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今日 75 条
elvis@omarsar0AI 评分4949引用Haakam Aujla@haakamaujla
elvis@omarsar0AI 评分5757Parsewave 发布 AutomationBench Verified,审计 Zapier AutomationBench 的全部 600 个公开任务及每个验证器。
引用shaped@shapedAutomationBench Verified is out. We went through all 600 public tasks in @Zapier's AutomationBench and checked every verifier. • Agents flagged 323 verifiers as suspicious, human review confirmed 206 real bugs, all 206 are fixed. • We replayed 1,235 Kimi K3 runs on the old and fixed verifiers and 344 of them (27.9%) got a different grade • Where verifiers were too strict, pass rate went from 18.8% to 43.8% • Where they were too lenient, it dropped from 60.2% to 49.7% Audit and dataset links below.
Hacker News:AI 热帖AI 评分4545 Show HN:Willow 推出可模仿个人写作风格的听写工具
Willow 推出听写工具,可学习用户写作风格并在邮件、Slack、文档和技术工具中适配其语气,号称能实现 4 倍写作速度、每周节省 5 小时。其准确率比内置听写高 3 倍,文本最快 200ms 出现,支持 100 多种语言、离线模式、端到端加密和零数据留存。
Hacker News:AI 热帖AI 评分5353 Delegator 发布:并发管理多个编码智能体会话
Delegator 发布 beta 版,可把任务并发委派给多个编码智能体,并将任务、依赖、worktree、会话和结果统一整理到收件箱。它支持 Claude、Codex、Goose、OpenCode、GitHub Copilot、Cursor、Pi 和自定义 ACP;每个任务使用独立分支与 Git worktree,完成后返回 commit 并保留会话。
Hacker News:AI 热帖AI 评分5454 Pixellect 发布免费原生 macOS Photoshop 替代品,集成 AI 智能体控制能力
开发者 terhechte 发布免费原生 macOS 图像编辑器 Pixellect,使用 Swift 和少量 Rust 构建,定位为 Photoshop 替代品。
Hacker News:AI 热帖AI 评分5656 Cohere 推出 North 2 全栈企业智能体平台
Cohere 发布 North 2,定位为面向企业的全栈 agentic AI 平台,强调安全、智能、成本与控制并重。
elvis@omarsar0AI 评分4747引用Overmind@OvermindLabOvermind turns anyone into an AI lab. • Builds a context graph from code and traces • Curates training and eval datasets • Evaluates prompts and models • Trains smaller, specialized models https://github.com/overmind-core/overmind
elvis@omarsar0AI 评分5353引用Gumloop@gumloopAgent Browsers are live on Gumloop today so your agents can reach the work that doesn't have an MCP or API > Secure credential storage & 1Password integration > Session replays to see your agents work > Stealth, proxied sessions All completely model agnostic Try Browser today.
Hacker News:AI 热帖AI 评分6262 Unreal Agent 推出上下文压缩,SWE-Marathon 同等得分下成本较 Codex 低 48%
Unreal Agent 发布上下文压缩机制,并在 SWE-Marathon 上与 Codex 取得相同的 69/160、43.125% pass@1 成绩,总推理成本为 $445.75,较 Codex 的 $850.52 低 48%。
elvis@omarsar0AI 评分3636引用Ayan Barua@ayanbYour AI is vaporware without deep integrations with your customers’ systems of record. Introducing @WithAmpersand: integration infrastructure for enterprise agents. We power 11x, Orb, and Square's ability to take agentic action in systems of record like Salesforce, SAP, NetSuite, and Workday. Ask anyone serious about building AI and they’ll tell you: - The SaaSpocalypse didn’t happen. The world depends on CRMs, ERPs, HRISs, and ITSMs. - Your customers customized their deployments beyond recognition. - Systems of record companies are basically monopolies. They never had to make their APIs and MCPs user-friendly. - Docs don't explain half the weird edge cases you'll hit. - One bad write can blow up your pilot or renewal. - Once you finally get it working, someone changes a field and it breaks again. The world's data lives in structured databases. AI needs a translation layer to work with it. So, for your AI to truly transform the way enterprises work, you'll need deep integrations built for: - scoped permissions - bi-directional actions - real-time speed for agents - custom objects, fields, and workflows for each of your customers We built Ampersand to power the future of software. AI didn't trivialize writing integrations. It made them the critical path. I believe that deeply, so I didn't make a launch video about Ampersand. Instead, it's the best builders I know explaining just how big of a challenge this is.
