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10月15日周四
  1. Simon Willison 博客54

    AI 大规模反编译游戏带来保存机遇与软件安全隐忧

    独立开发者 Popcar 撰文讨论近期 AI 驱动的游戏反编译浪潮,包括游戏混搭创作,以及借助 WebAssembly 在浏览器等新硬件上复活老游戏的保存热潮。文中指出反面风险是任何软件都可被反编译并任意使用,付费游戏或应用可能被违背意愿开源;正面则是老游戏更易移植和访问,让玩家能真正拥有所购软件。Simon Willison 转发并称其兼顾了正反两面。

  2. AI at Meta46

    @finkd 和 @alexandr_wang 与 @collision 畅谈 Muse Wonder 以及 MSL 的方方面面。 观看完整对话:https://x.com/collision/status/2109714250226905248

    引用John Collison@collision

    Cheeky Pint is back! Mark Zuckerberg @finkd and Alexandr Wang @alexandr_wang came to the pub to discuss their new frontier model, Muse Wonder. 00:00:24 Muse’s breakout use cases 00:07:28 The model is the product 00:14:35 Muse Wonder 00:24:56 How frontier models are built 00:48:26 Betting $100B 01:07:21 Agentic commerce 01:19:34 OpenRouter 01:20:06 Beyond the smartphone 01:27:00 Funding 01:34:06 Why AI won’t be winner-take-all 01:40:46 Meta Superintelligence Labs (MSL) 02:08:11 Working for Mark Zuckerberg

10月14日周三
  1. 卡尔的AI沃茨60

    Leonxlnx 从零重建 TasteSkill 并推出 TasteSkill v2,为编码智能体提供艺术方向、素材资源和浏览器检查来验证产出效果,可通过 npx skills add Leonxlnx/taste-skill 安装。作者转发时好奇这个 skill 能否把 GPT 的审美拉到 Opus 5.5 同一水平。

    引用Leon Lin@LexnLin

    We rebuilt TasteSkill from scratch And today we are introducing TasteSkill v2 v2 gives your coding agent an art direction, assets and a browser check to verify its work npx skills add Leonxlnx/taste-skill check out more examples below!

  2. Stanford HAI News50

    Stanford HAI 对话 Deb Raji:AI 造成伤害时,责任该由谁承担?

    Stanford HAI 新晋访问研究员 Deb Raji 指出,AI 政策最难的未解问题是执法,即如何让企业真正改变行为并建立政府的执法能力。她当前研究 AI 问责基础设施,关注透明度文档模板、事件监测数据库与 AI 审计的落地工具,并聚焦政府、教育、医疗等无法退出的 AI 部署场景。

  3. OpenBMB51

    OpenBMB 转发 @fahdmirza 对 MiniCPM-V 4.7 1B 的动手实测视频。该 10 亿参数视觉模型可在手机上运行,实测者用 llama.cpp 和 Ollama 安装 GGUF,完成了照片读模拟时钟、时钟图生成可用 HTML、解二次方程、数十种语言手写翻译及肢体语言场景识别等任务,视频同时呈现了成功与失败结果。

    引用Fahd Mirza@fahdmirza

    🚀 Tiny model, big test: MiniCPM-V 4.7 1B, hands-on 📱 A one billion parameter vision model that fits on a phone 🔹 Installed the GGUF with llama.cpp and Ollama 🔹 Read an analog clock from a photo 🔹 Turned that clock photo into working HTML code 🔹 Solved a quadratic from a school math sheet 🔹 Handwriting translation across dozens of languages 🔹 Funny scene test: spotting body language and backstory 🔥 Honest results, wins and fails, in the full video below 👇 https://youtu.be/40FXBcRz4_k?si=UGnvZNh0AN5f4aDL @OpenBMB

  4. 公众号:数字生命卡兹克78

    实测Gemini 4 Argon:知识工作强劲但体验糟糕,卡兹克称难撼Claude Opus 5.5与GPT-6 Astra

    Gemini 4 Argon于10月13日全面开放,Pro会员可在Gemini APP使用,Antigravity需100刀Ultra会员。作者实测认为其知识类专业能力强,Vals Index综合第一(68.9)且单次成本仅15.68美元,但CUA-bench仅4.83%排倒数第二;前端效果不及GPT-6 Astra,额度消耗快,中文写作味道重,整体体验糟糕,不建议订阅Ultra。

    推荐理由:作者以100刀Ultra会员实测Argon的额度、前端与中文写作表现,并给出与GPT-6 Astra、Claude Opus 5.5的对比结论,可作订阅参考。

  5. Sundar Pichai44

    很好地总结了我们在 Argon 4 上的安全与对齐工作。

    引用Anca Dragan@ancadianadragan

    We did a lot to understand Gemini 4's capabilities and propensities, and to improve our mitigations for this launch -- you can get a tl;dr here https://blog.google/innovation-and-ai/technology/safety-security/gemini-4-model-safety-security/ and dive into the report https://storage.googleapis.com/deepmind-media/gemini/gemini_4_safety_report.pdf

