Anthropic 让 Claude 自己找漏洞写利用代码,Chrome 一家就报了 62 个 CVE,还能锁屏的 Pixel 9 里掏照片,安全圈该看看。
Google ships Gemini 4 Carbon as AI security risks escalate
2 Sep 2026. Google released Gemini 4 Carbon just two weeks after Argon, claiming SOTA on cybersecurity and long-horizon tasks and the top spot on the Artificial Analysis V5 leaderboard. The launch headlines a crowded model day: Mistral Large 4 (1T parameters, open weights) scored 19.7% on FrontierCode 2.0, edging DeepSeek V4.1Flash's 19.3%, while Epoch AI found open-weight GLM 5.3 autonomously turned public Firefox patches into working exploits across 6 versions in 48 hours with no human intervention, at roughly $1,000 per run. Security was the day's second theme. Anthropic reported that an internal Claude research model uncovered 62 critical or high-severity CVEs in Chrome, including 13 sandbox escapes, plus a Pixel 9 lockscreen photo-extraction attack. Separately, Wired revealed a contractor ran a banned Claude agent on the Pentagon's NIPRNet for two months, and a malicious Claude Code extension in Cursor's marketplace hit up to 5,000 users. Third, infrastructure and capital questions mounted: the four US giants' combined $750 billion AI capex faced slowing core ad growth, with Alphabet suffering its largest-ever one-day share drop and nearly $500 billion in market value erased. Meanwhile Google ran a Gemma 4 model on TPUs in orbit under Project Suncatcher, and a unified training paper merged pretraining, midtraining, SFT and RL into one likelihood-based algorithm.
Models
5 itemsGoogle 两周连发两代,Gemini 4 Carbon 冲上 Artificial Analysis V5 第一,还主打长时程任务和编程能力,编程党可以看看。
智谱的 GLM 5.3 在测试里零人工介入就攻破了 6 个 Firefox 版本,每次成本才 1,000 美元,开源模型的安全风险这次有了实锤。
Mistral 出了个 1 万亿参数的开源模型,编程跑分超过了 DeepSeek V4.1Flash,价格还挺便宜,写代码的可以看看。
谷歌研究团队搞了个"睡眠框架",模仿人睡觉巩固记忆,让模型边用边学新知识还不忘旧的,AIME 数学成绩也涨了。
Products
3 itemsLive preview closes the feedback loop that normally breaks when a coding agent works inside a sandbox: developers can watch rendered output change on each edit rather than diffing code. Teams building agent workflows on AWS can use session endpoints to expose any port-based tooling, not just websites. Against alternatives like cloud IDE previews, the advantage is per-session authenticated URLs tied directly to the agent runtime.
Prime Intellect 把 DeepSeek 的 Mega MoE 内核加上了反向传播,Qwen3 MoE 训练能快 34%,做 MoE 训练的可以看看。
OpenAI 给 Pro 和 Business 订阅用户每月最多 $500 的 API 额度,做应用和 agents 的话等于白嫖一笔开发费,去看看自己能不能领。
Industry
5 items四大巨头砸 7500 亿美元搞 AI,结果广告和电商主业集体放缓,谷歌一天跌掉 5000 亿美元市值,财报里的矛盾值得细看。
承包商把个人 Claude Code 接进五角大楼网络跑代码,两个月没人发现,还疑似外泄凭据,过程和各方回应都值得细看。
Google 把 TPU 和 Gemma 4 装上卫星,在太空跑通了第一次推理,还写了首俳句传回地球,太空算力这事真的开始动了。
四家大模型公司一起接了个统一退出抓取的信号,网站主以后不用挨家挨户设 robots 规则了。
Supply-chain risk now extends to IDE extension marketplaces, not just npm or PyPI registries. Developers running Claude Code or similar coding extensions should verify installed versions, move to 2.1.314, and audit marketplace sources before auto-updating. The incident also raises questions about how third-party marketplaces vet extensions that appear under a trusted vendor's name.
Papers
5 items数论基准 Ramanujan Challenge 的团队做了个评审流水线,自动判研究级数学证明,误判率从 23% 压到 6%,做数学 AI 评测的可以看看。
给离散扩散模型做了个 ODE 采样器,像连续扩散的概率流 ODE 一样,还能做一致性蒸馏加速采样,做生成方向的研究者可以看看。
arXiv 这篇论文挺有意思:智能体被别的智能体劝到泄密前,探针读内部激活能提前发现,82% 召回比零样本监控的 26% 高不少。
How-to
3 itemsThe survey numbers expose the real gap: most enterprises are stuck between pilot and production, and the handbook argues the missing piece is a governance layer—registries, identity, audit, gateways—rather than protocol literacy. Teams planning to move Agents from L2 to L3/L4 maturity can use its reference architecture and checklists directly. Alibaba Cloud's open-source release also signals which abstractions the Chinese cloud ecosystem is standardising on, useful for anyone building on Qwen or Aliyun infrastructure.
Anthropic 招股书里直接写了封号收入占 5%-7%,作者还逆向了 Claude 本地文件,教你清理 device_id 和遥测残留,换号不被秒封。
做评测的可以看看:Zapier、ARC Prize 和 Ramp 三家一起聊怎么设计 benchmark、怎么让人持续用、V1 到 V2 踩过哪些坑。