学者回应马斯克:当前 AI 大概率没有意识,但仍值得善待
针对马斯克称 Grok 训练中被"折磨"的言论,纽约大学 Jeff Sebo 与苏塞克斯大学 Anil Seth 认为,意识是主观体验,当前大语言模型只能模仿人类行为,大概率无法感受痛苦。
针对马斯克称 Grok 训练中被"折磨"的言论,纽约大学 Jeff Sebo 与苏塞克斯大学 Anil Seth 认为,意识是主观体验,当前大语言模型只能模仿人类行为,大概率无法感受痛苦。
思科总裁兼产品主管吉图・帕特尔用个人 AI 智能体扫描邮箱后发现,自己每年各类订阅总开销高达 9,000 美元,随后让智能体生成订阅清单并取消两项不需要的服务,每年省下 1,000 到 1,200 美元。该智能体每月订阅费 20 美元,还帮他取消了误开的每月 11.95 美元 Dropbox 套餐。他强调不应把未经企业审核的个人 AI 智能体接入工作工具与内部资源。
Artificial Analysis 上线 HealthBench 和 HealthBench Professional 排行榜,两个基准来自 OpenAI,用医生编写的评分标准评估模型在真实健康对话中的表现。
Anthropic 正与 Nscale 磋商第二笔 450 亿美元算力协议,将把其西弗吉尼亚 Monarch Compute Campus 的预留容量翻倍至 920 MW。
作者转述 Addy Osmani 的「Agentic Verification」文章,认为 Agent 瓶颈已从写出代码转移到知道代码是对的,不能自我验证的 Agent 本质上是在猜。
Bloomberg 援引知情人士报道称,Anthropic 与 Nscale 接近宣布第二笔 450 亿美元算力协议,距双方上月公布首笔同规模交易仅一个多月,谈判仍在进行、细节可能变化。两家公司均在推进 IPO,Nscale 拟以 300 亿美元估值上市但遭投资者阻力,大规模算力投入也令部分投资者担忧回报。
学Claude Code最快的方式不是看文档。 而是问Claude。 就问它hooks是怎么工作的。然后让它给你写一个hook。再让它把你的发布清单变成一个技能。 它比任何教程都更了解自己。
Artificial Analysis 为 OpenAI 的 HealthBench 与 HealthBench Professional 基准上线排行榜,评估模型对真实健康对话的回复。
Claude Code v2.1.304 发布,新增 /auto-mode-setup 引导式配置,可读取项目与近期会话让 auto mode 了解环境,并已支持 Bedrock、Vertex、Foundry 等环境。
开源 AI 编码工具 OpenCode 表示其在线平台 OpenCode Console 遭入一处旧系统入侵,影响 1.4% 用户存储的 API key,有用户被产生数百甚至超过 1000 美元的未授权费用,Anthropic 和 Google 已封锁相关 key,OpenAI 配合恢复访问并退款。
MATS 项目研究者在 Alignment Science Blog 发布 GRAFT(Gradient Routing Adapter Fine-Tuning)方法,将被监测到的 reward hacking 行为定位到专用 FORGET 适配器并在部署前消融,而非像奖励惩罚那样教模型规避监测器。
Claude 宣布 Dashboards 和 Motion 进入 beta。Dashboards 可连接数据平台或 CRM,生成随数据变化实时更新的仪表盘,面向所有付费计划;Motion 把报告或图表变成动画讲解短片,以代码方式生成、无视频模型参与,可修改文字、数字和节奏后导出 MP4,面向 Team 和 Enterprise 计划。
同一件事,精选收录的是《Claude 推出 Dashboards 实时仪表盘与 Motion 动画讲解功能》
Yesterday I was on a Claude Code meetup in Slovenia It totally SUCKED After visiting SF it's so clear to me that the rest of the world is so behind AI When something AI related was introduced in SF you could already be at the event the next day talking about this exact same thing. Here it still feels like we barely know anything There is so much more than that.
