "彭博社马克·古尔曼爆料，iOS 27 中 Apple Intelligence 多项升级。Visual Intelligence 新增读取营养成分标签、提取名片等信息。修图推出 Extend（AI 补全照片边界）、Reframe（调整空间照片角度）和 Enhance（优化画质色彩）。Safari 新增 Organize Tabs，按购物、旅行等主题自动分类标签页。Genmoji 根据用户照片库和常用短语主动生成个性化表情，该能力还将进入壁纸设置。健康项目 Mulberry 含血糖追踪和相机锻炼监测，预计不随 iOS 27 首发。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T01:58:47.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.86, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-64fecfb", "url": "https://x.com/deedydas/status/2063075876452155728", "canonicalUrl": "https://x.com/deedydas/status/2063075876452155728", "title": "21家AI独角兽估值与收入一览", "titleEn": "Every single AI startup with $10B+ valuation and $100M+ revenue run rate： Crusoe - $10B Mercor - $1…", "description": "估值超100亿美元、年收入超1亿美元的每一家AI初创公司：\n\nCrusoe - $10B\nMercor - $10B\nElevenLabs - $11B\nBaseten - $11B*\nHarvey - $11B\nLovable - $12B*\nOpenEvidence - $12B\nMistral - $14B\nNscale - $14.6B\nFireworks - $15B*\nSierra - $15.8B\nMoonshot - $20B\nPerplexity - $22.6B\nCognition - $26B\nScale - $29B**\nDeepSeek - $52-59B*\nCursor - $60B*\nWaymo - $126B**\nxAI - $250B**\nOpenAI - $852B\nAnthropic - $965B\n\n共21家公司。\n\n*传闻/未公布\n**并非完全独立", "descriptionEn": "估值超100亿美元、年收入超1亿美元的每一家AI初创公司：\n\nCrusoe - $10B\nMercor - $10B\nElevenLabs - $11B\nBaseten - $11B*\nHarvey - $11B\nLovable - $12B*\nOpenEvidence - $12B\nMistral - $14B\nNscale - $14.6B\nFireworks - $15B*\nSierra - $15.8B\nMoonshot - $20B\nPerplexity - $22.6B\nCognition - $26B\nScale - $29B**\nDeepSeek - $52-59B*\nCursor - $60B*\nWaymo - $126B**\nxAI - $250B**\nOpenAI - $852B\nAnthropic - $965B\n\n共21家公司。\n\n*传闻/未公布\n**并非完全独立", "image": null, "sourceName": "X：Deedy Das (@deedydas)", "sourceCategory": "industry", "publishedAt": "2026-06-06T01:49:53.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-d8c515a2", "url": "https://x.com/emollick/status/2063073955968123062", "canonicalUrl": "https://x.com/emollick/status/2063073955968123062", "title": "Anthropic图表：Agent团队与工作流强大且耗token", "titleEn": "This chart from Anthropic is useful， since Agent Teams and Workflows are both very new and very powe…", "description": "Anthropic的这张图很有用，因为Agent团队和工作流都非常新且强大（而且消耗大量token）。\n\n另一方面，也许这并不重要，因为关于使用哪种方法的许多决策来自AI本身，并且它经常组合使用它们。", "descriptionEn": "Anthropic的这张图很有用，因为Agent团队和工作流都非常新且强大（而且消耗大量token）。\n\n另一方面，也许这并不重要，因为关于使用哪种方法的许多决策来自AI本身，并且它经常组合使用它们。", "image": null, "sourceName": "X：Ethan Mollick (@emollick)", "sourceCategory": "tip", "publishedAt": "2026-06-06T01:42:15.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "automation" ], "relevanceScore": 0.9, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-bed2b47d", "url": "https://www.ithome.com/0/960/782.htm", "canonicalUrl": "https://www.ithome.com/0/960/782.htm", "title": "苹果 iOS 27 版 Siri 前瞻：AI 感知屏幕、跨 App 操作，新增独立应用", "titleEn": "苹果 iOS 27 版 Siri 前瞻：AI 感知屏幕、跨 App 操作，新增独立应用", "description": "iOS 27 版 Siri 围绕用户画像、屏幕感知和应用整合三大方向升级：可访问邮件、信息等内容，理解当前屏幕并跨应用串联任务。Siri 升级为聊天机器人形态，具备搜索、概括、内容与图像生成能力，支持多轮对话和上下文记忆。苹果为其打造独立应用，驻留灵动岛并采用发光胶囊动画与透明卡片展示。隐私方面推行本地+私有云机制，部分请求转 Google Cloud 调用授权版 Gemini。iOS 27 允许 Siri 接入 ChatGPT、Claude、Gemini 等第三方 AI。新 Siri 预计 2026 年 6 月 8 日在 WWDC 预览。", "descriptionEn": "iOS 27 版 Siri 围绕用户画像、屏幕感知和应用整合三大方向升级：可访问邮件、信息等内容，理解当前屏幕并跨应用串联任务。Siri 升级为聊天机器人形态，具备搜索、概括、内容与图像生成能力，支持多轮对话和上下文记忆。苹果为其打造独立应用，驻留灵动岛并采用发光胶囊动画与透明卡片展示。隐私方面推行本地+私有云机制，部分请求转 Google Cloud 调用授权版 Gemini。iOS 27 允许 Siri 接入 ChatGPT、Claude、Gemini 等第三方 AI。新 Siri 预计 2026 年 6 月 8 日在 WWDC 预览。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T01:41:37.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-6044246a", "url": "https://github.com/anthropics/claude-code/releases/tag/v2.1.167", "canonicalUrl": "https://github.com/anthropics/claude-code/releases/tag/v2.1.167", "title": "Claude Code v2.1.167 发布", "titleEn": "v2.1.167", "description": "Claude Code v2.1.167 版本包含错误修复和可靠性改进。", "descriptionEn": "Claude Code v2.1.167 版本包含错误修复和可靠性改进。", "image": null, "sourceName": "Claude Code：GitHub Releases（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T01:33:35.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-bd645163", "url": "https://www.ithome.com/0/960/777.htm", "canonicalUrl": "https://www.ithome.com/0/960/777.htm", "title": "iOS 27 版 Siri 上线初期采用候补名单机制", "titleEn": "消息称苹果 iOS 27 版 Siri 上线初期采用候补名单机制", "description": "据 IT 之家引述 9to5Mac 报道，iOS 27 版 Siri 上线初期将引入候补名单机制，苹果按批次开放体验资格，内部将其定义为\"测试版\"与\"预览版\"。官方可能在 2026 年 WWDC 宣布新功能，但并非所有用户能第一时间参与。苹果将边上线边打磨，收集用户反馈改进 Siri 表现。此前 Apple Intelligence 在 iOS 18.1 早期版本也曾采用类似机制。新版 Siri 采用全新架构并首次接入谷歌 Gemini 模型，系统稳定性、响应质量、兼容性与隐私体验需更谨慎观察。", "descriptionEn": "据 IT 之家引述 9to5Mac 报道，iOS 27 版 Siri 上线初期将引入候补名单机制，苹果按批次开放体验资格，内部将其定义为\"测试版\"与\"预览版\"。官方可能在 2026 年 WWDC 宣布新功能，但并非所有用户能第一时间参与。苹果将边上线边打磨，收集用户反馈改进 Siri 表现。此前 Apple Intelligence 在 iOS 18.1 早期版本也曾采用类似机制。新版 Siri 采用全新架构并首次接入谷歌 Gemini 模型，系统稳定性、响应质量、兼容性与隐私体验需更谨慎观察。", "image": null, "sourceName": "IT之家（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T01:01:21.