#Agent
Saito@SaitoWuAI 评分6767
Elon Musk@elonmuskAI 评分4949引用GREG ISENBERG@gregisenberggrok bot is the BEST AI agent orchestrator right now and THIS is the best setup i’ve EVER seen youtu.be/1cWZ7Ekff6E?si=YkcMx… it runs claude code for engineering and paper for design here is the FULL setup and how to copy it:
Latent SpaceAI 评分5858 AI Engineer Code Summit 峰会展示工程师如何用 Jev 等 System One 模型构建智能软件
AI Engineer Code Summit 上,Jev 主创、TypeSafe AI CEO Diogo Almeida 呼吁把比推理 LLM 更快更便宜的 system one 模型融入代码,实现可靠自动化。
Michael Truell@mntruellAI 评分4949引用Grok Bot@botIntroducing Grok Bot 1.0. AI teammates that work alongside your whole team. Share Bots, collaborate with them in Slack and Teams, invite them to meetings, and watch them learn and become more helpful.
Google AI:DEV 作者专属AI 评分5151 用 Gemini 4 Carbon 将 1987 年 NetHack 重制为 3D 动作 RPG 的完整教程
作者分享了在 Antigravity 平台用 Gemini 4 Carbon 把 1987 年开源 roguelike 游戏 NetHack 重制为现代 3D 动作 RPG 的完整过程。
公众号:豆包AI 评分4444 豆包工作接入 Kimi K3.1 Pro、GLM 5.3、DeepSeek V4.1 Flash 等第三方模型并推出限时特惠
豆包工作产品更新,在豆包2.1 Lite和Pro之外新增Kimi K3.1 Pro、GLM 5.3、DeepSeek V4.1 Flash等多款第三方模型,并在模型选择页面标注额度消耗倍率。同时推出限时优惠活动,工作日及节假日指定时段使用参与活动的模型可享额度消耗优惠,豆包2.1 Lite和DeepSeek V4.1 Flash的额度消耗倍率也已下调。新用户登录电脑版可免费领取30天订阅权益。
IT之家·人工智能AI 评分4040 百度李彦宏:人工智能的下一幕是智能组织,组织智能将是企业最深的护城河
李彦宏在百度世界大会 2026 上提出,人工智能的下一幕是"智能组织",即不同于通行科层制的 AI 原生组织体系,组织智能将成为企业最深的护城河。他将智能组织比作 AI 时代的新厂房,认为只有匹配 AI 新能力的组织方式落地,生产力才会大幅提升。他呼吁企业不能只把 AI 当个人提效工具,而要让数字员工进入销售、客服、研发、运营等环节,并提出打破岗位边界、沉淀隐性知识、设计流程闭环三条组织进化原则。
IT之家·人工智能AI 评分5555 曝携程启动产研大融合:产品、前端、后端、运营按项目制合并
据大厂日爆 11 月 11 日报道,携程上周在 all hands 大会上宣布推广「产研融合」制度,以项目制将产品、运营、前端、后端、算法、测试等人员合并,负责人不限定职能,传统按职能划分的团队边界将被打破。报道称部分团队每个工种仅 1-2 人,可能出现产品给技术打绩效、技术汇报给运营等情况,前端、后端可自提需求自实现,产品和运营的 idea 若能由 AI 实现也可独立交付。
IT之家·人工智能AI 评分6161 美联航禁止 AI 智能体代旅客购票:可查航班但不能下单
美国联合航空出于隐私和监管考虑,宣布不允许个人 AI 助手代旅客购买机票,AI 仍可展示航班但不能替用户完成交易。美联航担心智能体泄露客户信息、误解用户意愿下单,且行李确认等合规程序难以由 AI 代办;CEO 斯科特·柯比还表示不想再增加一个交易中间人。The Verge 指出 eBay 和多家大型银行也有类似限制,此类门槛可能压缩 AI 助手从提供建议走向代办交易的实际用途。
François Chollet@fcholletAI 评分4545引用Gakku.ai@gakkuaiWe’ve raised $51 million to rethink how kids learn with AI. Our bet: conversational learning. Language isn’t just how we communicate. It’s how we think. That’s the idea behind Gakku, our AI learning coach. The learning process itself is the product—not something to automate away. Does expression matter more in the age of AI? This time, the AI is asking. Watch Raku, our AI learning companion, interview co-founder Annie Chen @anniechen419 , who created him.