Krea@krea_aiAI 评分4949Nano Banana 2.1 现已在 Krea 上线。 提示词理解更好、编辑更精准、主体一致性更强,现支持最高 4K 生成。 立即体验 👇

Hacker News:AI 热帖AI 评分5353 Connector 开源 AI 智能体控制平面,支持逐动作准入与操作员停止控制
Connector 是一个面向可执行真实动作的 AI 智能体的开源控制平面,为智能体提供身份、显式授权、逐动作准入、运行时强制执行、操作员停止控制和证据记录。它在智能体发送请求、修改数据、调用工具、花钱或联系其他智能体前,通过 PATE 判断该动作可 Proceed、Ask、Defer、Quarantine 或 Block;Cease 可隔离当前生成、作废上下文并停止后续准入。
Hacker News:AI 热帖AI 评分4242 Docusign Krew 智能体平台如何为工程师节省数千小时
Docusign 内部智能体编排平台 Krew 已支撑 220 多个 Krewmates,数月内为工程师节省数千小时。员工无需代码或基础设施配置,通过系统提示词、技能文件、内置工具和触发器即可创建智能体。Krew 涵盖触发、编排、执行与结果持久化,可扫描错误日志、审查 feature flag、检查 pull request 并处理值班交接。
Hacker News:AI 热帖AI 评分1818 Google AI Edge Gallery
Google AI Edge Gallery 相关页面提供多语言支持,涵盖英语、德语、西班牙语、法语、印尼语、巴西葡萄牙语、俄语、简体中文、日语、韩语。页面关联 Google Developer Program、Google AI Studio、Google Cloud、Android、Chrome、Firebase 等开发者资源,并设有 Chat API 信息入口。
Hacker News:AI 热帖AI 评分6262 openTPU 开源 AI 加速器项目发布,可在 FPGA 上运行多款真实权重模型
openTPU 是一个由 AI 参与开发的开源 AI 加速器项目,仓库包含 SystemVerilog 硬件设计、指令集、位精确模拟器、内核语言与编译器及 PCIe 主机软件。
Hacker News:AI 热帖AI 评分4242 Show HN:SPrav Job AI,基于 WebGPU、直连 ATS 查询的客户端求职工具
SPrav Job AI 是一款 100% 客户端运行、零遥测、永久免费的隐私优先求职工具,采用 WebGPU 并直连 ATS 查询。它覆盖 622 个雇主招聘板、402 家直接雇主的 3.5M+ 经验证职位,支持简历匹配度分析、1-Click 定制简历与直接投递、ATS X-Ray、Socratic 面试准备等功能。
Hacker News:AI 热帖AI 评分4747 Show HN:AI Circuit Breaker,阻止 AI 智能体无限循环的反向代理
AI Circuit Breaker 是一款可直接接入的反向代理,用于拦截 AI 智能体的无限工具调用循环,并按每小时 $2.00、每天 $10.00 的上限控制 API 支出。它基于 Python 和 FastAPI 构建,目标开销低于 35ms,请求检测使用易失性内存且不保存 payload;示例中可在第 3 次重复尝试时终止循环。
Hacker News:AI 热帖AI 评分3434 Show HN:Evalyze 用 Eva 追踪投资人外联与跟进
Evalyze 推出由 Eva 支持的融资外联工具,可生成个性化邮件草稿、经用户批准后从其收件箱发送,并追踪回复与后续跟进。平台按阶段、行业、地点、支票规模和投资历史为初创公司匹配投资人,还提供覆盖六个维度的 Startup Analyzer 评分,以及 0-100 的演示文稿逐页评分与反馈。
Replit ⠕@ReplitAI 评分5959
Elon Musk@elonmuskAI 评分2424引用matt palmer@mattypI gave Grok Bot a printer. Now, it helps me plan my day 1:18 Prototyping with @bot 2:02 Printer access through desktop 2:55 Pulling calendar, @X, and workouts 3:46 Automating 4:32 Why go physical
Elon Musk@elonmuskAI 评分3535引用Teslaconomics@TeslaconomicsI literally hooked up ALL my finance accounts to Grok Bot. I really mean all of them: 1/ Chase 2/ Charles Schwab 3/ E*TRADE 4/ Fidelity 5/ Robinhood 6/ Wealthfront 7/ Apple Card 8/ 𝕏 Money FYI, this is a total of 30 accounts... Chase alone is 13 accounts between checking, savings, brokerage, credit cards, a 401(k), trusts, a stock plan, and 529s for the kids. I was already honestly the best with my $ money and I’ve NEVER made a late payment in my life. But before Grok Bot, I was wasting so much time bc every answer lived in different apps. Like my cash was in one place, cards in another, brokerage accounts somewhere else, and had to compile everything in a spreadsheet, if I even got around to putting it together. Now I just text my