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Steve Yegge@Steve_YeggeAI 评分22
宝玉@doteyAI 评分7171SemiAnalysis 实测 Anthropic、OpenAI 等九家 AI 订阅套餐后得出,同样 200 美元,Claude 订阅折算的 Token 用量约为 OpenAI 的 5 倍。
引用SemiAnalysis@SemiAnalysis_Anthropic Subscriptions Offer 5x+ More Value Than OpenAI Limit testing every AI subscription plan from Anthropic, OpenAI, Meta, SpaceXAI, MiniMax, Moonshot, Zdotai, Cursor, and Cognition https://newsletter.semianalysis.com/p/anthropic-subscriptions-offer-5x
宝玉@doteyAI 评分7171据 The Information 10 月 5 日报道,Meta 和微软都在减少员工内部使用 Anthropic 的 Claude,转向自家模型和工具。
引用NIK@ns123abc🚨BREAKING: Microsoft and META are aggressively cutting employee use of Claude ahead of Anthropic's IPO Microsoft has cut internal claude spend by more than 33%, nuked per-employee token budget from $100k/month to $10k/month, and forced Copilot to auto-route to cheaper models META used Claude code to build Muse, then cut active users from 60,000 to 30,000 (50% decline) after launch, and replaced it with Muse Code Palantir and Nvidia are also scaling back claude over soaring prices and data privacy fears it’s OVER…
dex@dexhorthyAI 评分4040Dex Horthy 给 @humanlayer_dev 的上下文工程建议:会话在压缩或新开时丢失上下文,应把所有上下文和决策写进 artifacts 里的文档(设计。
宝玉@doteyAI 评分6767OpenAI 在 28 天更新的第 1 天宣布,通过 ChatGPT 订阅使用 GPT-6 Astra 和 GPT-6.1 Sol 时默认速度提升约 50%,用户无需改设置,两小时内生效。
引用Tibo@thsottiauxDay 1/ We have optimized the default speed to be ~50% faster across GPT-6 Astra and GPT-6.1 Sol through the subscription across all our products and partners using Sign in With ChatGPT (including OpenCode, Pi, Amp, Devin, ...). No changes needed on your end and this should be felt within the next two hours.
宝玉@doteyAI 评分6262OpenAI 宣布未来几周内对欧盟用户在 ChatGPT 和 Codex 生成的文字加入不可见水印,以满足欧盟《人工智能法案》要求,API 用户可在全球范围自行开启,默认关闭。
引用OpenAI@OpenAIWe're expanding our approach to content provenance to include text in response to EU regulatory requirements, while recognizing the significant limitations of current text watermarking technology. Our tools already help verify whether an image or audio file was created with our models. This work builds on those efforts to help people better understand when content may have been generated or edited with an OpenAI model. In the EU, we’ll start watermarking eligible text from ChatGPT and Codex over the coming weeks to comply with the EU AI Act. Customers using our API can turn on text watermarking for select models worldwide today.
宝玉@doteyAI 评分7070amontlabs/lcu 把 Codex 的 Computer Use 单独拆出,让 Claude Code、Codex CLI、Pi 等 Agent 工具通过 MCP 调用。
引用向阳乔木@vista8发现一个牛逼的东西,让任意 Agent 调用 Codex 的 Computer Use。 Codex 最强的就是 Computer Use。 但最近用 Claude Opus 5.5比较多,这样就强强联合了。 刚测试通过,安装后建议配置个 Hook,指定白名单可控制哪些 App 安装地址见评论区
GitHub Blog · Copilot精选AI 评分6666 GitHub 发布 AI 代码评审开放基准 ReviewBench
GitHub 发布代码评审离线基准 ReviewBench,基于 1.039 亿个 GitHub PR 的分布特征,构建了覆盖 19 种语言、219 个公开 PR 的评测集,并公开数据集、评分规则与 LLM 评审模型配置。
推荐理由:GitHub 公开了 AI 代码评审基准的数据集、评分规则与评测入口,读者可据此对比不同评审智能体。
AI Hero · Skills Updates精选AI 评分6262 AI Hero Skills v1.3 发布:新增 /implement-spec、/pr、/retro,CONTEXT.md 改名 GLOSSARY.md
AI Hero Skills 发布 v1.3,新增 /implement-spec、/pr、/retro 三个技能,把主流程从 /grill-with-docs → /to-spec → /to-tickets 延伸到实现、PR 和复盘。
推荐理由:作者把技能集补成从写 spec 到 PR、复盘的完整链路,并给出各环节的取舍与已知粗糙处。
Addy Osmani@addyosmaniAI 评分3838
Shreya Shankar@sh_reyaAI 评分2828引用dex@dexhorthyAI and GTM at Rippling: 🦄 ai that works with @vaibcode and @JohnKutay https://x.com/i/broadcasts/1XxygwaqOpyGM