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-60442469", "url": "https://github.com/anthropics/claude-code/releases/tag/v2.1.166", "canonicalUrl": "https://github.com/anthropics/claude-code/releases/tag/v2.1.166", "title": "Claude Code v2.1.166 发布", "titleEn": "v2.1.166", "description": "Claude Code v2.1.166 新增 fallbackModel 设置，最多配置三个后备模型在主模型过载或不可用时按序尝试；--fallback-model 现也适用于交互会话。deny rule 中工具名位置支持 glob 模式（\"*\"拒绝所有工具），未知工具名启动时警告。跨会话消息中继不再携带用户权限，接收方拒绝被中继的权限请求。MAX_THINKING_TOKENS=0、--thinking disabled 及逐模型 thinking 开关可禁用默认开启思考的模型（仅 Claude API，第三方不变）。API 返回非预期不可重试错误时，在后备模型上重试一次。修复了图像处理失败、远程会话卡死、JetBrains IDE 终端闪烁、Kitty 键盘协议下 Shift+非 ASCII 字符丢失、PowerShell 命令验证挂起、macOS 后台进程孤儿化等问题。", "descriptionEn": "Claude Code v2.1.166 新增 fallbackModel 设置，最多配置三个后备模型在主模型过载或不可用时按序尝试；--fallback-model 现也适用于交互会话。deny rule 中工具名位置支持 glob 模式（\"*\"拒绝所有工具），未知工具名启动时警告。跨会话消息中继不再携带用户权限，接收方拒绝被中继的权限请求。MAX_THINKING_TOKENS=0、--thinking disabled 及逐模型 thinking 开关可禁用默认开启思考的模型（仅 Claude API，第三方不变）。API 返回非预期不可重试错误时，在后备模型上重试一次。修复了图像处理失败、远程会话卡死、JetBrains IDE 终端闪烁、Kitty 键盘协议下 Shift+非 ASCII 字符丢失、PowerShell 命令验证挂起、macOS 后台进程孤儿化等问题。", "image": null, "sourceName": "Claude Code：GitHub Releases（RSS）", "sourceCategory": "ai-products", "publishedAt": "2026-06-06T00:55:18.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent", "agent-safety" ], "relevanceScore": 0.9, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-1d5277f3", "url": "https://x.com/leerob/status/2063055479106879562", "canonicalUrl": "https://x.com/leerob/status/2063055479106879562", "title": "Lee Robinson 分享 Cursor 编码智能体的惊人效率实例", "titleEn": "Cursor （and coding agents generally） still blows my mind daily. Just today： 1. I shipped a new land…", "description": "Lee Robinson 展示 Cursor 编码智能体今天的五个任务：1）10 分钟语音笔记生成 90% 完成的着陆页并合并；2）Cursor 用 computer use 分析 Search Console 和 Semrush 后合并 3 个 SEO 优化 PR；3）通过 Supabase MCP 提取数千封邮件，结合网络搜索筛选参会者并生成 CSV；4）几小时内更新内部全员调查应用；5）多个智能体研究家具并生成含图片、价格、链接的定制购物车 HTML 页面。这些任务在云后台静默运行，可实时查看进度和合并 PR。作者表示仍使用 $200/月 计划。", "descriptionEn": "Lee Robinson 展示 Cursor 编码智能体今天的五个任务：1）10 分钟语音笔记生成 90% 完成的着陆页并合并；2）Cursor 用 computer use 分析 Search Console 和 Semrush 后合并 3 个 SEO 优化 PR；3）通过 Supabase MCP 提取数千封邮件，结合网络搜索筛选参会者并生成 CSV；4）几小时内更新内部全员调查应用；5）多个智能体研究家具并生成含图片、价格、链接的定制购物车 HTML 页面。这些任务在云后台静默运行，可实时查看进度和合并 PR。作者表示仍使用 $200/月 计划。", "image": null, "sourceName": "X：Lee Robinson (@leerob)", "sourceCategory": "tip", "publishedAt": "2026-06-06T00:28:50.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent", "agent-architecture", "skill-ecosystem", "tool-use" ], "relevanceScore": 0.98, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-ced30c65", "url": "https://x.com/OpenAIDevs/status/2063043968028569609", "canonicalUrl": "https://x.com/OpenAIDevs/status/2063043968028569609", "title": "Codex分享卡新增主题与自定义宠物", "titleEn": "Your Codex profile share card now matches your theme and includes any custom pet you've selected.", "description": "你的 Codex 个人资料分享卡现在会匹配你的主题，并包含你选择的任何自定义宠物。", "descriptionEn": "你的 Codex 个人资料分享卡现在会匹配你的主题，并包含你选择的任何自定义宠物。", "image": null, "sourceName": "X：OpenAI Developers (@OpenAIDevs)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T23:43:06.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-73b0b1cc", "url": "https://x.com/hongming731/status/2063040540170678444", "canonicalUrl": "https://x.com/hongming731/status/2063040540170678444", "title": "Paxel 发布：分析 AI 编码会话的免费工具", "titleEn": "这个有意思", "description": "今天 Y Combinator 发布了 Paxel：一款免费工具，可分析你的 Claude、Codex 和 Cursor 编码会话，并为你生成一份如何用 AI 构建的画像。\n\n它在 Docker 中本地运行，你的代码永远不会离开你的机器。\n\n试用地址：http：//paxel.ycombinator.com\n\n洪明评论说：\"这个有意思。\"", "descriptionEn": "今天 Y Combinator 发布了 Paxel：一款免费工具，可分析你的 Claude、Codex 和 Cursor 编码会话，并为你生成一份如何用 AI 构建的画像。\n\n它在 Docker 中本地运行，你的代码永远不会离开你的机器。\n\n试用地址：http：//paxel.ycombinator.com\n\n洪明评论说：\"这个有意思。\"", "image": null, "sourceName": "X：洪明 (@hongming731)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T23:29:28.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.94, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-9f8e46d1", "url": "https://x.com/hongming731/status/2063037948124377583", "canonicalUrl": "https://x.com/hongming731/status/2063037948124377583", "title": "姚顺雨首次公开亮相：AI下半场战略与Hy3 preview模型", "titleEn": "http：//x.com/i/article/2063037236174802944", "description": "姚顺雨在腾讯云AI大会上首次公开亮相，指出AI已进入下半场，核心从\"怎么训练\"转向\"找好问题\"，认为context是Agent时代关键壁垒，腾讯在场景、数据、工具链上有结构性优势。他披露Hy3 preview模型：295B总参数、21B激活参数，首token延迟降低54%，可驱动最长495步Agent工作流。他还提出Co-Design理念，强调模型与产品深度协同，该模型以实用性为导向，不在榜单过度竞争。", "descriptionEn": "姚顺雨在腾讯云AI大会上首次公开亮相，指出AI已进入下半场，核心从\"怎么训练\"转向\"找好问题\"，认为context是Agent时代关键壁垒，腾讯在场景、数据、工具链上有结构性优势。他披露Hy3 preview模型：295B总参数、21B激活参数，首token延迟降低54%，可驱动最长495步Agent工作流。他还提出Co-Design理念，强调模型与产品深度协同，该模型以实用性为导向，不在榜单过度竞争。", "image": null, "sourceName": "X：洪明 (@hongming731)", "sourceCategory": "tip", "publishedAt": "2026-06-05T23:19:10.000Z", "discoveredAt": "2026-06-06T11:39:15.934Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.86, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-b97ab2d0", "url": "https://www.saturnci.com/my-agent-skill-for-test-driven-development.html", "canonicalUrl": "https://www.saturnci.com/my-agent-skill-for-test-driven-development.html", "title": "我用于测试驱动开发的代理技能", "titleEn": "我用于测试驱动开发的代理技能", "description": "作者分享了一个用于测试驱动开发（TDD）的Agent技能，该技能在Hacker News上获得100个HN点数，于6月4日发布。", "descriptionEn": "作者分享了一个用于测试驱动开发（TDD）的Agent技能，该技能在Hacker News上获得100个HN点数，于6月4日发布。