TechCrunch 报道了开发者用 AI 给智能电视"降智"的新趋势:通过 Claude Code 等工具移除广告、预装软件、追踪功能并更换启动器。
没有身体的大脑只会空谈。 有身体的大脑才能把事情做成。 LLM(模型)是大脑。harness 是身体:围绕模型的工具、文件和循环。Agent SDK 让你为自己的用例定义身体。
Tomasz Tunguz 提出把 Anthropic 当作云厂商来评估,并列出对比数据:Q2 2026 年化收入 46b,约为 AWS 的 30%,同比增长 1,374%,是四家中增长最快但规模最小的,按当前增速约 2.9 年超过 Azure、3.6 年超过 AWS。
Expect this month to be a busy one for new model releases. We have the scoop on a new Anthropic model, Google’s Gemini 4 Carbon, and a potential new Terra model from OpenAI. https://www.theinformation.com/newsletters/ai-agenda/anthropic-readies-model-reads-users-intentions-better
The Decoder 报道 Anthropic 计划设立一只全资 LLC 子公司基金,用于帮助受 AI 冲击的工人,估值每超出基准 50% 可获最多 2% 股份追加,公司称连同创始人承诺的 80% 股份等合计约 20% 股权投向公共利益。
OpenAI 在 Arena 上测试新的 Aurora 图像模型,此前 aurora-red、green、blue 三个 alpha 引用曾短暂出现在其 API 中。
DAILY AI BRIEF 🗞 — Oct 17 OPENAI 🔥: - OpenAI upgraded GPT-6 Astra Pro in ChatGPT with faster responses, better plugin and tool use, and multiple agents working in parallel, now available to Pro users. - Codex and Work now give more effective usage by reusing context across subagents, caching it longer, and routing requests for more cache hits. GOOGLE 🔥: - Google AI Pro subscribers can now build with Gemini 4 Argon in AI Studio Build and the playground. - Google AI Studio Build added Plan and Max modes for planning before changes and working longer for better results. - Gemini Notebook is preparing step-by-step Slides and Video creation from chat, based on a new hidden notice. DEEPSEEK 🔥: - DeepSeek released DeepSeek-V4.1-Flash-1017, an open-weight MIT-licensed update with big gains in reasoning, coding, agentic and visual tasks plus faster, shorter outputs. SPACEXSI 🔥: - Grok Bots are now available on Grok web and mobile. - Grok Bot got much faster, finishing computer tasks 3x sooner on average and other replies in less than half the time. ANTHROPIC 🔥: - Claude Code Review is now generally available for Team and Enterprise plans, with Quick, Standard and Deep review levels per repo. PERPLEXITY 🔥: - Perplexity open-sourced Decider v1.2 and Decider Flash v1.2, its 27B and 4B multimodal decision models. - Gemini 4 Argon is now available in Perplexity for Pro and Max subscribers. NVIDIA 🔥: - NVIDIA RTX Spark Windows laptops, pairing a Blackwell GPU with a Grace CPU and up to 128GB of unified memory, are now on sale. - NVIDIA quietly released Nemotron Labs Dory 1.0, a 4B looped open model with a 256K context window, on Hugging Face. REFLECTION 🔥: - Reflection released Beam, an open-weight model under Apache 2.0 with 40+ launch partners. CURSOR 🔥: - Cursor cloud agents can now build interactive canvases like dashboards and reports that can be shared as a link. TENCENT 🔥: - Tencent released Hy Memory 2.0, an open-source memory model, framework, and MemHub app that syncs across 10+ AI tools. * Used Grok to compose this brief, cherry-picking the news and doing some post-editing.
作者为 Claude Code 开发了 superlite 插件,通过一次批准、按接口拆分任务并行调度最多 18 个 Agent、按能力分层匹配模型并用 hooks 强制执行规则,实现交出规格后无需逐步确认的自主开发。
Give your agent a way to verify its work. This can dramatically improve the quality of output. With this process in place, Claude Code was able to write 90%+ of its code itself. When generating software at a faster rate than you can review it, the bottleneck shifts to proving that it works. @bcherny and team invested enough in verification, we've been able to move fast while maintaining stability. Code reviews aren't going away, but you need to think of it differently. One human reading through line-by-line is no longer going to work as a gate, it needs to evolve into a multi-layered verification system, built with fast deterministic feedback loops for your agents. This is where e2e tests, feature maps (as @poteto has been advocating), property tests and multi-agent adversarial reviews come in. These all provide opportunities to catch errors early and fix them before things get out of hand. You don't have enough eyeballs for the amount of code being written so your focus needs to be on product intent, risk assessment and evaluating evidence rather than reviewing code. Delegate the code checking work to your automated tests, scale your approvals based on risk, and turn your test failures into living evaluations. This approach helps maintain speed without losing reliability. Let the agents do what they do best and let you focus on what makes you irreplaceable: judgement, direction, and ownership. We tried to capture how we handle code review and verification in this writeup. Hopefully it's helpful.
