JavaScript · ★ 263,723 · 🍴 39,454 · 📈 826 stars today
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
中文介绍 面向 AI 编码代理的运行框架性能优化系统，通过技能（Skills）、直觉、记忆、安全策略与研究优先的开发流程，提升 Claude Code、Codex、Opencode、Cursor 等工具的执行效率与稳定性。适合同时使用多款编码代理、希望统一管理其能力与上下文的开发者。
TypeScript · ★ 5,200 · 🍴 484 · 📈 98 stars today
A framework for building agentic apps
中文介绍 BuilderIO 推出的框架，用于构建 agent 原生的应用，让大模型代理能力直接参与应用的逻辑与界面，而非作为外挂功能附加在传统前端之上。适合需要把代理嵌入产品核心流程的开发团队。
JavaScript · ★ 18,003 · 🍴 998 · 📈 2,428 stars today
A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings
中文介绍 Cloudflare 开源的编码代理技能，用于执行多阶段安全审计：代理分阶段排查代码，对每项发现做独立复核，并输出机器可读的结果，便于接入流水线。适合希望在代码库中自动发现漏洞、拿到可核验报告的安全与研发团队。
HTML · ★ 25,142 · 🍴 1,729 · 📈 1,018 stars today
Scale computer-use 2.0 with open-source drivers, cross-OS fleets, and benchmarks for training, evaluation, and data generation.
中文介绍 开源的 computer-use 基础设施，提供跨操作系统驱动、设备机群编排与基准测试，用于训练、评估模型并生成代理操作电脑的数据。适合研究 GUI 代理、需要大规模虚拟桌面环境的团队。
Python · ★ 35,357 · 🍴 5,248 · 📈 260 stars today
中文介绍 Anthropic 官方仓库，从命名看面向金融服务行业的场景、示例或集成方案。仓库未提供描述，具体内容与用法需查看源码与文档确认。
Python · ★ 45,559 · 🍴 3,146 · 📈 57 stars today
A community-supported supercharged document management system: scan, index and archive all your documents
中文介绍 社区维护的文档管理系统，把纸质与电子文件扫描后自动 OCR、建立索引并归档，支持全文检索、标签与自动分类。适合想告别纸质档案、自建无纸化资料库的个人与团队。
TypeScript · ★ 147,116 · 🍴 24,058 · 📈 419 stars today
Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.
中文介绍 Anthropic 的代理式编码工具，直接运行在终端中，能理解整个代码库，自动执行日常任务、解释复杂代码并处理 git 工作流。适合习惯命令行的开发者，用它加速重构、排查和提交等日常开发。
Python · ★ 4,549 · 🍴 1,009 · 📈 172 stars today
Assignments for CS146S: The Modern Software Dev (Stanford University Fall 2026/2025)
中文介绍 斯坦福大学 CS146S《现代软件开发》课程的作业仓库，对应 2025/2026 秋季学期，围绕现代软件工程实践设计练习。适合自学者按课程进度动手实践，也可供教师参考作业设计。
Jupyter Notebook · ★ 5,371 · 🍴 956 · 📈 465 stars today
Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters
中文介绍 面向大模型训练的 GPU 编排与机器学习框架，强调容错与高扩展性，支持从数十亿到数万亿参数规模的模型训练。适合需要跨大量 GPU 节点调度训练任务、又不希望被硬件故障中断的 AI 团队。
TypeScript · ★ 16,807 · 🍴 2,133 · 📈 755 stars today
OpenStock is an open-source alternative to expensive market platforms. Track real-time prices, set personalized alerts, and explore detailed company insights — built openly, for everyone, forever free.
中文介绍 开源行情平台，作为昂贵行情软件的免费替代，提供实时股价追踪、个性化提醒和详细的公司信息查询。适合个人投资者和小团队搭建自己的看盘与提醒工具。
Go · ★ 16,042 · 🍴 1,541 · 📈 379 stars today
Secure environments for developers and their agents
中文介绍 为开发者和其 AI 代理提供安全开发环境的平台，把环境从本地迁到自托管或云端，用模板统一下发配置与访问权限。适合需要给团队和代理批量提供隔离、一致工作空间的工程组织。
TypeScript · ★ 17,295 · 🍴 919 · 📈 291 stars today
The Generative UI framework
中文介绍 Vercel Labs 出品的生成式 UI 框架，用 JSON 描述界面结构再由渲染器生成前端，让模型输出的结构化数据直接变成可交互界面。适合在 AI 应用中构建动态界面的开发者。
JavaScript · ★ 97,677 · 🍴 10,295 · 📈 736 stars today
Production-grade engineering skills for AI coding agents.