宝玉@dotey精选AI 评分8282引用lauren@potetoi had a lot of fun chatting with @mattpocockuk today about how i was able to land 2,500 PRs last month! Matt is a wonderful interviewer so i think the interview turned out really interesting both of our skill plugins work great together, so i recommend giving both a try and picking the best skills that suit your workflow https://www.youtube.com/watch?v=MN9dGgmLyso
推荐理由:宝玉借 Lauren Tan 月并 2500 个 PR 的实践,说明不逐个 Review 的前提是验证 Skill 与规则约束,并给出自己的适用条件。
Thorsten Ball · Register SpillAI 评分1212 Joy & Curiosity #102:Gemini 4 Argon 智能体优化数据中心内存,GLM-5.3 可绕过安全防护
Google 发布 Gemini 4 Argon,其 Argon 智能体团队通过分析全集群性能遥测数据自主识别并应用内存优化,上线后释放超 300 TiB 内存,预计总节省 500 TiB 至 1 PiB。
geoff@GeoffreyHuntleyAI 评分2020
宝玉@doteyAI 评分6666引用Adrienne LaFrance@AdrienneLaFNew in The Atlantic: @dgrobinson resigned this week. He was among the longest-tenured employees at OpenAI—and oversaw safety reports on 12 frontier launches. He is very worried: “The time for trial and error is over.” You can read his essay here: https://www.theatlantic.com/technology/2026/10/openai-safety-team-resignation/688881/?gift=1ga2TvL-DbuHDQIcYF7oR4o908Fsjxr4NFLlsptkfP8
Ben Holmes@BHolmesDevAI 评分5858
Matt Pocock@mattpocockukAI 评分4040
Sebastian Raschka@rasbtAI 评分3838Sebastian Raschka 发布"Reasoning from scratch"系列第 6 期,讲解并实现可验证奖励强化学习(RLVR)与组相对策略优化(GRPO)。

Steve Yegge@Steve_YeggeAI 评分2222
宝玉@doteyAI 评分6262剑桥大学 AI 科学与政策项目(CASP)9 月发布一篇论文,Hinton、Bengio 等 20 多位研究者联名讨论 AI 研发被自动化后是否会引发智能爆炸,Hinton 在 X 上推荐了该论文。
引用Geoffrey Hinton@geoffreyhintonThe idea of an intelligence explosion caused by recursive self improvement has been around for a long time but until very recently it did not seem imminent. Now many leading researchers think it may happen quite soon. You can read our paper about it here: https://casp.ac/reports/intelligence-explosion
OpenAI Developers@OpenAIDevsAI 评分3232
宝玉@doteyAI 评分2626宝玉尝试用 Opus 5.5 制作吃瓜视频,素材搜集、配音(Gemini 3.8 Flash TTS,自备 API Key)全由模型完成,产出英文和中文两个版本。

引用Shivon Zilis@shivonIt’s hard to go from in love to let go in a week with no warning, but that’s just how it is sometimes 🤷🏻♀️ I feel happy that I got to show Elon how it feels to be deeply understood, nurtured, and peacefully loved with stability and gentleness. Given the tumultuous nature of his early life, his often tortured soul, and how hard he fights for humanity I wanted him to feel the deepest and most stable form of love this world can provide. My heart is full knowing I got to do that, and I hope it leaves a lasting good effect. We were always his safe space. A place where all of us were overjoyed to see him and one that was always full of happiness and love, not war, in contrast to his otherwise militant existence (a needed break from the battlefield where he could recharge his heart and soul before heading back out) I loved being that counterbalancing place of safety, sense of calm, and love — and delighted in bringing a smile back to his face when he was down. I will miss him dearly. I’ve loved him more than life itself and he’s taught me 100 lifetimes of knowledge and made my cup overflow with life meaning, so there is a lot of loss, but luckily we created four beautiful little loves of my life ❤️❤️❤️❤️ I am so beyond grateful for our children and they make every single day the best day of my life! I do hope and pray he and I can be great friends and coparents. I’m hurting, but care deeply about E and will always be cheering for his happiness. God speed, Elon, the world is lucky to have you.