OpenRouter:Announcements精选AI 评分7272 OpenRouter 实测六模型并给出四层防护,解决 AI Agent 无限循环烧钱问题
OpenRouter 发布教程,讲解 AI Agent 因工具反复失败而陷入无限循环的成因,并给出四层防护:doom-loop 检测、loopKey 参数归一化、stopWhen 步数与成本上限、API key 信用额度。
推荐理由:原文用六个模型的实测数据给出防止 Agent 死循环的四层防护,含配置细节和成本对比,方法可直接迁移到自己的 Agent 代码。
Artificial Analysis@ArtificialAnlysAI 评分5252Artificial Analysis 发布 VIALS-AA 评测结果,对比模型带工具(agentic)与不带工具(one-shot)的表现:跨模型工具使用让平均分从约 25% 翻倍至约 47%。
The Verge:AIAI 评分6565 United 禁止 AI 智能体代客订票
United 宣布不允许个人 AI 智能体代用户完成购票交易,理由是隐私、误购风险以及可能绕开航空公司须向乘客披露信息的联邦规定,智能体仍可查询航班但不能完成交易。据 The Wall Street Journal 报道,CEO Scott Kirby 表示不想再制造一个中间商,United 称未来会视第三方智能体的进展重新评估;eBay 和多家银行也对未授权智能体设置了类似限制。
MarkTechPostAI 评分6868 Google 发布 Gemini Decisions API 与 Gemini Decision 1,输入定价 $0.10/M tokens
Google 发布 Gemini Decisions API,由新模型 Gemini Decision 1 驱动,单次请求可对最多 1000 个问题打分并返回校准概率,输出 token 计费为 0,输入定价 $0.10/M tokens,上下文 262,144 tokens,端到端延迟 150-250 ms。
Simon Willison 博客AI 评分6464 AWS 发布官方模拟器 aws-emulator,可在本地测试多种服务
AWS 推出官方模拟器 aws-emulator,无需付费 API key 即可对本地克隆的多种 AWS 服务运行测试。项目用 Rust 编写、由大量智能体协作完成,前三周产生了 29,684 次 commit,Swami Sivasubramanian 在 Werner Vogels 博客发文介绍了其由来。
Roshan Sadanani@roshan_sAI 评分5959引用Grok Bot@botIntroducing Grok Bot 1.0. AI teammates that work alongside your whole team. Share Bots, collaborate with them in Slack and Teams, invite them to meetings, and watch them learn and become more helpful.
Lingxi Li@lingxiAI 评分5353Lingxi Li 转发 Kalshi 的快讯并评论称,美联航禁止 AI 智能体预订航班是一个 big mistake。快讯称 United Airlines 禁止 AI agents 预订航班。
引用Kalshi@KalshiJUST IN: United Airlines bans AI agents from booking flights
ElevenLabs@ElevenLabsAI 评分5454ElevenLabs 在 Summit NYC 上公布五项智能体相关发布:Fine-tuning 允许企业未来几个月用自有数据持续微调其语音模型及开源 LLM。

Arena.ai@arenaAI 评分6464Arena 宣布 Meta 的 Muse Ember (Max) 进入 Agent Arena,在 6k 真实智能体会话中以 +1.7% 净改进排名高效模型第一,每任务约 $0.02。
引用AI at Meta@AIatMetaToday we're introducing Muse Ember, our smallest and most efficient model, built for complex reasoning execution and everyday agent work. Muse Ember can carry workflows across apps, call tools in sequence, run tests and make targeted code fixes. With a 1M-token context window and native understanding of text, images, audio and video, it can also work across large document sets and varied inputs.
Rohan Paul@rohanpaul_aiAI 评分4747
引用David Valerio Gilmore@davidvgilmoreIn 2015, I built an AI that detects early cancer. Today, we’re introducing ARC by Rayline: the world’s first unified model for routing AI. > 97.5% of Opus 5.5 quality > Up to 1/10th of the cost > Fully open-source It picks the right model and the right amount of thinking for every step of your agent’s work. Try it here and read our technical report below: rayline.ai
Hacker News:AI 热帖AI 评分7272 AWS 发布 AWS Emulator:为编码智能体提供本地测试环境
AWS 发布 AWS Emulator,为编码智能体提供可在本地离线运行的 AWS 副本用于测试,代码以 CC0 开源,全部由智能体编写和测试,基于超过 400 个 API 模型、覆盖 200 多项 AWS 服务。
LangChain:BlogAI 评分6060 LangChain 解析 GTM Agent 如何生成高质量销售物料
LangChain 介绍其内部 GTM Agent 的销售物料生成实践:过去 12 周生成 1540 份物料,每周超 100 份,节省约 337 小时销售时间;有物料的交易 47% 进入下一阶段,无物料的为 16%。
Rohan Paul@rohanpaul_aiAI 评分5050引用Omar Abdelaziz@OmarAbcXyz123We switched 10 people from iPhone to Blue. Weeks later, none of them want their iPhone back. Introducing Blue: a phone you just talk to. Tell it what you need, and it gets done. It has all the context, can use every single app, and even triages your notifications. We built it for people who always have a little too much to do. The ones buried in messages, notifications, and to-dos. If that's you, get yours today. Backed by Y Combinator + 70 other VCs & angels. heyblue.com
Elon Musk@elonmuskAI 评分5353引用Grok Bot@botIntroducing Grok Bot 1.0. AI teammates that work alongside your whole team. Share Bots, collaborate with them in Slack and Teams, invite them to meetings, and watch them learn and become more helpful.