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "tip", "publishedAt": "2026-06-05T23:07:24.716Z", "discoveredAt": "2026-06-05T23:27:45.292Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem" ], "relevanceScore": 0.78, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-dc5455b8", "url": "https://x.com/NVIDIAAI/status/2063034422698389625", "canonicalUrl": "https://x.com/NVIDIAAI/status/2063034422698389625", "title": "PixelDiT入选CVPR2026最佳论文决赛", "titleEn": "Selected as a best paper finalist at #CVPR2026： PixelDiT from NVIDIA Research In most image generat…", "description": "被选为 #CVPR2026 最佳论文决赛作品：来自 NVIDIA Research 的 PixelDiT\n\n在大多数图像生成模型中，预训练的自编码器会在任何扩散发生前压缩图像，导致质量损失在整个流程中累积。\n\nPixelDiT，即像素扩散变换器，完全去掉了这一步骤。它是一个单阶段模型，直接在像素空间中端到端地学习扩散过程。", "descriptionEn": "被选为 #CVPR2026 最佳论文决赛作品：来自 NVIDIA Research 的 PixelDiT\n\n在大多数图像生成模型中，预训练的自编码器会在任何扩散发生前压缩图像，导致质量损失在整个流程中累积。\n\nPixelDiT，即像素扩散变换器，完全去掉了这一步骤。它是一个单阶段模型，直接在像素空间中端到端地学习扩散过程。", "image": null, "sourceName": "X：NVIDIA AI (@NVIDIAAI)", "sourceCategory": "paper", "publishedAt": "2026-06-05T23:05:10.000Z", "discoveredAt": "2026-06-05T23:27:44.802Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-insights" ], "relevanceScore": 0.5, "seelesAngle": "Recommended insight: adjacent AI ecosystem signal that may still be useful context for Seeles agent and skill strategy." }, { "id": "news-70d36bc4", "url": "https://huggingface.co/blog/build-small-hackathon/thousand-token-wood-sim", "canonicalUrl": "https://huggingface.co/blog/build-small-hackathon/thousand-token-wood-sim", "title": "用Qwen2.5-3B构建多智能体经济体：工程报告", "titleEn": "Thousand Token Wood： shipping a multi-agent economy on a 3B model", "description": "开发者用Qwen2.5-3B构建了五人森林生物多智能体经济体，每个智能体独立运行，通过vLLM部署在Modal，以Gradio为交互窗口。3B模型在100%调用中输出有效JSON，但经济判断能力弱。通过设计稀缺性（食物品种限制、易腐坏、冬季燃料危机）和优化提示词（禁止买入自产物品、给出示例）提升决策质量。15轮模拟中，蜜价从10跌至3、柴价从4涨至7、财富基尼系数从0.14扩至0.38。项目展示了小模型可靠格式化与不可靠推理之间的工程填补。", "descriptionEn": "开发者用Qwen2.5-3B构建了五人森林生物多智能体经济体，每个智能体独立运行，通过vLLM部署在Modal，以Gradio为交互窗口。3B模型在100%调用中输出有效JSON，但经济判断能力弱。通过设计稀缺性（食物品种限制、易腐坏、冬季燃料危机）和优化提示词（禁止买入自产物品、给出示例）提升决策质量。15轮模拟中，蜜价从10跌至3、柴价从4涨至7、财富基尼系数从0.14扩至0.38。项目展示了小模型可靠格式化与不可靠推理之间的工程填补。", "image": null, "sourceName": "Hugging Face：Blog（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-05T22:18:46.000Z", "discoveredAt": "2026-06-05T23:27:44.802Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.98, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-a968a051", "url": "https://x.com/rohanpaul_ai/status/2063018358795300982", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063018358795300982", "title": "Arena 发布真实世界 AI 智能体排行榜 Agent Arena", "titleEn": "Arena just released a real-world agent leaderboard that ranks AI models by how well they complete ac…", "description": "Arena 推出基于真实用户任务的智能体排行榜，评估模型在代码编写、应用构建、文档分析等工作中的表现，而非孤立基准。排行榜基于30万+任务、200万+工具调用和4000万行代码，综合任务成功、纠正遵从性、错误恢复、用户表扬与抱怨、工具幻觉等信号。前三名：GPT-5.5 High（+10.7%）、Claude Opus 4.7 Thinking（+9.5%）、GPT-5.4 High（+8.9%）。", "descriptionEn": "Arena 推出基于真实用户任务的智能体排行榜，评估模型在代码编写、应用构建、文档分析等工作中的表现，而非孤立基准。排行榜基于30万+任务、200万+工具调用和4000万行代码，综合任务成功、纠正遵从性、错误恢复、用户表扬与抱怨、工具幻觉等信号。前三名：GPT-5.5 High（+10.7%）、Claude Opus 4.7 Thinking（+9.5%）、GPT-5.4 High（+8.9%）。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "paper", "publishedAt": "2026-06-05T22:01:20.000Z", "discoveredAt": "2026-06-05T23:27:44.802Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "agent-architecture", "tool-use" ], "relevanceScore": 0.82, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-f45a543b", "url": "https://x.com/kimmonismus/status/2063015002672369778", "canonicalUrl": "https://x.com/kimmonismus/status/2063015002672369778", "title": "MIT团队提出自我修正发现系统，推动AI从搜索走向真正科学发现", "titleEn": "AI scientists may be moving from search to real discovery. A new MIT paper proposes a framework for…", "description": "MIT Buehler团队提出Self-Revising Discovery Systems框架，让AI能自主扩展科学词汇（变量、工具、验证器、模型结构），而非仅搜索固定空间。论文使用typed copresheaf和Kan obstruction数学框架形式化智能体工作流，证明真正发现是可验证的schema扩展：旧证据通过Left Kan extension迁移，新异性由pointwise残差客观量化，区分发现与搜索。三种模态：检索（添加已知对象）、搜索（固定schema）、发现（验证的范式转换）。案例包括Builder/Breaker发现蛋白质模式条件合规性，CategoryScienceClaw发现各向异性纤维网络刚度规则。论文arXiv：2606.01444（2026）。", "descriptionEn": "MIT Buehler团队提出Self-Revising Discovery Systems框架，让AI能自主扩展科学词汇（变量、工具、验证器、模型结构），而非仅搜索固定空间。论文使用typed copresheaf和Kan obstruction数学框架形式化智能体工作流，证明真正发现是可验证的schema扩展：旧证据通过Left Kan extension迁移，新异性由pointwise残差客观量化，区分发现与搜索。三种模态：检索（添加已知对象）、搜索（固定schema）、发现（验证的范式转换）。案例包括Builder/Breaker发现蛋白质模式条件合规性，CategoryScienceClaw发现各向异性纤维网络刚度规则。论文arXiv：2606.01444（2026）。", "image": null, "sourceName": "X：Kim (@kimmonismus)", "sourceCategory": "paper", "publishedAt": "2026-06-05T21:48:00.