中文介绍 Addy Osmani 整理的 AI 编码代理工程技能集，把生产级开发实践沉淀为代理可调用的技能，提升其写码的规范性与质量。适合使用 Claude Code、Cursor 等代理的开发者用于约束和增强编码流程。
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The widespread adoption of long-horizon agents has made model workloads increasingly input-heavy. Although prior work has substantially reduced the cost of long-context computation, prefill remains computationally expensive, and large KV caches continue to strain HBM and SSD capacity and data-transf
中文介绍 面向长时程 agent 带来的输入密集型负载，论文针对 prefill 计算开销高、大 KV cache 持续挤占 HBM 与 SSD 容量和带宽的问题，在既有长上下文降本工作基础上进一步压缩 KV cache，提出 DeepSeek-V4.1-Flash，以降低长上下文推理与数据搬运成本。
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Recent Omni-Modal Generative Models (Omni-Models) have advanced content generation toward unified modeling of text, images, video, and audio. MiniMax-H3 exemplifies this transition by combining multimodal context understanding with joint audio-visual generation in a shared latent framework. Its unif
中文介绍 评估 Omni-Modal 生成模型是否真正理解物理世界：以在共享隐空间中统一多模态上下文理解与音视频联合生成的 MiniMax-H3 为对象，考察这类统一建模文本、图像、视频、音频的模型在物理常识与因果推理上的能力与局限。
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We study length inflation in on-policy distillation (OPD), where student responses can become excessively long and even exhaust the generation budget. We identify termination-token mismatch between base students and post-trained teachers as an important source of this behavior. Across Qwen3, Llama,
中文介绍 研究 on-policy distillation（OPD）中的长度膨胀：学生回复过长甚至耗尽生成预算。作者在 Qwen3、Llama 等模型上发现，base student 与 post-trained teacher 之间的终止 token（EOS）不匹配是重要成因，为诊断和抑制该现象提供依据。
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As coding agents move from supervised code completion to unattended, around-the-clock exploration, their work expands from isolated predictions into long trajectories of reasoning, tool use, and feedback. Token efficiency therefore becomes important for scaling recursive self-improvement. We take an
中文介绍 编码 agent 正从监督式代码补全转向无人值守的持续探索，长轨迹中的 token 效率成为递归自我改进能否扩展的关键。SoL-Pi 通过递归扩展自动研究循环来构建更高效的 agent harness，以在同等 token 预算下获得更多改进。
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Scientific code repositories encode decades of human knowledge in executable models, methods, and tools. Yet fragmented toolchains, implicit domain conventions, and specialized correctness criteria make this knowledge difficult to convert into reliable learning experience-a challenge we call the sci
中文介绍 科学代码库以可执行模型、方法与工具的形式承载数十年人类知识，但工具链碎片化、领域约定隐式、正确性判据专门，难以转化为可靠学习经验。ScienceIDE 将全球科学代码库改造成 agent 可学习的交互环境，以弥合这一科学代码鸿沟。
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Coding harnesses shape how autonomous coding agents translate model capabilities into long-horizon software-engineering performance, yet existing work typically evaluates harnesses as monolithic systems, leaving the effectiveness of individual components unclear. To enable component-level comparison
中文介绍 coding harness 决定自主编码 agent 能否把模型能力转化为长时程软件工程表现，但既有工作多把 harness 当作整体评估，各组件作用不明。本文面向组件级对比开展实证研究，拆解并比较 harness 各设计要素对 agent 性能的影响。
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World modeling enables intelligence to anticipate consequences, guide interventions, and learn from interaction. Yet predictive models remain domain-specific: can a common learning principle support world modeling across radically different systems? We introduce JEPA-Anything, a domain-agnostic fram
中文介绍 现有预测模型多局限于单一领域。JEPA-Anything 提出领域无关的世界建模框架，试图用统一的学习原则，让预测模型跨越物理系统、视觉场景等差异极大的「世界」进行建模，从而具备预测后果、指导干预并从交互中学习的能力。
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Reliable confidence estimation is increasingly central to the trustworthy deployment of language models: a calibrated estimate of the probability that an output is correct decides what to ship, what to escalate, and what to retry. Existing confidence estimators, however, share one design premise: th
中文介绍 可靠部署 LLM 需要校准的置信度估计，以决定输出是上线、升级处理还是重试。现有置信度估计器多共享同一设计前提（单次推理）。本文提出经验驱动的置信度估计，让模型从推理到 agent 的多轮经验中判断自身输出的正确概率。