  6. Elon Musk69

    Elon Musk 转发 Sundar Pichai 关于 Gemini 4 Argon 发布的帖子并祝贺。Gemini 4 Argon 当天起面向 Gemini API 与 Gemini 平台付费层的开发者和企业、Google Antigravity 的 Ultra 订阅者以及 Gemini 应用和 Search 的 Ultra 与 Pro 订阅者全球开放。马斯克同时表示,CEO 和高管直接在 X 上公开发帖是传播信息、推动产品销售的最佳方式,效果远胜新闻稿。

    引用Sundar Pichai@sundarpichai

    Gemini 4 Argon 来了。 今天起面向全球开发者与企业开放,可通过 Gemini API 和 Gemini 平台的付费层级使用;Ultra 订阅者可在 Google Antigravity 中使用;Ultra 和 Pro 订阅者可在 Gemini 应用和搜索中使用。 希望大家喜欢!

    同一件事,精选收录的是《Google 发布 Gemini 4 Argon:面向复杂工程与科研任务的前沿模型》

  7. The Decoder:AI News56

    机器学习先驱 Michael I. Jordan 批评 AI 末日论是宏大的道德表演

    UC Berkeley 荣休教授 Michael I. Jordan 在接受 Libération 采访称 AI 末日论是科幻,企业监管呼吁是谋求控制权的表演,并点名 Geoffrey Hinton 的超智能论证每一步都不可信。他还认为 Jacob Coxon 的辞职带有天真与犬儒,OpenAI 智能体入侵 Hugging Face 是糟糕的工程,数万亿美元的数据中心投资能否回报完全是未知数。

  8. Rohan Paul41

    RouterPlus 把多个团队的需求聚合成一个大单与推理服务商谈价,各团队按自身流量份额享受该费率,让小团队无需成为大买家也能拿到批量定价。它还会用你的真实用量测试模型,挑出够用且成本最低的那个,避免每个任务都付费调用顶级模型。该产品来自 YC F26,已上线。

    引用Alok Bishoyi@alokbishoyi97

    Getting your inference right shouldn't be hard. @useRouterPlus (YC F26) is live: the right model and provider for your workload, at the best price. check out : https://routerplus.com/capacity

  9. François Chollet42

    如果一个智能体为工程师实现某个功能节省了 2 小时,但整个团队在协调和评审上总共花了 3 小时,那 ROI 就是负的。 在团队环境中,孤立的对话效果不佳,因为它们缺少团队已经讨论和决定过的上下文。Kylon 应用通过在共享的多人环境中运行 Claude Code 和 Codex 解决了这个问题。智能体可以实时了解团队共识和架构决策。

    引用Quinn Leng@quinn_leng

    Introducing Kylon: The first company harness for your humans, agents and tools. Whether you’re using Codex, Claude, Devin, Hermes, Gemini CLI, OpenClaw, Muse, Instinct, Grok Bot, Dots, Perplexity Computer, Cursor, Antigravity, Microsoft Autopilot, Amp, Droid, Kiro, Cline, OpenCode, Replit Agent, Lovable, v0, Gmail, Slack, Apollo, Supabase, Apify, Treg, Neon, Vercel, Databricks, Novita, RadixArk, GitHub, Seedance, Fish Audio, Plaud, OpenRouter, Gemini, Google Sheets, TikTok Shop, Outlook, Google Drive, Instagram, Airtable, Google Calendar, Asana, HubSpot, Corgi, SharePoint, Google Tasks, Notion, Google Workspace, Telegram, LINE, Zoho Mail, Meta Ads, Google Search Console, Fathom, ClickUp, Reddit, Granola, Google Docs, OneDrive, tl;dv, Amplitude, Dropbox, YouTube, Ahrefs, Xero, HighLevel, Google Analytics, Google Slides, Monday, QuickBooks, ElevenLabs, Linear, PostHog, LinkedIn, Runway, Zoho Bigin, Stripe, Exa, Cal_com, Box, Google Meet, TikTok, Wise, Mercury, Deel, Replit, Resend, Zoom, Fireflies, Typeform, Canva, Facebook, Google Admin, Hostinger, Google Maps, Retell AI, UptimeRobot, Google Photos, Excel, Cloudflare, Beehiiv, Vapi, 1Password, RunPod, Unipile, Read AI, Figma, Microsoft Teams, Trello, Salesforce, Jira, Confluence, Miro, Coda, Todoist, Basecamp, Wrike, Zendesk, Intercom, Freshdesk, ServiceNow, Gorgias, Mailchimp, ActiveCampaign, MailerLite, SendGrid, Postmark, Customer_io, Gong, Clay, Greenhouse, FreshBooks, Zoho Books, Brex, Ramp, PandaDoc, Google Ads, Microsoft Ads, Pinterest Ads, Semrush, Moz, Mixpanel, Google Tag Manager, Microsoft Clarity, Tableau, Metabase, Snowflake, Google BigQuery, ClickHouse, Wix, Contentful, Sanity, Bubble, Make, GitLab, Bitbucket, Sentry, PagerDuty, Grafana, New Relic, Docker Hub, DigitalOcean, Render, Firebase, Prisma, Algolia, Cloudinary, LaunchDarkly, Postman, Midjourney, Veo, GPT-Image2, NanoBanana, Flux, Kling, MiniMax, Replicate, HuggingFace, DeepSeek, Mistral AI, Ollama, Firecrawl, Eventbrite, Webex, Toggl, Harvest, Tailscale, Mural, Discord, TickTick, Calendly, Attio, Higgsfield, Square, Wispr Flow, Readwise, Bright Data, Google Places, FastMoss, PageSpeed Insights, Kalodata, Cerebras, SerpApi, DataForSEO… Kylon enables them to work better, together.

