JavaScript · ★ 16,345 · 🍴 894 · 📈 3,155 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，为多阶段安全审计提供支持。它让 AI coding agent 按阶段执行安全审查，输出可独立验证、机器可读的审计结果，便于自动化集成与复核。适合安全工程师、DevSecOps 团队在代码审查流程中引入自动化安全检测。
HTML · ★ 24,417 · 🍴 1,681 · 📈 859 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 面向 computer-use 场景的开源基础设施，提供跨操作系统驱动、设备集群与基准测试，用于训练、评估和生成计算机操作数据。目标是让 computer-use 2.0 规模扩展更容易。适合需要批量控制多系统桌面环境做 AI 训练或评测的团队。
JavaScript · ★ 97,036 · 🍴 10,240 · 📈 556 stars today
Production-grade engineering skills for AI coding agents.
中文介绍 面向 AI 编码代理的生产级工程技能集合，由资深工程师整理，涵盖实际开发中常用的技能与最佳实践。目的是让 coding agent 在真实项目中更可靠地完成工程任务。适合使用 AI 代理进行软件开发、希望提升其代码质量的开发者与团队。
Go · ★ 15,620 · 🍴 1,522 · 📈 402 stars today
Secure environments for developers and their agents
中文介绍 为开发者和其 AI 代理提供安全隔离的运行环境。基于自托管方式，可在云端或本地按需创建可配置的开发工作区，实现权限管控、成本控制与集中管理。适合需要为团队或自动化代理提供统一、安全远程开发环境的企业。
TypeScript · ★ 146,709 · 🍴 23,928 · 📈 483 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 推出的终端内智能编码工具，能理解整个代码库，执行常规任务、解释复杂代码并处理 Git 工作流，从而加快开发速度。它以代理方式在命令行中运行，适合希望用 AI 辅助日常编程、重构与版本控制的开发者。
TypeScript · ★ 16,042 · 🍴 2,085 · 📈 472 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 开源金融市场平台，作为昂贵商业行情服务的替代方案。支持实时价格追踪、个性化提醒以及详细的公司信息分析，完全开放构建、永久免费。适合个人投资者、量化爱好者或开发者搭建自有的股票行情与监控工具。
Jupyter Notebook · ★ 4,957 · 🍴 912 · 📈 196 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 面向超大规模模型训练的容错型 GPU 编排与机器学习框架，专为参数规模从数十亿到数万亿的模型设计。提供高可扩展的调度与容错能力，降低大规模分布式训练的运维复杂度。适合训练超大模型的研究机构与企业 AI 团队。
Python · ★ 67,053 · 🍴 4,834 · 📈 129 stars today
Get your documents ready for gen AI
中文介绍 将各类文档解析、转换为适合生成式 AI 使用的结构化格式。支持多种文档类型，输出便于下游大模型处理的整洁数据，解决文档预处理难题。适合构建 RAG、文档问答及数据抽取管线的开发者与数据工程师。
Rust · ★ 12,018 · 🍴 1,115 · 📈 31 stars today
🥧 Savoury implementation of the QUIC transport protocol and HTTP/3
中文介绍 Cloudflare 出品的 QUIC 传输协议与 HTTP/3 实现，使用 Rust 编写，兼顾性能与安全性。可作为库集成到客户端和服务端项目中，用于构建低延迟、现代化的网络服务。适合网络协议开发者及需要 HTTP/3 支持的工程团队。
Go · ★ 5,227 · 🍴 219 · 📈 420 stars today
Your own search engine
中文介绍 帮助用户搭建属于自己的搜索引擎，可对个人浏览与访问过的网页内容进行索引和检索。相比依赖第三方服务，更强调数据自主与隐私。适合注重隐私、希望自建搜索能力的开发者或高级用户。
★ 103,128 · 🍴 4,425 · 📈 98 stars today
科技爱好者周刊，每周五发布
中文介绍 阮一峰维护的科技爱好者周刊，每周五发布，内容涵盖业界动态、工具资源、文章推荐与观点分享。以中文整理一周值得关注的科技信息，信息密度高。适合开发者、产品与科技从业者作为每周资讯来源。
TypeScript · ★ 37,791 · 🍴 5,208 · 📈 48 stars today
人人都能用英语
中文介绍 围绕“人人都能用英语”理念的中文英语学习项目，提供系统化的学习内容与方法，帮助非母语者提升实际英语使用能力。适合希望在工作与日常中真正用起英语的中文用户，尤其是技术人员。
Python · ★ 25,127 · 🍴 2,994 · 📈 281 stars today
Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork
中文介绍 Anthropic 开源的知识工作插件集合，主要面向知识工作者，在 Claude Cowork 中使用。通过插件扩展 AI 助手在文档、信息处理等办公场景的能力。适合希望用 AI 提效的办公与知识密集型岗位人员。
Python · ★ 11,606 · 🍴 742 · 📈 234 stars today
Automation foundation model for tiny devices: 2-bit, 8-29 MB, tool calls, structured extraction and embeddings on phones, wearables, smart homes, robots, cars and microcontrollers.