Matt Pocock@mattpocockukAI 评分2828
Andrej Karpathy@karpathyAI 评分5454
Shreya Shankar@sh_reyaAI 评分3636
Ben Holmes@BHolmesDevAI 评分6666
Lovable · BlogAI 评分4040 Lovable 披露 TanStack Start 漏洞 CVE-2026-102989 并已部署防火墙防护
Lovable 安全团队在 TanStack Start 中发现漏洞 CVE-2026-102989,攻击者可用特制链接让受影响应用在访客浏览器中执行非预期 JavaScript。
Lovable · BlogAI 评分4040 Lovable 与 Microsoft 合作:把构建的应用跑在公司自己的 Microsoft tenant 里
Lovable 与 Microsoft 合作,让用户构建的应用发布到企业自己的 Microsoft tenant,使用工作账号登录并由 IT 统一管理。
Sebastian Raschka@rasbtAI 评分2222
Thorsten Ball · Register SpillAI 评分4848 Thorsten Ball 谈 AI 智能体时代编程语言与框架的走向
Thorsten Ball 在 Register Spill 的 Joy & Curiosity #101 中提出,框架已不再是最大的开发者生产力杠杆,AI 智能体比它大一百倍,语法和工具易用性也不再重要。
GitHub Blog · CopilotAI 评分3838 GitHub Copilot 应用入门:如何用 canvases 构建自定义工作流
GitHub Copilot 应用中的 canvas(画布扩展)是一种用户与智能体共享的可定制界面,可做成看板、issue 分诊板、发布清单或仪表盘。在 agent 会话中输入 /create-canvas 并用自然语言描述工作流,智能体即可生成界面并在右侧面板打开,无需手写代码或调整布局。
Boris Cherny@bchernyAI 评分6060引用Noah Zweben@noahzwebenClaude Tag in Slack can now use your personal connectors! You can now securely access that Drive doc, Salesforce account, or Warehouse table that you have personal access to right where the work happens. Avail. on Teams today and Enterprise next week https://claude.com/blog/claude-tag-now-supports-personal-connectors-in-channels
GitHub Blog · CopilotAI 评分3434 GitHub Copilot 的 canvas:当聊天框不是与 AI 协作的正确界面
GitHub Copilot 应用推出 canvas,一种运行在应用内、无浏览器外壳的全栈小应用,可与 Copilot 智能体双向通信,也能在本地执行代码。作者认为 chat 只适合作为通用兜底界面,用户明确任务时更该让智能体生成可复用工具,例如用 canvas 管理 Winget 包或直接操作 SQLite 数据库,避免把 token 浪费在“stage and commit”这类操作上。
Lovable · Blog精选AI 评分7171 Lovable 发布 Chats,并公开多智能体协作的轨迹与收件箱架构
Lovable 发布 Chats,一个运行在工作区层级、可跨项目对话并触发构建的智能体,确认改动后会把任务交给项目里的 builder 智能体并把进展带回对话。
推荐理由:Lovable 公开 Chats 背后的轨迹、收件箱与激活三层架构,可迁移到自建多智能体编排。
Lovable · BlogAI 评分3636 Lovable 聊天功能免费开放,可对话探索应用创意与改进
Lovable 聊天功能现已免费开放,Free、Pro 和 Business 工作区每天都有免费聊天额度。用户可以让它评估该做哪个创意、把客户反馈整理成计划,或分析已上线应用的代码和 Lovable Cloud 数据库用量。聊天在生成图片、视频或转交 Plan、Build 时仍照常消耗 credits,当前聊天定价(含每日免费额度)适用至 2026 年 10 月 31 日。
GitHub Blog · CopilotAI 评分3434 GitHub Copilot 应用如何渲染超大 pull request
GitHub Copilot 应用重建了 pull request 视图,用一个含 2,200 个文件、超 100 万行改动、400 多条行内评论的开源 PR 做验证。代码行沿用“绘制前高度已知”的虚拟化方案,评论等动态块则改为懒测量、高度有界,并把文档高度拆成确定性的代码高度与动态块高度两个独立域,避免滚动跳变。
Steve Yegge@Steve_YeggeAI 评分2222Cursor · Changelog精选AI 评分6262 Cursor 推出 Rollouts 与 Security Review 两个 bot
Cursor 发布 Rollouts 和 Security Review 两个 bot,均面向团队版和企业版开放。
推荐理由:官方给出两个 bot 的监控与安全审查流程,读者可据此判断能否接入现有交付链路。
Boris Cherny@bchernyAI 评分5858Boris Cherny 用 Opus 5.5 配合 Lean 对 Claude Agent SDK 做形式化验证,几段简短提示词换来 16 个 PR,修复了多个 bug 和竞态条件。

Lovable · Blog精选AI 评分6060 Lovable 上线 Opus 5.5:构建更快,质量与 Opus 5 持平
Lovable 上线 Opus 5.5,官方称其与 Opus 5 结果持平,但完成步数减少三分之一到一半。在 Lovable 内部基准上,Opus 5.5 在 0-to-1 构建和迭代改代码两项与 Opus 5 打平,验证纪律一项高出 4% 到 6%;各档推理强度下每任务步骤数减少 26% 到 57%,输入 token 减少 21% 到 59%,差异在 95% 置信水平上显著。
推荐理由:Lovable 官方给出 Opus 5.5 与 Opus 5 在步骤数和 token 上的对比数据,可据此判断构建效率的实际变化。