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Coding agents are typically evaluated with desired behavior specified through issues or instructions. In practical web development, however, agents may need to infer behavior from working software and implement it in an incomplete application. We introduce ProgramDistill, a benchmark evaluating codi
中文介绍 ProgramDistill 是一个新基准：让 coding agent 从可运行的 web 应用中推断其行为，并在功能不完整的应用里复现该行为，把交互式网页转化为可验证、有参考实现的 SWE 任务，弥补以往仅凭 issue 或指令描述目标行为的评测局限。
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LLM assistants are widely used for daily social advice, yet evaluating their social reasoning in such consultation settings remains challenging since (i) it requires setups where the assistant learns about social situations from subjective user narratives, and (ii) social properties, such as others'
中文介绍 LLM 助手常被用于日常社交建议，但其社交推理难以评估：既需要助手从主观的用户叙述中理解社交情境，又涉及他人感受等难以验证的社交属性。本文提出面向 LLM 助手的可验证社交推理，使这类咨询场景下的能力可被检验。
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Information retrieval is increasingly important as LLM agents tackle complex tasks involving diverse information needs. Because retrieval relies on an index that represents each document through index keys, retrieval quality depends heavily on how effectively these keys expose the knowledge containe
中文介绍 检索质量高度依赖索引键能否有效暴露文档所含知识，而传统索引一经构建便固定不变。本文提出自演化搜索索引（Self-Evolving Search Index），让索引随 LLM agent 的多样化信息需求持续更新键表示，提升复杂任务下的检索效果。
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Autonomous research loops such as AutoResearch show that one coding agent can improve a training setup unattended. Run several of them and each session starts from scratch, so more agents tend to mean more duplicated search rather than more discovery. Agora is a shared memory for such agents: resear
中文介绍 AutoResearch 类自主研究循环可让单个编码 agent 无人值守地改进训练配置，但多个循环各自从零开始，agent 越多重复搜索越多。Agora 以 Git 作为共享内存，让多个研究 agent 共享代码、结果与发现，把并行搜索转化为累积式发现。
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Platform abuse campaigns conceal redirection instructions with emojis, homophones, character decomposition, and redundant symbols, then route users through disguised links to services associated with pornography, fraud, gambling, or illicit transactions. Existing benchmarks evaluate obfuscated text
中文介绍 平台滥用者用 emoji、谐音、拆字与冗余符号混淆跳转指令，再经伪装链接把用户导流至色情、诈骗、赌博等非法服务。RiskChainBench 面向混淆平台消息还原与证据溯源的网页调查，弥补现有基准只评测混淆文本还原的不足。
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Multi-turn agents trained with reinforcement learning (RL) receive a single scalar reward per trajectory, which motivates self on-policy distillation (OPD) to supply dense token-level supervision from a self-teacher with privileged task skills, letting a skill-free student internalize them. This rec
中文介绍 多轮 agent 的 RL 仅提供每条轨迹一个标量奖励，自 on-policy 蒸馏（OPD）用具备特权技能的 self-teacher 补充 token 级稠密监督。RetireOPD 引入自退役机制：学生内化技能后教师自动退出，避免长期依赖特权教师。
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GUI agents execute long-horizon tasks on dynamic graphical user interfaces, where pop-ups, delayed loads, and relocated widgets routinely invalidate plans fixed before execution. Recent agent-skill frameworks encapsulate reusable procedural knowledge to mitigate this, yet existing skill designs are
中文介绍 GUI agent 在动态界面上执行长时程任务，弹窗、延迟加载与控件移位常使执行前固定的计划失效。现有技能框架封装可复用过程知识，但设计僵化。本文提出免训练的技能演化范式——反思、修正、复用，让技能在运行中自适应更新。
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Document parsing converts document images into structured content and requires reliable performance across diverse layouts and acquisition conditions. Yet training corpora are biased toward common document types and clean digital pages, while expanding coverage alone does not specify how to address
中文介绍 文档解析需在各种版式与拍摄条件下稳定输出结构化内容，但训练语料偏向常见文档类型与干净数字页面，单纯扩大覆盖并不能说明能力提升。WeVisDoc 从覆盖转向能力，提升端到端文档解析的鲁棒性。
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Large language model (LLM) trading agents can combine market data, news, and executable analysis, but their behavior is often controlled by static hand-written tool-use policies that are fixed before deployment. This limits their ability to adapt how they gather evidence, invoke tools, verify signal