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "skill-ecosystem" ], "relevanceScore": 0.9, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-71db0692", "url": "https://www.bloomberg.com/news/articles/2026-06-05/apollo-wraps-up-35-billion-debt-to-buy-ai-chips-for-anthropic", "canonicalUrl": "https://www.bloomberg.com/news/articles/2026-06-05/apollo-wraps-up-35-billion-debt-to-buy-ai-chips-for-anthropic", "title": "Apollo 敲定 350 亿美元债务融资，为 Anthropic 采购 AI 芯片", "titleEn": "Apollo Wraps Up $35 Billion Debt to Buy AI Chips for Anthropic", "description": "Apollo Global Management 和 Blackstone 已为 Anthropic 敲定 350 亿美元融资方案，用于扩充其 AI 基础设施。这是人工智能竞赛中最新的一笔巨额交易。", "descriptionEn": "Apollo Global Management 和 Blackstone 已为 Anthropic 敲定 350 亿美元融资方案，用于扩充其 AI 基础设施。这是人工智能竞赛中最新的一笔巨额交易。", "image": null, "sourceName": "Bloomberg：Technology（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-05T21:02:29.000Z", "discoveredAt": "2026-06-05T23:27:44.802Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-69c62766", "url": "https://x.com/rohanpaul_ai/status/2063000834045313314", "canonicalUrl": "https://x.com/rohanpaul_ai/status/2063000834045313314", "title": "SpaceX与Google达成云计算新协议", "titleEn": "SpaceX just disclosed a new Cloud Service Agreement with Google. Google to pay SpaceX $920 million …", "description": "SpaceX 刚刚披露了一份与 Google 的新云服务协议。\n\nGoogle 将每月向 SpaceX 支付 9.2 亿美元（约合每年 110 亿美元），用于 xAI 数据中心的计算能力。\n\n这再次表明，AI 算力正成为一种战略性商品，就像发射能力或能源一样，而那些能够为庞大的 GPU 集群提供资金、电力、冷却和运营的公司，可能会在其原有业务之外获得巨大的杠杆优势。", "descriptionEn": "SpaceX 刚刚披露了一份与 Google 的新云服务协议。\n\nGoogle 将每月向 SpaceX 支付 9.2 亿美元（约合每年 110 亿美元），用于 xAI 数据中心的计算能力。\n\n这再次表明，AI 算力正成为一种战略性商品，就像发射能力或能源一样，而那些能够为庞大的 GPU 集群提供资金、电力、冷却和运营的公司，可能会在其原有业务之外获得巨大的杠杆优势。", "image": null, "sourceName": "X：Rohan Paul (@rohanpaul_ai)", "sourceCategory": "industry", "publishedAt": "2026-06-05T20:51:42.000Z", "discoveredAt": "2026-06-05T23:27:44.802Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-79a3b6d4", "url": "https://news.ycombinator.com/item?id=48413629", "canonicalUrl": "https://news.ycombinator.com/item?id=48413629", "title": "Ask HN：您的AI开发技术栈/工作流程是怎样的？", "titleEn": "Ask HN： 您的（AI）开发技术栈/工作流程是怎样的？", "description": "Hacker News 上一个讨论帖询问开发者们使用的AI开发技术栈与工作流程，目前获得101个点赞。", "descriptionEn": "Hacker News 上一个讨论帖询问开发者们使用的AI开发技术栈与工作流程，目前获得101个点赞。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "tip", "publishedAt": "2026-06-05T20:43:35.690Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-36722dad", "url": "https://x.com/kimmonismus/status/2062997809067139468", "canonicalUrl": "https://x.com/kimmonismus/status/2062997809067139468", "title": "Claude API 故障疑致跨租户数据泄露", "titleEn": "Reports claim Claude's API may have returned another user's inference output during today's outage. …", "description": "有报告称，Claude 的 API 在今天的中断期间可能返回了其他用户的推理输出。\nAnthropic 的状态页面确认，Claude API、Claude Code、Claude.ai 及 Claude Cowork 均出现高度错误，但 Anthropic 尚未确认出现客户数据泄露。\n这将是一次跨租户隔离故障，属于最坏情况。", "descriptionEn": "有报告称，Claude 的 API 在今天的中断期间可能返回了其他用户的推理输出。\nAnthropic 的状态页面确认，Claude API、Claude Code、Claude.ai 及 Claude Cowork 均出现高度错误，但 Anthropic 尚未确认出现客户数据泄露。\n这将是一次跨租户隔离故障，属于最坏情况。", "image": null, "sourceName": "X：Kim (@kimmonismus)", "sourceCategory": "industry", "publishedAt": "2026-06-05T20:39:40.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-6ba12b4a", "url": "https://x.com/thsottiaux/status/2062997768470474765", "canonicalUrl": "https://x.com/thsottiaux/status/2062997768470474765", "title": "Codex 设置新增搜索功能", "titleEn": "Codex papercuts 📉 Codex adoption 📈", "description": "今天 Codex 的生活质量更新从设置开始。你现在可以搜索 Codex 设置，结果按类别分组，无需浏览每个部分即可找到要更改的内容--这使设置和自定义更加便捷。Codex 小修补 📉，Codex 采用率 📈。", "descriptionEn": "今天 Codex 的生活质量更新从设置开始。你现在可以搜索 Codex 设置，结果按类别分组，无需浏览每个部分即可找到要更改的内容--这使设置和自定义更加便捷。Codex 小修补 📉，Codex 采用率 📈。", "image": null, "sourceName": "X：Tibo (@thsottiaux)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T20:39:31.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-9446ae18", "url": "https://x.com/OpenAIDevs/status/2062995624665194959", "canonicalUrl": "https://x.com/OpenAIDevs/status/2062995624665194959", "title": "Codex开发如飞翔，探秘Time to Fly", "titleEn": "Developers told us building with Codex feels like flying. Go behind the build of Time to Fly 📷", "description": "开发者告诉我们，用Codex构建就像在飞翔。\n一探Time to Fly的构建过程📷", "descriptionEn": "开发者告诉我们，用Codex构建就像在飞翔。\n一探Time to Fly的构建过程📷", "image": null, "sourceName": "X：OpenAI Developers (@OpenAIDevs)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T20:31:00.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-f1fa2ebb", "url": "https://x.com/dotey/status/2062988578393628724", "canonicalUrl": "https://x.com/dotey/status/2062988578393628724", "title": "Codex设置搜索繁琐，期望Chat直接修改", "titleEn": "现在 Codex 的设置已经多到要靠搜索来解决了。 但是作为一个成熟的 Agent，难道交互不应该是在 Chat 里面说一句：\"Hey Codex，帮我修改一下 XX 设置\"？", "description": "现在 Codex 的设置已经多到要靠搜索来解决了。\n\n但是作为一个成熟的 Agent，难道交互不应该是在 Chat 里面说一句：\"Hey Codex，帮我修改一下 XX 设置\"？", "descriptionEn": "现在 Codex 的设置已经多到要靠搜索来解决了。