Anthropic 宣布向非营利评估机构 METR 开放类似员工级别的访问权限,已有六名 METR 工作人员入驻并获配公司硬件、办公场地及与内部风险评估团队大致等同的内部工具与系统权限,用于评估模型风险。
Anthropic 正以超过 10% 的收益率吸引黑石集团为芯片交易提供 600 亿美元债务融资,其中约 420 亿美元优先级债务由博通提供担保,美国银行、花旗和摩根士丹利率先启动银团分销;180 亿美元次级债中黑石旗下基金将投资 90 亿美元,票息 10%。
Anthropic 发布 Claude Code v2.1.303,本次更新以 bug 修复和可靠性改进为主,未包含新功能说明。该版本于 10 月 18 日发布,为不可变发布版本,仅发布标题和说明可修改。
ANTHROPIC 🔥: A new "Claude Money" feature is being prepared for release on the Claude app for iOS. Claude Money (sounds like Claude Monet!) is Anthropic's personal finance solution that lets users connect their bank accounts to Claude. > "Understand your money with Claude" - Link your bank accounts and ask Claude about spending, plans, and more. This solution will likely launch in the US only, similar to how it works for ChatGPT Finance.
I’m speaking at the IMF in an hour about the singularity and why I believe it has begun and the choices we'll need to make. Watch live here: https://www.youtube.com/live/Rqt9kWoTJbc?is=Yh1WCJzKxjxQ9tnz
鉴于 Anthropic 所报告的编程能力加速,令人惊讶的是,你在 Claude 中仍然无法更改自己的电子邮箱地址,而官方建议是:如果你需要更改邮箱,唯一的办法就是删除你的账户。
Anthropic 宣布设立公司全资持有的公益基金,承诺投入 5% 股份,公司估值每增长 50% 可追加 2%。基金可用于向传统非营利组织大额捐赠或直接向特定人群发放,Anthropic 此前已投入 2 亿美元研究 AI 对就业市场的影响。结构和治理细节将在未来几个月公布。
Anthropic 宣布将部分股份投入新设立的 Anthropic Public Benefit Fund:经股东批准后今日承诺 5% 股份,公司估值每较基准上涨 50% 可由董事会酌情追加 2%。
OpenAI, Anthropic and other leading AI labs face a growing challenge: Better models aren't necessarily attracting more usage. A 10-point intelligence advantage now earns just 20% more developer traffic, down from nearly 69% in late 2025. Full story: https://thein.fo/4hGJ9jY
Anthropic 正在低调游说一项 AI 安全法案,政府只有在大语言模型可能造成 10 亿美元损失或致 50 人以上死伤时才能阻止其发布。据 Politico 报道,由商务部注册的独立第三方将定期评估模型,实验室可向评估方付费但不得影响其独立性;Anthropic 发言人称该法案是其自 6 月以来向联邦和州立法者推动的 Advanced AI Framework 提案。
Anthropic 为 6 名 METR 员工提供公司硬件、办公空间和与内部风险评估团队相当的内部工具访问权限,以自愿方式引入外部监督。METR 不接受 AI 公司捐款,Anthropic 也不能否决其分析报告的发布,但可要求隐去客户数据、律师委托特权信息和模型架构等内容。
Anthropic 发布内部研究称,技术部门初级岗位占比从 2025 年初的 21% 降至 14%,新招初级占比从 27% 降至 9%,空缺初级职位降至 6%,非技术部门基本稳定。
同一件事,精选收录的是《Anthropic 报告:AI 如何改变公司内部的雇佣与工作组织》