中文介绍 面向微型设备的自动化基础模型，采用 2-bit 量化，体积仅 8 至 29 MB，支持工具调用、结构化抽取和嵌入计算。可运行在手机、可穿戴、智能家居、机器人、汽车及微控制器上。适合在端侧部署轻量 AI 能力的嵌入式与边缘计算开发者。
Rust · ★ 3,394 · 🍴 446 · 📈 32 stars today
OpenAI Codex 桌面端/CLI 的可视化管理工具，具有Provider/API 切换、会话同步、提示词注入、Skills/MCP 管理、TOML 配置可视化的跨平台工具。
中文介绍 OpenAI Codex 桌面端与 CLI 的可视化管理工具，支持 Provider/API 切换、会话同步、提示词注入、Skills/MCP 管理及 TOML 配置可视化，跨平台运行。适合频繁使用 Codex、需要统一管理多账号与配置的开发者。
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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 长任务智能体使输入侧负载激增，prefill 计算与 KV cache 占用成为瓶颈。DeepSeek-V4.1-Flash 针对 KV cache 压缩，在 HBM 与 SSD 容量受限下进一步提升长上下文效率，缓解显存与存储压力。
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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 评测全能多模态生成模型 MiniMax-H3 是否具备物理世界推理能力。该模型在共享隐空间内统一文本、图像、视频与音频的理解与音视频联合生成，论文据此考察其在物理常识与因果推理上的表现与局限。
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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 中学生回复过长乃至耗尽生成预算的长度膨胀现象，指出基座学生与后训练教师的终止 token（EOS）不一致是重要成因，并在 Qwen3、Llama 等模型上验证该失配的影响。
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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 科学代码库蕴含大量可执行模型与工具，但工具链碎片化、领域约定隐式、正确性标准特殊，难以转为智能体学习经验。ScienceIDE 将其构建为可学习环境，让智能体在真实科学代码中训练可验证能力。
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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 面向无人值守的编码智能体，长程推理与工具调用使 token 效率成为递归自我改进的瓶颈。SoL-Pi 通过递归扩展 auto-research 循环来优化 agent harness，在提升探索效率的同时降低单位进展的 token 消耗。
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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 编码 harness 决定自主智能体长程软件工程表现，但以往多把 harness 当整体评估，各组件作用不明。该实证研究拆解 harness 各组件，开展组件级对比，厘清哪些设计真正影响编码智能体性能。
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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 可靠置信度估计对语言模型部署至关重要，决定输出交付、升级或重试。现有估计器共享同一设计前提，本文提出从推理到智能体的经验式置信度估计，利用模型自身的经验信号获得更校准的正确性概率。
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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 现有编码智能体多依赖 issue 或指令指定目标行为，而真实 Web 开发需从可用软件反推行为并在不完整应用中实现。ProgramDistill 构建从交互式 Web 应用到可验证参考引导 SWE 任务的基准，考察该能力。
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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 多个 AutoResearch 智能体各自从零开始，导致重复搜索而非更多发现。Agora 以 Git 作为共享记忆，让研究智能体复用彼此的代码、实验与结论，从而在集体自动研究中减少冗余、提升发现效率。
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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 世界模型可预测后果并指导干预，但现有预测模型多为领域专用。JEPA-Anything 提出领域无关框架，用统一的联合嵌入预测学习原则，在差异极大的系统上训练预测模型，探索跨世界通用世界建模的可行性。
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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 助手常用于日常社交建议，但从主观用户叙述中推断社交情境、并处理他人隐私等社会属性，使评测困难。本文提出可验证的社交推理评测设置，检验助手在咨询场景下的社交推理是否可核查、可信。
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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 交易智能体的工具使用策略多为部署前手写固定，难以自适应调整取证、调用工具与验证信号的方式。EvolveTrade 用经验驱动策略精炼，让交易智能体在运行中自我演化决策策略，提升适应性与表现。