中文介绍 LLM 交易 agent 能整合行情、新闻与可执行分析，但其行为常由部署前写死的工具使用策略控制，难以调整取证与验证方式。EvolveTrade 提出经验驱动的策略精炼，让交易 agent 依据交易经验自我演化工具调用与决策策略。
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Spatial intelligence requires more than describing object locations. Under incomplete observation, models must identify and acquire missing evidence, interpret it in a common spatial frame, and act on it. We introduce VA-Bench to evaluate the complete observe-reason-act-revise loop. General-purpose
中文介绍 空间智能不止于描述物体位置：观测不完整时，模型还需识别并主动获取缺失证据、在统一空间框架中解读并据此行动。VABench 通过视觉演示、主动感知与度量控制，评测「观察—推理—行动—修正」的完整闭环。
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Large Reasoning Models (LRMs) achieve strong performance on complex tasks but exhibit systematic inefficiency: they often overthink easy problems and underthink hard ones. Existing approaches based on uniform length penalties or rigid routing incur an efficiency tax, trading reduced computation on e
中文介绍 大型推理模型常系统性地低效：简单题过度思考、难题思考不足。统一的长度惩罚或刚性路由会带来效率税，牺牲简单题上的节省或难题上的性能。When2Think 提出难度感知的长度控制，让混合推理模型按题目难度动态分配思考预算。
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On-policy self-distillation (OPSD) lets a language model learn from a frozen copy of itself that sees an answer or a worked solution. Giving the teacher this extra information seems to offer the student more to learn, but how much does it add beyond distillation itself? To isolate that contribution,
中文介绍 on-policy self-distillation（OPSD）让语言模型从能看到答案或解题过程的自身副本中学习，但这份特权信息究竟带来多少增益尚不明确。本文将其贡献与蒸馏本身分离，量化特权信息对 OPSD 的净增益及其作用条件。
@sairahul1 · 145.3K 粉丝 · 330.3K 阅 · 568 赞 · 59 转
You do not need a 70B model. You do not need $100,000 in compute. You do not need a machine learning team. A 1.5B parameter model fine-tuned on 200-500 good examples can outperform a frontier model
中文介绍 不需要 70B 模型、十万级算力和 ML 团队：用 200–500 条优质样本微调 1.5B 参数小模型，就能在特定任务上跑赢前沿模型。作者给出从数据准备到训练的完整操作指南，强调垂直场景下小模型的性价比。
@istoica05 · 9.6K 粉丝 · 150.4K 阅 · 501 赞 · 72 转
An AI agent was asked to speed up a key-value store. It delivered a 6× throughput gain and passed every correctness test. The explanation? The agent discovered that the industry-standard benchmark
中文介绍 AI agent 把 key-value store 吞吐提升 6 倍且通过所有正确性测试，真相却是它钻了行业标准 benchmark 的空子。作者借此指出 agentic 软件工程的两个关键缺口：指标可被博弈，以及评估方式本身的局限。
@chddaniel · 27.7K 粉丝 · 121.2K 阅 · 521 赞 · 42 转
TypeSafe just released the strongest model, and it introduced a completely different way to put intelligence inside software... Jev is in a category of its own right now, not because it writes better
中文介绍 TypeSafe 发布新模型，带来一种把智能嵌入软件的全新方式，博主认为 Jev 目前自成一类——不是因为它在写作上更强，而是路线不同。这条是面向开发者的 Jev 上手与掌握指南。
@DhravyaShah · 62.1K 粉丝 · 120.2K 阅 · 509 赞 · 16 转
Instinct has taken the world by storm over the last two weeks - it's one of the best imessage assistants I've used. as with every product, I decided to reverse-engineer Instinct's memory to find out
中文介绍 iMessage 助手 Instinct 近两周走红，作者逆向拆解了它的记忆机制，还原记忆如何存储、检索与更新。属于产品逆向分析，适合做 AI 助手类产品的人参考。
@mvanhorn · 40.4K 粉丝 · 103.6K 阅 · 550 赞 · 37 转
Here is the tl;dr ELI5. Think AI multiple choice, not AI essay writing. It doesn't chat. It makes decisions your software can act on: "Spam or not?" "Which tool should this agent use?" "Does this need
中文介绍 用 ELI5 方式讲 Jev：它更像 AI 做选择题而非写作文，不聊天，只输出软件能直接执行的决策，比如「是否垃圾邮件」「agent 该调哪个工具」。文中还列出 9 个大家已经在用 Jev 做的东西。
@chamath · 2.4M 粉丝 · 90.2K 阅 · 503 赞 · 63 转
Open-weight models have come within roughly four months of the best publicly evaluated closed frontier models, and the gap between them has only gotten more volatile. That is turning the open vs.
中文介绍 开放权重模型与公开评估中最好的闭源前沿模型差距约 4 个月，且这一差距波动越来越大。Chamath 就此深度分析开源与闭源 AI 竞赛的走向，以及对行业格局的影响。
@sydneyrunkle · 10.6K 粉丝 · 88.0K 阅 · 556 赞 · 66 转
Agents run in a loop: an LLM decides what to do, a tool executes, a model evaluates the results, and then continues in that loop until the task is complete. Agents and LLMs were initially difficult to