Grok Bot CFO. I can ask, “What’s my cash right now?” and it pulls everything together and separates personal from business. I can ask which credit cards are coming due and whether I have enough cash to pay them all in full. Green means I’m covered, red means I’m short, and it tells me exactly how much I need. I actually tested this... going red on purpose. Like I moved $ money around so I would come up short on one of the upcoming bills, and Grok caught it. I can even ask, “Where did my $ money go?” and instead of opening a bunch of apps, downloading transactions, cleaning up a spreadsheet, and making a chart myself, it pulls everything together and gives me the breakdown. Today, I also asked it for a pie chart of all my stock investments with the amounts and percentages. 1/ TSLA is 84.9% 2/ SPCX is 10.4% 3/ NVDA is 4.7% That’s across $ money sitting in different brokerage accounts, and it's awesome that I didn’t have to think about where any of it was. I literally just asked it one question... you can see for yourself. If you’re serious about your finances, you already ask the same questions all the time. • Like, can I cover everything that’s due? • Where did my $ money go? • How much $ cash do I really have? • What investments do I actually own? But honestly, the annoying part is that your financial life is usually scattered across 10+ different apps/platforms and a bunch of accounts, so getting a real answer takes a lot of work and your time. And honestly, most people probably don’t even look until something feels off or if they get a notification that a payment was missed or something. Now, with all my finance accounts linked, I just ask a normal question, Grok Bot checks everything it has connected, and gives me the answer. Then I can ask the same thing tomorrow, and again whenever, and get the updated version without rebuilding anything. The fact that you are able to talk to your entire financial life like you’re texting someone who already knows where everything is... this is a total game changer in the world of finance imo. If you really care about your $ money, hook yours up to Grok Bot. It's so worth it.
Elon Musk@elonmuskAI 评分2424
🚨 AI News | TestingCatalog@testingcatalogAI 评分4747
Hacker News:AI 热帖AI 评分5555 OpenChart 在 Hacker News 展示可接入自有 AI 智能体的开源 TradingView 替代方案
OpenChart 是一个开源的 TradingView 替代桌面应用,可将 AI 智能体用于市场研究、指标构建、价格提醒和行情异动解释。用户可接入自己的 Claude、Codex 和 Gemini 模型,桌面版免费,AI 用量遵循对应服务商套餐,云端市场数据另行计费。项目支持 macOS Apple Silicon 桌面安装和源码自托管,并提供名为 Tea 的市场分析语言来编写指标与监控条件。
Hacker News:AI 热帖AI 评分3434 Show HN:Trends Radar——分析搜索、内容与产品趋势
GrowthUpdate 推出 Trends Radar beta,追踪新产品发布、搜索趋势与市场信号以判断市场走向。首期对比 9 月 28 日至 10 月 4 日与前一周数据,Travel & Mobility 以 +35% 居首,Community & Society 增长 +32%,Finance & Fintech 下滑 11%。该雷达每周更新,并支持邮件订阅。