\n\n但是作为一个成熟的 Agent，难道交互不应该是在 Chat 里面说一句：\"Hey Codex，帮我修改一下 XX 设置\"？", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "tip", "publishedAt": "2026-06-05T20:03:00.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-7d517666", "url": "https://x.com/OpenAIDevs/status/2062987643286438337", "canonicalUrl": "https://x.com/OpenAIDevs/status/2062987643286438337", "title": "Codex 设置搜索分组功能上线", "titleEn": "Today's Codex quality-of-life updates start in settings. You can now search Codex settings， with re…", "description": "今日的 Codex 生活质量更新从设置开始。\n\n现在你可以搜索 Codex 设置，结果按类别分组，这样无需逐节浏览就能找到想要更改的项--这使设置和自定义更加便捷。", "descriptionEn": "今日的 Codex 生活质量更新从设置开始。\n\n现在你可以搜索 Codex 设置，结果按类别分组，这样无需逐节浏览就能找到想要更改的项--这使设置和自定义更加便捷。", "image": null, "sourceName": "X：OpenAI Developers (@OpenAIDevs)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T19:59:17.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-5804431e", "url": "https://x.com/kimmonismus/status/2062984811766333589", "canonicalUrl": "https://x.com/kimmonismus/status/2062984811766333589", "title": "剑桥大学完成全球首个AI设计疫苗成分人体试验", "titleEn": "We are in for a wild ride， and this is just the beginning： 'World-first' vaccine designed by artific…", "description": "剑桥大学研究人员开展了据称全球首个AI设计疫苗成分的人体试验。该疫苗使用AI设计的\"超级抗原\"，旨在训练免疫系统对抗包括现有新冠变种及可能引发未来大流行的动物冠状病毒在内的广泛冠状病毒家族。首次人体试验仅39人，主要验证安全性。免疫反应虽属中等，但被视为有前景，证明AI设计的疫苗抗原可以在人体中测试。下一步计划进行约200人的更大规模研究。", "descriptionEn": "剑桥大学研究人员开展了据称全球首个AI设计疫苗成分的人体试验。该疫苗使用AI设计的\"超级抗原\"，旨在训练免疫系统对抗包括现有新冠变种及可能引发未来大流行的动物冠状病毒在内的广泛冠状病毒家族。首次人体试验仅39人，主要验证安全性。免疫反应虽属中等，但被视为有前景，证明AI设计的疫苗抗原可以在人体中测试。下一步计划进行约200人的更大规模研究。", "image": null, "sourceName": "X：Kim (@kimmonismus)", "sourceCategory": "paper", "publishedAt": "2026-06-05T19:48:02.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.78, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-5fa893a", "url": "https://x.com/MSFTResearch/status/2062983588606320714", "canonicalUrl": "https://x.com/MSFTResearch/status/2062983588606320714", "title": "微软Project Mosaic：micro-LED光学互连技术", "titleEn": "During the Inside Azure Innovations breakout at Build 2026， Microsoft Azure CTO， deputy CISO and tec…", "description": "微软Azure CTO Mark Russinovich在Build 2026上介绍Project Mosaic，这是微软剑桥研究院的实验性光学互连技术，采用micro-LED实现低功耗、高速数据传输。高级研究员Kaoutar Benyahya现场演示单个LED调制形成字母，证明概念具备实时响应能力。", "descriptionEn": "微软Azure CTO Mark Russinovich在Build 2026上介绍Project Mosaic，这是微软剑桥研究院的实验性光学互连技术，采用micro-LED实现低功耗、高速数据传输。高级研究员Kaoutar Benyahya现场演示单个LED调制形成字母，证明概念具备实时响应能力。", "image": null, "sourceName": "X：Microsoft Research (@MSFTResearch)", "sourceCategory": "paper", "publishedAt": "2026-06-05T19:43:10.000Z", "discoveredAt": "2026-06-05T23:27:44.803Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-insights" ], "relevanceScore": 0.5, "seelesAngle": "Recommended insight: adjacent AI ecosystem signal that may still be useful context for Seeles agent and skill strategy." }, { "id": "news-76366c6a", "url": "https://theintercept.com/2026/06/02/la-tilde-propaganda-latin-america-pentagon", "canonicalUrl": "https://theintercept.com/2026/06/02/la-tilde-propaganda-latin-america-pentagon", "title": "五角大楼正运营着一个针对拉丁美洲的人工智能宣传机器", "titleEn": "五角大楼正运营着一个针对拉丁美洲的人工智能宣传机器", "description": "据 The Intercept 6月5日报道，美国五角大楼正在运营一个针对拉丁美洲的人工智能宣传机器（AI propaganda mill）。报道指出，该机器利用 AI 技术生成并传播宣传内容，目标为拉丁美洲地区。该消息在 Hacker News 上获得 100 点热度。", "descriptionEn": "据 The Intercept 6月5日报道，美国五角大楼正在运营一个针对拉丁美洲的人工智能宣传机器（AI propaganda mill）。报道指出，该机器利用 AI 技术生成并传播宣传内容，目标为拉丁美洲地区。该消息在 Hacker News 上获得 100 点热度。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "industry", "publishedAt": "2026-06-05T19:23:20.788Z", "discoveredAt": "2026-06-05T23:27:44.803Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-industry" ], "relevanceScore": 0.5, "seelesAngle": "Recommended industry signal: company, market, policy, or platform movement around the AI ecosystem." }, { "id": "news-8df1dc98", "url": "https://www.bloomberg.com/news/videos/2026-06-05/rubrik-ceo-s-big-ai-warning-video", "canonicalUrl": "https://www.bloomberg.com/news/videos/2026-06-05/rubrik-ceo-s-big-ai-warning-video", "title": "Rubrik CEO 发出重大 AI 警告：AI 智能体带来\"100 倍风险\"", "titleEn": "Rubrik CEO's Big AI Warning", "description": "Rubrik CEO Bipul Sinha 指出，AI 正彻底改变网络安全格局，并警告 AI 智能体带来\"100倍风险\"。他呼吁企业将安全策略从预防攻击转向快速恢复，以应对新型威胁。", "descriptionEn": "Rubrik CEO Bipul Sinha 指出，AI 正彻底改变网络安全格局，并警告 AI 智能体带来\"100倍风险\"。他呼吁企业将安全策略从预防攻击转向快速恢复，以应对新型威胁。", "image": null, "sourceName": "Bloomberg：Technology（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-05T19:11:18.