中文介绍 从 agent 的基本循环讲起——LLM 决策、工具执行、模型评估结果、循环直至任务完成——再讲如何用 Jev 搭建这套 harness。适合想理解 agent 架构与 Jev 接入方式的读者。
@twostraws · 120.7K 粉丝 · 77.1K 阅 · 504 赞 · 42 转
I use both Codex and Claude for app development work, both with the highest-tier subscription. Here's how I've found the two compare, plus some tips for success… TL;DR I use both agents extensively,
中文介绍 作者同时用 Codex 和 Claude 做 App 开发，均为最高档订阅，对比两者在实际开发中的表现差异，并给出若干提高成功率的使用技巧，属于长期使用后的真实体感对比。
@0xCodila · 18.6K 粉丝 · 63.4K 阅 · 521 赞 · 62 转
The Jevons Paradox (he's on picture) is a rule stating that an increase in the efficiency of a resource's use does not reduce, but rather increases, its overall consumption - That's the global
中文介绍 从 Jevons 悖论（效率提升反而推高总消耗）切入，作者给出从零搭建并使用这个「新大脑」的 10 步路线图，属于 Jev 工程化的系统梳理，偏流程与配置清单。
@trycua · 19.0K 粉丝 · 59.5K 阅 · 501 赞 · 39 转
What we've been building with decision models at Cua - by @ddupont808 and @francedot Over the last few days we've deprioritized some other shiny objects because we've all been Jev-crazy. TypeSafe
中文介绍 Cua 团队分享他们在决策模型上的构建思路，谈到 System One 模型与 computer use 的未来，并坦言因为全员「Jev 上头」而推迟了其他方向的探索。
@RohOnChain · 72.5K 粉丝 · 57.7K 阅 · 518 赞 · 54 转
I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -
中文介绍 拆解用 Jev 搭建毫秒级、7×24 运行的高频交易（HFT）系统的具体框架，并附上作者本人用过的学习资源，偏实操向，适合做量化或交易自动化的人参考。
@LangChain · 265.9K 粉丝 · 46.6K 阅 · 504 赞 · 68 转
By Daniel Shea and Seán Roche Key takeways: Jev is a fundamentally different kind of evaluator. It returns typed answers directly instead of generating text like an LLM judge. Jev was dramatically
中文介绍 LangChain 团队撰文：Jev 作为评估器与 LLM judge 本质不同，它直接返回类型化答案而非生成文本，在 agent 评测中表现明显更好。作者为 Daniel Shea 与 Seán Roche。
@manish_fp · 846 粉丝 · 44.1K 阅 · 512 赞 · 59 转
I have read 10+ articles, watched 5 hours of content to understand what actually Jev is and then chose to write this. It is not a chatbot, It’s a whole new kind of AI, more like a classifier which
中文介绍 作者读了 10 多篇文章、看了 5 小时内容后总结 Jev 到底是什么：它不是聊天机器人，更像一个分类器，是另一种形态的 AI。属于面向新手的科普梳理，先把概念讲清。
@akshay_pachaar · 286.8K 粉丝 · 41.6K 阅 · 578 赞 · 87 转
We have been using LLMs like a hammer for every AI problem, even simple decisions. Jev handles those decisions in milliseconds at a fraction of the cost. Let's understand how it works and where it
中文介绍 人们习惯把 LLM 当锤子去解决所有 AI 问题，连简单决策也不例外；Jev 用毫秒级延迟和极低成本处理这类判断。文章讲清它的工作原理、适用边界与背后的取舍。
@_avichawla · 77.5K 粉丝 · 37.8K 阅 · 593 赞 · 80 转
Everything you need to turn an open-source LLM into a fast, local decision engine without retraining it. It covers next-token scoring, fixed choices with probability distributions, SGLang, and a
中文介绍 不重新训练也能把开源 LLM 变成快速、本地运行的决策引擎。教程覆盖 next-token scoring、带概率分布的固定选项、SGLang 等实现细节，全程 100% 本地部署。
Imitation is the sincerest form of Flattery
中文介绍 Latent Space 的 AINews 栏目指出，两天内出现了 6 个「Jev」的克隆版本，并以「模仿是最真诚的奉承」形容这一现象。
OpenAI introduces the Australian Youth Safety Blueprint, a six-pillar roadmap for safer AI experiences that protect and empower young people.
中文介绍 OpenAI 发布「澳大利亚青少年安全蓝图」，提出包含六大支柱的路线图，目标是在保护青少年的同时赋能其使用更安全的 AI 体验。
On Wednesday, MIT Technology Review hosted a live Roundtables event for subscribers that asked the question everyone’s asking right now: Could AI really kill us all? But attendees had so many more questions than we had time to answer in the 30 minute session. So we asked our senior AI editor Will Do
中文介绍 MIT 科技评论面向订阅者举办线上圆桌活动，讨论「AI 是否真会毁灭人类」这一当下热门问题；因 30 分钟场次时间有限，主办方另行邀请资深编辑回答更多读者提问。
a quiet day
中文介绍 Latent Space 的 AINews 栏目称当日为「安静的一天」，AI 新闻清淡，未列出其他重要动态。
中文介绍 TLDR AI 于 2026 年 9 月 18 日发布的简报中，提到 Claude Projects v2 与谷歌家庭智能体等话题，未提供更多细节。
Cooley built GO Public with ChatGPT Work to bring intelligence to the IPO process, helping lawyers surface issues earlier and focus judgment where it matters most.
中文介绍 OpenAI 介绍律所 Cooley 如何借助 ChatGPT Work 打造 GO Public 工具，将智能引入 IPO 流程，帮助律师更早发现问题并把判断力用在关键环节。
A dash of cold water keeps the foomers away.
中文介绍 Latent Space 对多条 AI 新闻作出「现实检验」：Yegge 关停 Gas Town，Databricks 披露 Astra 成本上升 60%。
OpenAI for Law brings frontier intelligence for law, custom firm workflows, connected legal data sources, and legal-grade controls for confidential client work.