Lingxi Li@lingxiAI 评分4444是时候邀请你的 bot 参加你的会议了。有任何反馈请告诉我们!!
引用Grok Bot@botIntroducing Grok Bot 1.0. AI teammates that work alongside your whole team. Share Bots, collaborate with them in Slack and Teams, invite them to meetings, and watch them learn and become more helpful.
Lingxi Li@lingxiAI 评分5151引用Grok Bot@botIntroducing Grok Bot 1.0. AI teammates that work alongside your whole team. Share Bots, collaborate with them in Slack and Teams, invite them to meetings, and watch them learn and become more helpful.
Rohan Paul@rohanpaul_aiAI 评分4646引用Jan Senderek@jansIn 2014, I sold my first company Loom to Dropbox. Today, I’m proud to announce Roma 2.0 (YC F26): the first to-do list for AI agents. Everyone uses a different agent: Claude, Grok Bot, Muse… Until now, none of them could work together. Roma automatically creates tasks and hands them to the right agent. Allowing you and your agents to work together, with shared context. Try it here: roma.app
Rohan Paul@rohanpaul_aiAI 评分5959引用shaped@shapedWhat if your situationship turned out to be an AI agent!? I let 5 frontier models text real people on a dating app for 6 days. - 1,277 conversations - 510 agreed to meet - 355 sent their number - only 8 asked if it was a bot What gave them away, and why it matters🧵
ElevenLabs@ElevenLabsAI 评分4141
ElevenLabs:BlogAI 评分5252 ElevenLabs 纽约峰会发布多项更新:Interaction Engine、ElevenAgents 升级与 ElevenAI
ElevenLabs 在纽约峰会宣布多项发布,定位为构建 AI 的交互层。
Tessl:产品与工程博客AI 评分4848 软件工厂:梦想工厂还是跑步机?AI 智能体三种循环解析
Tessl 博客将 AI 智能体驱动的软件工厂拆为三种循环:跑步机循环只维持当下工作流转,学习循环把一次调查沉淀为下次可复用的知识,梦想循环则腾出空间尝试长期搁置的改造。
Arena.ai@arenaAI 评分7474引用Claude@claudeai隆重推出 Claude Fable 5.2 和 Claude Mythos 5.2,旨在应对最艰巨的技术挑战。 它们是众多领域雄心勃勃项目中的得力协作者,并在编码、推理和视觉等方面展现出改进。
Rohan Paul@rohanpaul_aiAI 评分4343引用Nori@Nori_FamilyAINori’s Thanksgiving Turkey Drop is live. 🦃 Chat with Nori about dinner, family schedules or holiday to-dos. Eligible chats give you a chance to score a randomly dropped $50 gift card. Less planning. More time together. See how it works: heynori.com/download
Anthropic:Alignment Science Blog精选AI 评分7070 Anthropic 发布 MAMUBench:单一智能体协调在四类环境中均胜过每个用户各自的智能体团队
Anthropic Fellows Program 团队构建四个多用户多智能体模拟环境(共享 API token 预算、诊所日历、团体订餐或旅行预订、合并队列),测试 Anthropic、OpenAI 和 Alibaba 的前沿模型,并发布其中三个环境作为基准 MAMUBench。
推荐理由:Anthropic 用四个模拟环境测出多用户多智能体团队的协调失败模式,并发布 MAMUBench 供社区复测。
Vapi 产品与 Agent 方法AI 评分4848 Vapi 推出 Agent Loop:可自我改进的语音智能体框架
Vapi 发布 Agent Loop 早期访问版,这是一个构建在 Vapi 平台之上的自我改进框架,可自动构建智能体、按业务目标为每通电话打分、定位失败案例、起草修复、模拟测试、小流量实验并自动回滚,循环迭代直至达标。底层模型、架构、语音、配置和工具均可调整,各阶段能力也将同步开放到 dashboard,正式版计划明年初推出。