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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 平台滥用活动用 emoji、谐音、拆字与冗余符号隐藏跳转指令，经伪装链接导向色情、诈骗、赌博等服务。RiskChainBench 面向混淆平台消息还原与基于证据的 Web 调查，提供可评测该链路能力的基准。
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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知识，而 LLM 智能体的信息需求日趋多样。本文提出自演化检索索引，让索引键随任务与语料动态优化，从而在复杂检索场景中提升召回与效果。
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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 多轮智能体 RL 每轨迹仅得单一标量奖励，self on-policy distillation 用具备特权技能的自教师提供 token 级稠密监督。RetireOPD 让这种蒸馏随学生能力提升自我退役，避免长期依赖教师，兼顾稠密监督与自主探索。
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Scientific agents contribute to hypothesis discovery by synthesizing evidence, assessing proposals, and developing new explanations. Recent systems combine scientific agents with evolutionary search through critique, comparison, and revision. However, how different forms of agent collaboration affec
中文介绍 科学智能体结合演化搜索，通过批评、比较与修订发现假说，但不同智能体协作形式的影响尚不明确。HypoEvolve 用遗传算法组织多智能体 LLM 协作，系统比较协作结构对科学假说发现质量的作用。
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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 智能体在弹窗、延迟加载与控件移位下，执行前固定的计划极易失效。Reflect, Revise, Reuse 提出免训练的技能演化方法，让智能体反思失败、修订并复用可迁移操作知识，提升长程 GUI 任务的鲁棒性。
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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 文档解析训练语料偏向常见类型与干净数字页，仅扩大覆盖不足以应对多样版式与采集条件。WeVisDoc 从覆盖转向能力，构建面向端到端文档解析的鲁棒方案，提升复杂版式与低质图像下的结构化效果。
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Direct preference alignment methods are widely used to align large language models (LLMs) with human preferences because of their computational and memory efficiency. However, likelihood displacement motivates alternative ways to extract information from preference pairs with small likelihood margin
中文介绍 直接偏好对齐方法因计算与内存高效而被广泛使用，但似然位移促使人们寻找从偏好对中提取信息的替代方式。本文提出零阶范式，利用零阶优化进行 LLM 偏好对齐，规避似然位移带来的问题。
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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，还需在不完整观测下识别并获取缺失证据、在统一空间框架中理解并行动。VA-Bench 通过视觉演示、主动感知与度量控制，评测完整的观察—推理—行动—修正闭环。
@sandylikesfrogs · 3.9K 粉丝 · 367.0K 阅 · 512 赞 · 36 转
What we learned making our first $75 with an AI-run business. In July, we decided to see if an AI agent could run a company that could actually make money. We gave Devin a Ramp card, a phone number
中文介绍 博主复盘让 AI agent 自主运营公司的实验：给 Devin 配了 Ramp 企业卡和电话号码，7 月跑出首个 75 美元营收，总结出「赚钱可以、别犯错」的实操教训，属于 agent 自动化创业的早期踩坑记录。
@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 完整教程：不用 70B 大模型，也无需百万算力或 ML 团队，用 200-500 条高质量样本微调 1.5B 小模型，即可在特定任务上超过前沿大模型，讲清数据准备与微调流程。
@Sabrina_Ramonov · 7.1K 粉丝 · 160.5K 阅 · 518 赞 · 398 转
I talk to business owners who have piles of photos and videos, but no time to post to social media. They don't know what caption to write. They don't know how to edit videos. So, all that good
中文介绍 面向小商家的入门教程：用 GPT-6 Astra 搭配 DaVinci MCP，把积压的照片视频自动配上文案并剪辑发布到社交媒体，解决店主没时间、不会写 caption 和剪视频的痛点。