Hacker News:AI 热帖AI 评分4848 Show HN:Scrbbl——在 iPad 上手写笔记下划线三次即可获得 AI 答案
开源 iPad 应用 Scrbbl 已在 TestFlight 推出 beta,用户用 Apple Pencil 写下内容后,下划线三次可获得快速 AI 答案,画圈可获得带示例的更完整答案,答案以手写字体逐字流式显示。
Hacker News:AI 热帖AI 评分5353 Octri.dev 发布从 OpenAPI 规范生成文档、10 种 SDK、MCP server 与监控的平台
Octri.dev 推出面向 API 生产交付的平台,用一份 OpenAPI、Swagger、Postman 或 AsyncAPI 规范生成文档站点、10 种语言 SDK、MCP server 和生产监控,并在规范变更后同步更新。
Hacker News:AI 热帖AI 评分6262 Allchemy Labs 发布 Aether WCAG 扫描插件,让编码智能体检测并修复网页无障碍问题
Allchemy Labs 发布 Claude Code 插件 Aether,用于检测 WCAG 2.1 AA 违规项并返回可应用修复。它通过 Playwright 和 axe-core 在桌面、平板、移动视口运行真实浏览器,修复会引用 WCAG 成功标准和技术示例,并在修复后重新运行 axe 验证。
Hacker News:AI 热帖AI 评分3737 Maxint Orca 新增 Kotlin、Swift、TypeScript 与 Go 支持,按基础设施成本收费以取消订阅服务收入抽成
Maxint 宣布其跨平台订阅变现编排基础设施 Orca 新增 Kotlin、Swift、TypeScript(Web 与服务端)和 Go(服务端)支持。Orca 覆盖 iOS、Android、MacOS、Linux、Windows 与 Web,按基础设施成本提供,以消除 RevenueCat 等订阅服务收取的收入抽成。
Hacker News:AI 热帖AI 评分5757 ProjectTodo 发布带 MCP server 的本地待办看板
ProjectTodo 是一个运行在本机的本地待办看板,通过 MCP server 让 Claude Code、Claude Desktop 或其他 MCP 客户端读取和更新同一份待办。
Hacker News:AI 热帖AI 评分6565 langgraph-harness 发布:面向 GitLab merge request 的自托管 AI 编码智能体
vrajpal-jhala 开源 langgraph-harness,一个基于 LangGraph、可自托管的 GitLab AI 编码智能体平台,采用 MIT License。
Aravind Srinivas@AravSrinivasAI 评分4848
Hacker News:AI 热帖AI 评分6161 Screen Records v0.1.5 发布:支持通过 MCP 让 AI 剪辑 Mac 演示视频
Maryna Klokova 推出原生 Mac 应用 Screen Records v0.1.5,可录制产品演示或教程,并在内置编辑器中剪辑、加字幕和缩放后导出 MP4 或 GIF。
Hacker News:AI 热帖AI 评分4848 Show HN:Orbtile 把 Logitech 小键盘变成 AI 编程智能体状态面板
Orbtile 推出 0.2 beta,可将 Logitech MX Creative Keypad 变成 AI 编程智能体实时状态面板,显示各会话的运行、完成或等待审批状态。
Hacker News:AI 热帖AI 评分6262 RigMark 发布面向编码智能体使用方式的本地 AI 服务基准
Alex Ellis 发布开源基准 RigMark,用代码、散文、结构化 JSON、缓存击穿与即时重放预填充,以及并发生成来测试 OpenAI 兼容的本地 AI 服务。
Hacker News:AI 热帖AI 评分4444 JumpStar:全球最强中国跳棋 AI 引擎,已登陆 iPhone
JumpStar 是自称全球最强的中国跳棋 AI 引擎,采用 C++20 规则/搜索核心、神经策略价值模型与蒙特卡洛树搜索,其 JumpStar_60 checkpoint 为 CCERL-2P10-v2 benchmark 冠军。
Hacker News:AI 热帖AI 评分3838 PromptOwl 上下文管理新增原生富媒体支持:PDF、视频与图片
PromptOwl 于 9 月推出 Owl Desktop 0.4.0,支持离线使用、跨所有 nest 搜索,并在上下文中原生渲染 PDF、HTML5 视频及 WebP/PNG 图片。Distill 新增开工前对话式引导,编辑器支持 @ 提及队友;ContextNest CLI 与 MCP Server 同步升级至 v1.1.1,统一公开 API。
Hacker News:AI 热帖AI 评分4747 Show HN:Tinyhat,为多智能体 Muse 提供按专家隔离的记忆(开源)
Tinyhat 是一个 MIT 许可的开源项目,为多智能体 Muse 提供按专家隔离的记忆与技能,让 Muse 像幕僚长一样管理专家智能体团队。用户只需向 Muse 发送一条"hat"消息,无需自行安装应用,首次设置约需 30 分钟;所有操作需用户批准,并可在私有 Office 中查看任务归属与决策。
Hacker News:AI 热帖AI 评分6363 NewsGuard 推出仅引用可信新闻源的 AI 聊天机器人 NewsGuard AI
NewsGuard 发布新闻聚合聊天机器人 NewsGuard AI,已在 www.newsguard.ai 上线,回答仅来自其记者审核为可靠的 12,000 个新闻和信息来源。
Hacker News 热门(buzzing.cc 中文翻译)AI 评分6262 Polars 2.0 发布:默认启用流式引擎与磁盘溢出,强化 SQL 和 Map 类型
Polars 2.0 正式发布,LazyFrame 的 collect 默认使用流式引擎,并默认启用 out-of-core 磁盘溢出,在约 80% RAM 时开始溢写,默认磁盘预算为 64GB。