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.86, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-38e4895f", "url": "https://alexispurslane.github.io/rsync-analysis", "canonicalUrl": "https://alexispurslane.github.io/rsync-analysis", "title": "Claude 是否增加了 rsync 中的错误？", "titleEn": "克劳德是否增加了 rsync 中的错误？", "description": "一篇 Hacker News 热门帖子（105 分）提出了 Claude 是否导致 rsync 工具中 bug 增加的问题，并附有分析链接。", "descriptionEn": "一篇 Hacker News 热门帖子（105 分）提出了 Claude 是否导致 rsync 工具中 bug 增加的问题，并附有分析链接。", "image": null, "sourceName": "Hacker News 热门（buzzing.cc 中文翻译）", "sourceCategory": "tip", "publishedAt": "2026-06-05T19:07:35.749Z", "discoveredAt": "2026-06-05T23:27:44.803Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-insights" ], "relevanceScore": 0.5, "seelesAngle": "Recommended insight: adjacent AI ecosystem signal that may still be useful context for Seeles agent and skill strategy." }, { "id": "news-24dafe71", "url": "https://x.com/ChatGPTapp/status/2062973447635095682", "canonicalUrl": "https://x.com/ChatGPTapp/status/2062973447635095682", "title": "日本农户Hiroki Tomiyasu用ChatGPT和Codex自行搭建工具运营100公顷农场", "titleEn": "Meet Hiroki-san （@tomiyasu16） who is running his farm in Japan with ChatGPT and Codex： https：//chatg…", "description": "日本北海道农户Hiroki Tomiyasu（@tomiyasu16）从未学过农业、未继承土地，曾是公务员。他用ChatGPT和Codex自行构建工具运营100公顷农场：通过聊天APP远程控制温室通风口（ESP32板+电机驱动+Cloudflare Workers）；自动检测温度并开窗的机器人；卫星作物健康数据叠加农田地图；Airtable关联地块、任务、物料、传感器；从照片生成电控柜布线图。这些以前只有大型农企才能负担。", "descriptionEn": "日本北海道农户Hiroki Tomiyasu（@tomiyasu16）从未学过农业、未继承土地，曾是公务员。他用ChatGPT和Codex自行构建工具运营100公顷农场：通过聊天APP远程控制温室通风口（ESP32板+电机驱动+Cloudflare Workers）；自动检测温度并开窗的机器人；卫星作物健康数据叠加农田地图；Airtable关联地块、任务、物料、传感器；从照片生成电控柜布线图。这些以前只有大型农企才能负担。", "image": null, "sourceName": "X：ChatGPT (@ChatGPTapp)", "sourceCategory": "tip", "publishedAt": "2026-06-05T19:02:52.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-6b051724", "url": "https://x.com/omarsar0/status/2062968326322594223", "canonicalUrl": "https://x.com/omarsar0/status/2062968326322594223", "title": "AI Wrapped： 用npx standout查看AI使用排名", "titleEn": "Neat little tool！ Ran my AI Wrapped， expecting to be humbled. Top 1%. Nice！ I use coding agent all…", "description": "不错的小工具！\n\n跑了一下我的 AI Wrapped，本以为会被打击。前 1%。不错！\n\n我整天都用编程智能体做所有事。\n\n试试 `npx standout`", "descriptionEn": "不错的小工具！\n\n跑了一下我的 AI Wrapped，本以为会被打击。前 1%。不错！\n\n我整天都用编程智能体做所有事。\n\n试试 `npx standout`", "image": null, "sourceName": "X：Elvis Saravia (@omarsar0, DAIR.AI)", "sourceCategory": "tip", "publishedAt": "2026-06-05T18:42:31.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent", "agent-architecture" ], "relevanceScore": 0.98, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-a341dc08", "url": "https://the-decoder.com/floridas-lawsuit-against-openai-and-ceo-altman-treats-chatgpt-as-a-defective-product-and-public-nuisance", "canonicalUrl": "https://the-decoder.com/floridas-lawsuit-against-openai-and-ceo-altman-treats-chatgpt-as-a-defective-product-and-public-nuisance", "title": "佛罗里达州起诉OpenAI及CEO Altman，将ChatGPT认定为缺陷产品与公害", "titleEn": "Florida's lawsuit against OpenAI and CEO Altman treats ChatGPT as a defective product and public nuisance", "description": "佛罗里达州成为美国首个起诉OpenAI及其CEO Sam Altman的州，指控ChatGPT对未成年人构成风险、缺乏年龄验证机制且安全投入不足。这份83页的诉状将ChatGPT视为应承担产品责任的有缺陷产品与公害，可能面临数十亿美元罚款。该诉讼的司法思路可能为整个聊天机器人行业树立先例。", "descriptionEn": "佛罗里达州成为美国首个起诉OpenAI及其CEO Sam Altman的州，指控ChatGPT对未成年人构成风险、缺乏年龄验证机制且安全投入不足。这份83页的诉状将ChatGPT视为应承担产品责任的有缺陷产品与公害，可能面临数十亿美元罚款。该诉讼的司法思路可能为整个聊天机器人行业树立先例。", "image": null, "sourceName": "The Decoder：AI News（RSS）", "sourceCategory": "industry", "publishedAt": "2026-06-05T18:19:31.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-safety" ], "relevanceScore": 0.86, "seelesAngle": "Agent safety signal: governance, guardrails, privacy, permissions, or auditability patterns needed for production agent systems." }, { "id": "news-23f87fe7", "url": "https://x.com/thsottiaux/status/2062961096760447392", "canonicalUrl": "https://x.com/thsottiaux/status/2062961096760447392", "title": "使用 uv 添加 openai-codex 命令", "titleEn": "I meant `uv add openai-codex`. Obviously.", "description": "我意思是 `uv add openai-codex`。显然是这样。", "descriptionEn": "我意思是 `uv add openai-codex`。显然是这样。", "image": null, "sourceName": "X：Tibo (@thsottiaux)", "sourceCategory": "tip", "publishedAt": "2026-06-05T18:13:48.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-83624c9a", "url": "https://x.com/ericzakariasson/status/2062961077118468251", "canonicalUrl": "https://x.com/ericzakariasson/status/2062961077118468251", "title": "Cursor Design Mode 快捷键速查", "titleEn": "design mode must know shortcuts： Toggle： ⌘⇧D Tab → next sibling Shift+Tab → prev sibling Enter → f…", "description": "设计模式必知快捷键：\n\n切换：⌘⇧D\n\nTab → 下一个同级元素\nShift+Tab → 上一个同级元素\nEnter → 第一个子元素\nShift+Enter → 父元素\n\n添加到聊天：⌘L\n\n拖拽 → 框选/涂鸦\nShift+点击 → 多选\nAlt+点击 → 添加到聊天", "descriptionEn": "设计模式必知快捷键：\n\n切换：⌘⇧D\n\nTab → 下一个同级元素\nShift+Tab → 上一个同级元素\nEnter → 第一个子元素\nShift+Enter → 父元素\n\n添加到聊天：⌘L\n\n拖拽 → 框选/涂鸦\nShift+点击 → 多选\nAlt+点击 → 添加到聊天", "image": null, "sourceName": "X：Eric Zakariasson (@ericzakariasson)", "sourceCategory": "tip", "publishedAt": "2026-06-05T18:13:43.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-577a20c6", "url": "https://x.com/testingcatalog/status/2062960629837639763", "canonicalUrl": "https://x.com/testingcatalog/status/2062960629837639763", "title": "微软Scout Agent预览：面向Frontier用户的工作AI智能体", "titleEn": "MICROSOFT 🔥： Early look at Microsoft Scout Agent for Microsoft Frontier users. Scout agent is des…", "description": "微软在Microsoft Build 2026上为Frontier用户推出Scout Agent工作用AI智能体。