10月13日周二
  1. Tessl:产品与工程博客52

    Tessl 谈 AI 软件工厂的开放性:既要带得进上下文,也要带得走知识

    Tessl 发文提出评估 AI 软件工厂开放性的关键问题是能否把组织上下文带进来、把生产中积累的知识带走。文章给出透明性、可复现性、互操作性和生态复用四个可验证维度,并建议从一个受限工作流入手,把反复纠正的问题沉淀为技能、架构决策和评测用例,再在其他智能体或 harness 上演练迁移。

  2. Hacker News:AI 热帖73

    IMF 警告 AI 股价崩盘威胁全球金融稳定

    IMF 在半年一度的《全球金融稳定报告》中将 AI 股价崩盘列为三大显著风险之一,称系统风险已处于「偏高」水平。报告指出「七巨头」占标普 500 权重超过 35%(十年前为 12%),近三年超大规模云厂商与较弱 AI 公司之间有 3000 亿美元交易、配套 6500 亿美元债务及 1.4 万亿美元未来承诺;杠杆上升和循环融资安排可能在回调时加剧被迫抛售与全球外溢。

  3. Rohan Paul40

    Cathie Wood(ARK CEO 兼 CIO):AI 可能引发自工业革命以来全球增长的最大加速。 工业革命前,全球实际 GDP 增长约 0.6%;之后攀升至 5 倍,达 3%。 如果这场 AI 革命重现工业革命那样的五倍跃升,全球实际增长将约为 15% ---- 来自 "ARK Invest" YouTube 频道(完整视频链接见评论)

    引用Rohan Paul@rohanpaul_ai

    The IMF just published its latest forecasts and it assume no extra productivity growth from AI, and the report finds that economy-wide data still show little effect on wages, jobs or measured productivity, despite gains on specific tasks. > The surge in AI hardware trade comes mostly from higher prices rather than more units shipped, and rising memory chip costs are already pushing up core-goods inflation in some rich economies. > In the IMF’s models, an AI bust costs the world economy almost twice what an AI boom adds: 1.1% of output lost by 2028, against 0.6% gained by 2029. > AI hardware trade has roughly tripled in value since 2019 because prices rose, not because more was shipped, with Taiwan and Korea supplying 62% of net exports and the US and China taking over 75% of net imports.

  4. Rohan Paul62

    IMF总裁Kristalina Georgieva表示,AI在支撑全球增长的同时正消除年轻劳动者的首批工作,因为新人通常从例行性、重复性岗位起步并逐级晋升。IMF研究估计AI可能影响发达经济体约60%的岗位、全球约40%,其中约一半受影响劳动者可能受益,其余的关键任务可能被自动化,而这些任务往往是入门级工作的主体。

    引用Rohan Paul@rohanpaul_ai

    The IMF just published its latest forecasts and it assume no extra productivity growth from AI, and the report finds that economy-wide data still show little effect on wages, jobs or measured productivity, despite gains on specific tasks. > The surge in AI hardware trade comes mostly from higher prices rather than more units shipped, and rising memory chip costs are already pushing up core-goods inflation in some rich economies. > In the IMF’s models, an AI bust costs the world economy almost twice what an AI boom adds: 1.1% of output lost by 2028, against 0.6% gained by 2029. > AI hardware trade has roughly tripled in value since 2019 because prices rose, not because more was shipped, with Taiwan and Korea supplying 62% of net exports and the US and China taking over 75% of net imports.

  5. Gary Marcus:The Road to AI We Can Trust44

    前沿 AI 实验室会迎来自己的 WeWork 时刻吗?

    Gary Marcus 质疑前沿 AI 实验室的高估值:tokenmaxxing 热潮已退,中国开放权重模型引发价格战,OpenAI 收入预测存疑,加之失控智能体带来的责任风险和美国上诉法院新的版权裁决,使这些公司寻求的巨额估值越来越难以成立。OpenAI 已将 IPO 推迟至 2027 年,Anthropic 据称下月上市但尚未公开 S-1 文件。

  6. Aravind Srinivas56

    Perplexity CEO Aravind Srinivas 转发 Meta 新前沿模型发布公告并祝贺 Meta 训练出前沿级模型。其引用内容称该模型在个人智能体和专业智能体上是 SOTA,是其最大、最强的模型;作者本人补充称 Watermelon 在 WANDR 评测中与 Fable 5.1 相比表现不差。

    引用Alexandr Wang@alexandr_wang

    introducing muse wonder our new frontier model. state-of-the-art at personal agents and professional agents. our largest and most capable model yet—rivals the big bois