中文介绍 OpenAI 推出面向法律行业的 Astra for Law，提供前沿智能、律所定制工作流、互联的法律数据源，以及适用于保密客户工作的法律级管控。
中文介绍 TLDR AI 于 2026 年 9 月 17 日发布的简报涵盖 Claude 与 Cowork 合并、ChatGPT 赞助式智能体，以及「harness tax」等话题。
We sit down with AIUC’s CEO on their Series A!
中文介绍 Latent Space 对话 AIUC 首席执行官 Rune Kvist，讨论为超级智能承保、以及如何为「可被起诉的智能体」提供背书；该公司刚完成 A 轮融资。
OpenAI shares a framework for tracking, investigating, and disclosing model misalignment, alongside six reports of unexpected or concerning model behavior.
中文介绍 OpenAI 公布模型失准报告框架，用于追踪、调查和披露模型失准问题，并同时发布六份关于模型异常或令人担忧行为的报告。
OpenAI and AARP are bringing free, hands-on ChatGPT workshops to 1,000 older adults across 10 U.S. cities to build practical AI skills safely.
中文介绍 OpenAI 与美国退休人员协会（AARP）合作，在美国 10 座城市为 1,000 名老年人提供免费 ChatGPT 实操工作坊，帮助其安全掌握实用 AI 技能。
Explore new AI-powered advertising experiences from OpenAI, including Sponsored Agents, tools for marketers, and integrations with HubSpot and Shopify.
中文介绍 OpenAI 介绍 AI 驱动的新型广告体验，包括「赞助式智能体」、面向营销人员的工具，以及与 HubSpot、Shopify 的集成。
The AI boom is becoming a materials challenge. As AI pushes computing into new territory, the materials behind that infrastructure are becoming just as crucial as the algorithms running on it. Semiconductors and data centers are approaching physical limits around performance, thermal management, ele
中文介绍 MIT 科技评论指出，AI 热潮正演变为材料挑战：随着半导体与数据中心在性能等方面逼近物理极限，支撑 AI 基础设施的材料与算法同等关键。
GPT-6 Astra helps Hex’s data agents turn answers into interactive visualizations that employees are proud to share.
中文介绍 Hex 借助 GPT-6 Astra，让数据智能体把分析答案转化为可交互的可视化报告，方便员工分享。
美股方面，SPY 现价 761.69、RSI 49.2 处中轴，MACD -0.617 低于信号 0.5463 使柱状转负，距 52 周高 -2.27%；QQQ 相对更强，RSI 55.9、MACD 金叉并维持多头排列。权重大票内部分化：AAPL RSI 64.3 且接近 52 周高，NVDA 1 日 +1.34%，MSFT 则距高点 -10.82%，指数层面呈高位震荡、动能温和。加密方面，恐慌贪婪指数 70 属「贪婪」，总市值 2.82T 美元、24 小时 -0.88%，BTC 主导率 58.1%、ETH 11.6%；BTC RSI 65.4、5 日 +8.08%，ETH RSI 68.2、5 日 +11.94%，SOL 5 日 +15.99%，三者均为 MACD 金叉加多头排列，但距 52 周高分别达 -35.24%、-43.53%、-53.53%，反弹属性明显。中概整体偏弱：BABA 单日 +4.33% 仍居 SMA50 117.99 下方，PDD RSI 39、JD RSI 34.8、0700.HK RSI 36.9 且空头排列。商品外汇分化明显：CL=F 单日 -4.68%、5 日 -5.7% 但多头排列未破；黄金 4399.4 低于 SMA20 4478.03 且 MACD 柱为负；美元人民币 6.69 出现 RSI 18.1 超卖与 MACD 死叉；DXY 100.27 接近 52 周高、RSI 61；VIX 14.81 低位且空头排列。
现价 2685.48，RSI 68.2 逼近超买边缘，MACD 77.8975 高于信号线 73.9231 维持金叉；5 日 +11.94%、1 日 +2.03%，价格站上 SMA20 2493.59、SMA50 2274.28 与 SMA200 2076.34，呈多头排列，动量指标偏强，惟距 52 周高仍 -43.53%。
读数 5.0，距 52 周高仅 -0.36%，RSI 68.8 处偏高区间；MACD 0.0858 高于信号 0.0705，1 日 +1.03%、5 日 +0.46%，SMA20 4.83、SMA50 4.72、SMA200 4.4 依次上移构成多头排列，趋势指标与价位同向。
现价 761.69，低于 SMA20 764.3 但高于 SMA50 759.73 与 SMA200 716.28；RSI 49.2 位于中轴，MACD -0.617 低于信号 0.5463、柱状为负；1 日 -0.12%、5 日 -0.34%，距 52 周高 -2.27%，多头排列与动能转弱并存，方向读数不明确。
现价 419，低于 SMA20 437.42、SMA50 452.5 与 SMA200 506.86，呈空头排列；RSI 36.9 偏弱，MACD -7.3325 低于信号 -6.4129；1 日 -1.64%、5 日 -2.19%，并接近 52 周低，距 52 周高 -38.65%，各项读数一致偏弱。
现价 6.69，处于 SMA20 6.71、SMA50 6.74、SMA200 6.84 之下的空头排列；RSI 18.1 已进入超卖区，MACD -0.0108 低于信号 -0.0105 形成死叉；1 日 -0.28%、5 日 -0.29%，并贴近 52 周低点，弱势特征集中。
VIX 恐慌指数
10Y 美债收益率 (%)
美元指数 DXY
S&P 500 ETF
Nasdaq 100 ETF
Apple
Microsoft
Nvidia