该Agent可调用OpenAI和Anthropic模型（包括GPT-5.5和Claude Opus 4.7），支持多步骤自动化（含浏览器操作）、Co-Create协作画布（可导出文档）、深度集成Teams、每日简报跨服务汇总工作上下文，以及技能、文档生成和编码能力。目前提供macOS和Windows应用，但仅限Frontier用户使用。", "descriptionEn": "微软在Microsoft Build 2026上为Frontier用户推出Scout Agent工作用AI智能体。该Agent可调用OpenAI和Anthropic模型（包括GPT-5.5和Claude Opus 4.7），支持多步骤自动化（含浏览器操作）、Co-Create协作画布（可导出文档）、深度集成Teams、每日简报跨服务汇总工作上下文，以及技能、文档生成和编码能力。目前提供macOS和Windows应用，但仅限Frontier用户使用。", "image": null, "sourceName": "X：Testing Catalog (@testingcatalog)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T18:11:56.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "skill-ecosystem", "agent-architecture", "automation" ], "relevanceScore": 0.94, "seelesAngle": "Skill ecosystem signal: reusable abilities, MCP, plugins, or capability modules that can inform Seeles skills." }, { "id": "news-dbf392a5", "url": "https://x.com/dotey/status/2062958132758708253", "canonicalUrl": "https://x.com/dotey/status/2062958132758708253", "title": "Cursor 支持浏览器端标记 UI 更方便", "titleEn": "Cursor 也支持在浏览器端标记 UI 了，这样修改 UI 起来就方便多了", "description": "Cursor 也支持在浏览器端标记 UI 了，这样修改 UI 起来就方便多了", "descriptionEn": "Cursor 也支持在浏览器端标记 UI 了，这样修改 UI 起来就方便多了", "image": null, "sourceName": "X：宝玉 (@dotey)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T18:02:01.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.78, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-9cff03ee", "url": "https://x.com/mntruell/status/2062955210897801520", "canonicalUrl": "https://x.com/mntruell/status/2062955210897801520", "title": "智能体协作应如同事般对话和手势", "titleEn": "Working with agents should feel like working with a colleague. You should be able \"speak to\" them no…", "description": "与 AI 智能体协作应感觉像与同事协作一样。你应能\"与它们交谈\"--不仅通过文本聊天，还能一起对着屏幕做手势、实时对话等。", "descriptionEn": "与 AI 智能体协作应感觉像与同事协作一样。你应能\"与它们交谈\"--不仅通过文本聊天，还能一起对着屏幕做手势、实时对话等。", "image": null, "sourceName": "X：Michael Truell (@mntruell)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T17:50:24.000Z", "discoveredAt": "2026-06-05T23:27:44.803Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.78, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-a8b22471", "url": "https://x.com/nvidia/status/2062947470984855847", "canonicalUrl": "https://x.com/nvidia/status/2062947470984855847", "title": "Sarvam AI 构建\"印度制造\"全栈 AI 平台，NVIDIA H100 GPU 驱动主权 AI 落地", "titleEn": "Sovereign AI at population scale isn't theory anymore， it's shipping. Sarvam AI is building a full-…", "description": "NVIDIA 宣布 Sarvam AI 正在构建全栈\"印度制造\"AI 平台，使用 4，096 块以上 NVIDIA H100 GPU 高效训练超 100B 参数 MoE 模型。该平台为 Aadhaar 提供毫秒级多语言语音推理，并通过电话和 WhatsApp 为 Tata Capital、Infosys 等品牌实现自动化 KYC、销售与支持。Sarvam 将 ASR、LLM、TTS 集成到低延迟语音智能体工作流，为 14 亿印度人提供自然实时多语言 AI 交互，成为主权 AI 落地的蓝图。", "descriptionEn": "NVIDIA 宣布 Sarvam AI 正在构建全栈\"印度制造\"AI 平台，使用 4，096 块以上 NVIDIA H100 GPU 高效训练超 100B 参数 MoE 模型。该平台为 Aadhaar 提供毫秒级多语言语音推理，并通过电话和 WhatsApp 为 Tata Capital、Infosys 等品牌实现自动化 KYC、销售与支持。Sarvam 将 ASR、LLM、TTS 集成到低延迟语音智能体工作流，为 14 亿印度人提供自然实时多语言 AI 交互，成为主权 AI 落地的蓝图。", "image": null, "sourceName": "X：NVIDIA (@nvidia)", "sourceCategory": "industry", "publishedAt": "2026-06-05T17:19:39.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "agent-architecture", "automation" ], "relevanceScore": 0.9, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-47f63d36", "url": "https://x.com/jxnlco/status/2062947096387563901", "canonicalUrl": "https://x.com/jxnlco/status/2062947096387563901", "title": "北海道前公务员用 Codex 打造 100 公顷西兰花农场自动化系统", "titleEn": "wow its @tomiyasu16 https：//x.com/itsolelehmann/status/2062840689415905369？s=46", "description": "日本北海道前公务员 @tomiyasu16 从未学过农业，也未继承土地，利用 OpenAI 的 Codex 自行构建了 100 公顷西兰花农场的全套自动化工具：通过 ESP32、电机驱动器和 Cloudflare Workers 从聊天 App 远程控制温室通风；自动检测温度并开窗；将卫星作物健康数据叠加在地图上；用 Airtable 关联地块、任务、材料和传感器；从照片生成配电盘接线图。这些此前只有大型农业企业才能负担的工程，被他用一台笔记本和 Codex 开发成功。", "descriptionEn": "日本北海道前公务员 @tomiyasu16 从未学过农业，也未继承土地，利用 OpenAI 的 Codex 自行构建了 100 公顷西兰花农场的全套自动化工具：通过 ESP32、电机驱动器和 Cloudflare Workers 从聊天 App 远程控制温室通风；自动检测温度并开窗；将卫星作物健康数据叠加在地图上；用 Airtable 关联地块、任务、材料和传感器；从照片生成配电盘接线图。这些此前只有大型农业企业才能负担的工程，被他用一台笔记本和 Codex 开发成功。", "image": null, "sourceName": "X：Jason Liu (@jxnlco)", "sourceCategory": "tip", "publishedAt": "2026-06-05T17:18:10.000Z", "discoveredAt": "2026-06-05T23:27:45.293Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "automation", "coding-agent" ], "relevanceScore": 0.82, "seelesAngle": "Automation signal: workflow automation, browser/desktop automation, CLI automation, scheduled jobs, or operational loops relevant to agent execution." }, { "id": "news-5a711156", "url": "https://x.com/OpenRouter/status/2062944965978992935", "canonicalUrl": "https://x.com/OpenRouter/status/2062944965978992935", "title": "Riverflow 2.5：可控制评分标准的图像模型", "titleEn": "Live on OpenRouter： Riverflow 2.5 from @Sourceful. The first image model with an independent scorin…", "description": "在OpenRouter上线：来自@Sourceful的Riverflow 2.5。