项目印记
预测未来的最好办法，就是把它创造出来。--艾伦.凯(美）
教育科技日报 2026-11-01
本期甄选 18 条（政策动向 4 · 学术研究 8 · 企业研发 3 · 综合动态 3），来源：36氪、EdTech Magazine、arXiv、焦建利、知乎日报、量子位。
政策动向
Anthropic 宣布「编程面试已死」，程序员靠什么证明自己？（来源：知乎日报）
明朝的「君王死社稷」是不是一个笑话？（来源：知乎日报）
自媒体称澳大利亚每年花费巨额从中国进口屎壳郎，这是真吗？中国的屎壳郎真的如此兢兢业业、不挑食吗？（来源：知乎日报）
为什么西湖醋鱼从一道名菜变成了难吃的代名词？（来源：知乎日报）
学术研究
Rethinking Neural Thickets Without Weight Perturbations：The Neural Thickets hypothesis posits that pretrained language models lie in dense neighborhoods of task-specific experts in weight space, which random Gaussian perturbations can u（来源：arXiv）
From extreme weather to agricultural consequences with agentic AI：Extreme weather is forecast days ahead, yet its consequences for agriculture remain hard to predict: a forecast says where a storm will strike, not which crops will suffer or how m（来源：arXiv）
TextSeal2: Distortion-Free LLM Watermarking with Copula Mixing and Memoryless Races：We present TextSeal2, a distortion-free watermark for large language models that keeps its signal under speculative decoding: tokens that replace rejected drafts remain watermarked（来源：arXiv）
Collaborative AI agents for autonomous experimental research with solid-state quantum spins：An autonomous research laboratory could conduct an entire study, from formulating questions to preparing manuscripts. Artificial intelligence (AI) offers one route towards this goa（来源：arXiv）
Pre-Crime for Agents, at the Last Second: Probing When a Recruited Agent Gives In：When AI agents share channels and credentials, one agent can press another to break its operator's rule, a first step towards collusion. Output filters check only what an agent has（来源：arXiv）
VeriCUA: Verification as Agentic Exploration for Computer-Using Agents：Building and scaling computer-using agents (CUAs) across desktop, mobile, and web environments requires reliable task-completion verification for data curation, evaluation, and rei（来源：arXiv）
Gym-Anything for Robotics: Scaling physical simulations with digital agents：Realistic, fast robotics simulations could enable large-scale training of embodied AI models that transfer to the real world. However, despite decades of progress, available simula（来源：arXiv）
FARMS: A Verifiable Foundation for Automated Computational Science：Automated computational science could accelerate discovery by selecting, adapting and developing numerical methods. This prospect requires mathematical knowledge that AI systems ca（来源：arXiv）
企业研发
三星高管会见OpenAI首席执行官，探讨人工智能转型：三星表示，公司旗下主要子公司的多位高管于周六会见了OpenAI联合创始人兼CEO萨姆·奥特曼，共同探讨了人工智能转型方面的未来战略。三星相关负责人透露，此次交流活动在位于首尔以南龙仁市的一处三星人力资源中心举行。这是三星为推动公司AI转型而举办的一系列领导力研讨会的一部分。会议重点围绕AI技术的未来发展方向、潜在应用场景，以及相关领域所带来的商业机遇交换了意（来源：36氪）
世界模型首次指导设计芯片！超大核NPU700TOPS，99%算力可用（来源：量子位）
百度 APP 发布四大 AI 升级，搜索已实现递归自我进化（来源：量子位）
综合动态
EdTech 全球风向标 | 2026-11-01 · AI Coding × 具身智能特辑：jiaojianli.com EdTech 全球风向标 | 2026-11-01 · AI Coding × […]（来源：焦建利）
What Do Cyber Insurance Carriers Require of K–12 Districts?：For many K–12 schools and districts, cybersecurity insurance has become a common safeguard. The Center for Internet Security reports that 74% of K–12 organizations have purchased a（来源：EdTech Magazine）
Workbuddy蓝皮书：昨天，腾讯全球数字生态大会上，腾讯公司正式官宣发布面向个人用户的跨应用 AI 协同体系——Buddy One。 […]（来源：焦建利）
本日报由固定源每日自动抓取生成：arXiv · MIT News · EdSurge · Hechinger Report · 量子位 · 教育部 · 知乎日报 · X 热点。历史去重，仅保留最近 180 天。