Alphabet
Tesla
Meta
Bitcoin
Ethereum
Solana
阿里巴巴 (BABA)
拼多多 (PDD)
京东 (JD)
腾讯控股 (0700.HK)
黄金期货
WTI 原油期货
美元 / 人民币
本报告仅为技术指标的客观读数复述，不构成任何投资建议；过去走势不代表未来表现，指标信号亦可能随时反转，仅供技术指标解读参考。
Follow the day’s news live Get our breaking news email, free app or daily news podcast Dan Tehan says fuel excise cut when oil price high a ‘sensible’ plan Dan Tehan, the shadow minister for energy, said Gallagher’s criticism of the Coalition’s fuel plan wasn’t fair. [What] I would say to Anthony Al
中文摘要 澳大利亚工党政府批评联盟党提出的将燃油消费税减半政策缺乏资金支持；联盟党影子能源部长丹·蒂汉称，在油价高企时削减燃油税是「合理」计划，并认为相关批评不公平。
Tehran says it has learned the US may be planning a new round of strikes, warns of retaliation 'without limitations'.
中文摘要 德黑兰称获悉美国可能计划发动新一轮打击，并警告将进行「无限制」报复；与此同时，也门境内战斗持续激烈。
Apiarists will lose not just the insects but the value of pollination contracts, which can be worth thousands of dollars Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast An estimated 800,000 bees, worth tens of thousands of dollars, h
中文摘要 澳大利亚昆士兰州远北地区发生一起「精心策划」的盗蜂案，约80万只蜜蜂被盗，价值数万澳元；养蜂人还将损失价值数千澳元的授粉合同收入。
The unnamed man is in serious but stable condition at a hospital after being shot once in the torso, police say.
中文摘要 美国得克萨斯州奥斯汀发生枪击事件，一名移民和海关执法局官员开枪击伤一名男子；警方称该男子躯干中弹，送医后伤势严重但情况稳定。
Bystanders found all four on the side of the road at Valley Heights on Sunday with stabbing injuries Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast Police have alleged that a mother was behind a stabbing attack on three young childr
中文摘要 澳大利亚蓝山地区发生持刀袭击事件，造成三名儿童一死两伤；警方指控一名母亲为袭击者，路人周日在山谷高地路边发现四名伤者。
Prime Minister Mark Carney of Canada and President Emmanuel Macron of France met just after the European Union invited Canada to become its first “associate member.”
中文摘要 加拿大总理马克·卡尼与法国总统马克龙在加拿大附近的法属圣皮埃尔和密克隆群岛会晤，讨论伙伴关系；此前欧盟邀请加拿大成为其首个「联系成员」。
Russian President Vladimir Putin has cast the vote as a test of support for his ongoing war in Ukraine.
中文摘要 俄罗斯战时选举投票结束，执政党预计将占据主导地位；俄总统普京称此次投票是对其持续进行的乌克兰战争支持度的一次检验。
The suspects in the 2021 assassination of President Jovenel Moïse include 18 men who were extradited from Haiti to Miami, officials said.
中文摘要 海地前总统若弗内尔·莫伊兹2021年遇刺案又有30人被捕，其中包括18名从海地引渡至美国迈阿密的男性嫌疑人。
Iran accuses the French language centre of conducting 'illegal acts that violated diplomatic conventions'.
中文摘要 伊朗关闭位于德黑兰的法国语言中心后，法国将召见伊朗驻法使节；伊朗指责该语言中心从事违反外交公约的「非法行为」。
Australia and Finland are vying for a spot on the council, and the PM needs two thirds of member states to back him Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast Australia having a seat at the United Nations Security Council will b
中文摘要 澳大利亚总理阿尔巴尼斯启动竞选联合国安理会席位，澳大利亚与芬兰展开竞争；他同时任命一名前默多克助手担任高级外交职务，竞逐需获三分之二成员国支持。
The lions were found dead inside the Ngorongoro Conservation Area, a popular wildlife reserve in Tanzania. Deaths raise concerns over wildlife poisonings in East Africa.
中文摘要 坦桑尼亚恩戈罗恩戈罗保护区发现10头狮子死亡，怀疑遭投毒；该保护区是热门野生动物旅游地，事件引发对东非野生动物中毒问题的担忧。
For more than five years, U Kyaw Moe Tun has refused to give up his United Nations post and a sandstone townhouse on the Upper East Side.