\n\n首个具有独立评分标准的图像模型，你可控制该标准以引导其思维和编辑，并具备可控的推理努力，可在速度与质量之间进行权衡。\n\n免费至6月9日（周二）。Fast和Pro见下方🧵。", "descriptionEn": "在OpenRouter上线：来自@Sourceful的Riverflow 2.5。\n\n首个具有独立评分标准的图像模型，你可控制该标准以引导其思维和编辑，并具备可控的推理努力，可在速度与质量之间进行权衡。\n\n免费至6月9日（周二）。Fast和Pro见下方🧵。", "image": null, "sourceName": "X：OpenRouter (@OpenRouter)", "sourceCategory": "ai-models", "publishedAt": "2026-06-05T17:09:42.000Z", "discoveredAt": "2026-06-05T23:27:44.803Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-products" ], "relevanceScore": 0.5, "seelesAngle": "Recommended product signal: AI product or model update worth tracking as broader ecosystem context." }, { "id": "news-245007fa", "url": "https://x.com/ChatGPTapp/status/2062944254591430917", "canonicalUrl": "https://x.com/ChatGPTapp/status/2062944254591430917", "title": "ChatGPT 网页版支持从写作块发送邮件", "titleEn": "Draft it. Tweak it. Send it. You can now send emails directly from writing blocks in ChatGPT on the…", "description": "草拟。调整。发送。\n\n现在你可以在网页版 ChatGPT 中直接从写作块发送邮件，无需离开对话。", "descriptionEn": "草拟。调整。发送。\n\n现在你可以在网页版 ChatGPT 中直接从写作块发送邮件，无需离开对话。", "image": null, "sourceName": "X：ChatGPT (@ChatGPTapp)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T17:06:52.000Z", "discoveredAt": "2026-06-05T23:27:44.803Z", "isSelected": true, "collectionSources": [ "selected" ], "tags": [ "recommended-products" ], "relevanceScore": 0.5, "seelesAngle": "Recommended product signal: AI product or model update worth tracking as broader ecosystem context." }, { "id": "news-33306a16", "url": "https://x.com/GoogleAI/status/2062942864288387430", "canonicalUrl": "https://x.com/GoogleAI/status/2062942864288387430", "title": "Google AI 本周产品更新：Nano Banana 2、Co-Scientist、dreambeans、Gemma 4 等", "titleEn": "Here's this week's shipping recap 👇 - Nano Banana 2 & Nano Banana Pro are now GA and available via…", "description": "Google AI 本周发布多项更新：Nano Banana 2 及 Pro 正式 GA，可通过 Gemini Enterprise Agent Platform、Gemini API 和 Google AI Studio 获取；Co-Scientist 多智能体系统面向科研自动生成优化新假设；Google Labs 推出 dreambeans，根据用户 Google 应用数据每日生成个性化话题集；Gemma 4 12B 统一无编码器多模态模型可完全离线运行于笔记本；Gemma 4 系列及草稿模型引入 QAT 降低内存需求；Google Magenta RealTime 2 开源实时音乐模型，支持 MIDI 键盘、文本提示和手势演奏。", "descriptionEn": "Google AI 本周发布多项更新：Nano Banana 2 及 Pro 正式 GA，可通过 Gemini Enterprise Agent Platform、Gemini API 和 Google AI Studio 获取；Co-Scientist 多智能体系统面向科研自动生成优化新假设；Google Labs 推出 dreambeans，根据用户 Google 应用数据每日生成个性化话题集；Gemma 4 12B 统一无编码器多模态模型可完全离线运行于笔记本；Gemma 4 系列及草稿模型引入 QAT 降低内存需求；Google Magenta RealTime 2 开源实时音乐模型，支持 MIDI 键盘、文本提示和手势演奏。", "image": null, "sourceName": "X：Google AI (@GoogleAI)", "sourceCategory": "ai-products", "publishedAt": "2026-06-05T17:01:21.000Z", "discoveredAt": "2026-06-05T23:27:44.803Z", "isSelected": true, "collectionSources": [ "selected", "all" ], "tags": [ "agent-architecture" ], "relevanceScore": 0.94, "seelesAngle": "Agent architecture signal: orchestration, planning, memory, or autonomous runtime behavior that maps to Seeles agent capability design." }, { "id": "news-7f9becc0", "url": "https://x.com/Yuchenj_UW/status/2062938553416659189", "canonicalUrl": "https://x.com/Yuchenj_UW/status/2062938553416659189", "title": "Claude Code与网页应用再次宕机", "titleEn": "Another Friday， another day where both Claude Code and the Claude web app are down for me. I'm star…", "description": "又一个周五，又一天我这边Claude Code和Claude网页应用都宕机了。\n\n我开始理解为什么Mythos还没发布了。\n\n你好，Codex。", "descriptionEn": "又一个周五，又一天我这边Claude Code和Claude网页应用都宕机了。\n\n我开始理解为什么Mythos还没发布了。\n\n你好，Codex。", "image": null, "sourceName": "X：Yuchen Jin (@Yuchenj_UW)", "sourceCategory": "industry", "publishedAt": "2026-06-05T16:44:13.000Z", "discoveredAt": "2026-06-05T23:27:45.294Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "coding-agent" ], "relevanceScore": 0.94, "seelesAngle": "Coding-agent signal: developer agents, code-generation workflows, or coding-product infrastructure relevant to Seeles developer-facing agent patterns." }, { "id": "news-bea87677", "url": "https://www.theverge.com/podcast/944058/ai-laptop-nvidia-build-gemini-spark-vergecast", "canonicalUrl": "https://www.theverge.com/podcast/944058/ai-laptop-nvidia-build-gemini-spark-vergecast", "title": "AI笔记本电脑：Nvidia 黄仁勋描绘全新使用方式，微软 Google 相继推出相关产品", "titleEn": "This is your laptop… on AI", "description": "在开发者大会季中，Nvidia 黄仁勋描述了完全不同的笔记本电脑使用方式以及支持这一方式的新型笔记本。微软 Build 和 Google I/O 上也展示了大量 AI 产品，包括 Gemini S 等。但核心疑问依然存在：用户是否真的需要这些 AI 功能？", "descriptionEn": "在开发者大会季中，Nvidia 黄仁勋描述了完全不同的笔记本电脑使用方式以及支持这一方式的新型笔记本。微软 Build 和 Google I/O 上也展示了大量 AI 产品，包括 Gemini S 等。但核心疑问依然存在：用户是否真的需要这些 AI 功能？", "image": null, "sourceName": "The Verge：AI（RSS）", "sourceCategory": "tip", "publishedAt": "2026-06-05T16:39:07.000Z", "discoveredAt": "2026-06-05T23:27:45.294Z", "isSelected": false, "collectionSources": [ "all" ], "tags": [ "tool-use" ], "relevanceScore": 0.78, "seelesAngle": "Tool-use workflow signal: tool calling, computer/browser use, search-as-code, sandbox execution, or external API operation relevant to agent runtime UX." } ] }