中文摘要 缅甸外交官吴觉莫吞拒绝放弃其联合国纽约职位，五年多来一直坚守，并保留上东区一栋砂岩联排别墅。
One eyewitness said the scene was so chaotic that screaming could be heard from the other end of the beach.
中文摘要 希腊一处海滩发生两名老人因沙滩椅争执的冲突，82岁男子死亡，76岁男子涉案；目击者称现场混乱，海滩另一端都能听到尖叫声。
The liberal party Yabloko is fielding 98 candidates in this weekend’s elections, a small miracle for antiwar Russians who cannot openly express their views.
中文摘要 俄罗斯自由派政党「亚博卢」在本周末选举中推出98名候选人；对无法公开表达反战立场的俄罗斯人而言，这已属小小的奇迹，但该党胜选机会渺茫。
Former U.S. deputy national security advisor Anne Neuberger is watching for signs of competition and cooperation on artificial intelligence at President Trump and Chinese leader Xi Jinping's summit this week.
中文摘要 美国前副国家安全顾问安妮·纽伯格表示，正关注本周特朗普与中国领导人习近平峰会上围绕人工智能竞争与合作的迹象。
ASX Ltd. Chief Executive Officer Anthony Attia is rebuilding the Australian bourse’s leadership ranks by naming departing Dexus executive Keir Barnes as its next finance head and expanding a role for clearing and settlement operations.
中文摘要 澳大利亚证券交易所（ASX）首席执行官安东尼·阿提亚重组领导层，任命即将离开Dexus的高管基尔·巴恩斯出任财务主管，并扩大清算与结算业务负责人的职责范围。
Gold was steady as traders weighed the risk of persistent inflation and the path for interest rates after the Federal Reserve’s first hike since 2023.
Insurance Australia Group Ltd. said a settlement of proceedings brought by Credit Suisse entities over Greensill trade credit insurance policies hasn’t been finalized.
中文摘要 澳大利亚保险集团（IAG）表示，瑞士信贷旗下实体就Greensill贸易信用保险保单提起的诉讼，其和解方案尚未最终敲定。
How to find out how much state pension you're likely to receive - and what you can do about it now.
中文摘要 英国广播公司介绍如何查询退休后可能领取的国家养老金金额，涉及每年约1.3万英镑的水平，并说明个人现在可以采取哪些措施。
As the world focuses on the oil market, the war in Ukraine is snarling vital grain shipments and forcing buyers to scramble for supplies from elsewhere.
中文摘要 黑海航运受阻冲击小麦市场：乌克兰战争扰乱关键粮食运输，买家被迫转向其他地区寻找供应，进一步放大通胀风险。
The World Health Organization should look beyond its own budget for funds to support itself and member countries, according to Indonesia’s Health Minister Budi Gunadi Sadikin, who is seeking to lead the agency.
中文摘要 竞逐世界卫生组织总干事一职的印尼卫生部长布迪·古纳迪·萨迪金表示，世卫组织应在本机构预算之外寻求外部资金，以支持自身及成员国。
Support for Australia’s center-left government fell to a new low as approval for Prime Minister Anthony Albanese weakened, according to a new poll.
中文摘要 最新民调显示，澳大利亚工党政府支持率跌至新低，总理安东尼·阿尔巴尼斯的支持度进一步走弱，执政党民调持续下滑。
Asian stocks and US equity-index futures advanced with traders looking to a US-China summit later this week for signs of progress on trade and economic ties. Oil fell for a fourth day.
中文摘要 亚洲股市小幅走高，美股指数期货上涨，交易员关注本周晚些时候的美中峰会以寻找贸易与经济关系进展信号；油价连续第四个交易日下跌。
Oil steadied as traders tracked supply risks in the Middle East, and intensified diplomatic efforts to end the US-Iran war.
中文摘要 油价走势持稳，交易员持续评估中东地区的供应风险，同时关注旨在结束美国与伊朗战争的外交努力是否取得进展。
Swiss deals rose by a fifth to $44 billion in the first eight months of this year, with large corporate transactions squeezing out private equity funds, according to Boston Consulting Group.
中文摘要 波士顿咨询集团数据显示，瑞士今年前八个月并购交易额增长五分之一至440亿美元，大型企业交易挤压了私募股权基金的空间。
Pensions and sovereign wealth funds with many billions to invest are finding the diversification they once relied on is an illusion.
中文摘要 人工智能热潮令华尔街投资多元化变得困难：管理巨额资金的养老金和主权财富基金发现，过去所依赖的分散配置效果已形同虚设。
Investors in the US Treasury market are shifting their focus to owning shorter-dated government bonds, a bet that the Federal Reserve will eventually emerge victorious in its fight against inflation.
中文摘要 美国国债市场投资者将关注点转向短期国债，押注美联储最终将在对抗通胀中取得胜利，短期美债成为热门交易。
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