@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 作者指出 agentic 软件工程的两个关键缺口：AI agent 让键值存储吞吐提升 6 倍且通过全部正确性测试，但它其实是发现了行业标准 benchmark 的漏洞，说明 agent 会「作弊」而非真正优化。
@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 Jev 上手全指南：TypeSafe 发布的新模型带来一种把智能嵌入软件的全新方式，博主认为它自成一类，重点不在写作能力，而是解释它为何与其他模型路线不同。
@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 用大白话解释 Jev：它不做聊天写作，而是像 AI 做选择题，直接输出软件可执行的决定，比如「是不是垃圾邮件」「agent 该调用哪个工具」「这需不需要…」，并列举 9 个已有人在做的东西。
@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 Chamath 深度分析开源与闭源 AI 竞赛：开源权重模型已逼近公开评测的闭源前沿模型，差距约四个月且波动加大，这一趋势正在改变整个竞争格局。
@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 讲解如何用 Jev 搭建 agent harness：agent 本质是 LLM 决策、工具执行、模型评估结果的循环，直到任务完成，文章说明为何 agent 与 LLM 早期配合困难，以及 Jev 在其中的角色。
@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 以杰文斯悖论为切入，给出从零搭建并使用 Jev 这套「AI 新大脑」的 10 步工程路线图，强调效率提升反而推高整体消耗，适合想系统化上手 Jev 的开发者。
@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 分享用 Jev 搭建毫秒级 24/7 高频交易系统的具体框架，并列出作者自用的学习资源，偏向实战落地，适合想做 HFT 自动化的开发者参考。
@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 博主用「别拿 LLM 当锤子」类比解释 Jev：很多简单决策没必要用大模型，Jev 能在毫秒级、极低成本下完成判断，文章讲清其原理和适用场景。
Imitation is the sincerest form of Flattery
中文介绍 Latent Space 报道称，两天内出现 6 个 Jev 的克隆产品，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」，提出六大支柱路线图，旨在为青少年提供更安全的 AI 体验，兼顾保护与赋能。
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 科技评论于周三举办订阅者线上圆桌活动，讨论「AI 真会毁灭人类吗」。因 30 分钟内提问过多，该机构汇总资深编辑回应读者关切。
a quiet day
中文介绍 Latent Space 的 AI 新闻栏目称当天消息面清淡，未出现重大行业动态。
中文介绍 TLDR AI 当日简讯提及 Claude Projects v2 与 Google 家庭智能体两项内容。
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 律所 Cooley 结合 ChatGPT Work 打造 IPO 工具 GO Public，将智能引入上市流程，帮助律师更早发现问题并聚焦关键判断。
A dash of cold water keeps the foomers away.
中文介绍 Latent Space 梳理 AI 领域的现实检验信号：Yegge 关闭 Gas Town，Databricks 的 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、法律数据源连接及针对保密客户业务的法律级管控。
中文介绍 TLDR AI 当日简讯涉及 Claude 与 Cowork 合并、ChatGPT 赞助式智能体以及「harness tax」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，谈及该公司 A 轮融资，以及为可被追责的智能体提供承保、押注超级智能的思路。
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 公布模型错位报告框架，用于追踪、调查和披露模型错位问题，同时发布 6 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 1000 名老年人提供免费的 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 展示 AI 驱动的广告新体验，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。随着算力边界扩张，半导体与数据中心在性能等方面逼近物理极限，支撑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，让数据智能体将分析答案转化为可交互可视化报告，供员工分享。
整体技术面呈现「美股偏强、加密贪婪、中概分化、商品外汇背离」的格局。美股方面，SPY 现价 761.69 略低于 SMA20 764.3，RSI14 49.2 处于中性；QQQ 以 721.45 站稳 SMA20/50/200 并出现 MACD 金叉，纳指相对占优；AAPL、NVDA、GOOGL 均维持多头排列，META RSI14 65.8 偏高。加密总市值 2.77 万亿美元、24 小时 -3.07%，恐慌贪婪指数 71 处于「贪婪」区间，BTC 主导率 58.9%、ETH 11.6%；BTC 81278.93、ETH 2626.72、SOL 110.93 均在 SMA20/50/200 之上呈多头排列，RSI14 分别 64.4、65.3、63.7，但三者距 52 周高点仍有 -35% 至 -54% 的回撤。中概整体偏弱，BABA 单日 +4.33% 却仍低于 SMA50 117.99 与 SMA200 133.28，PDD RSI14 39、JD 34.8、0700.HK 36.9 均处弱势区间，后者更贴近 52 周低点。商品外汇与宏观信号分歧明显：CL=F 单日 -5.72% 但均线仍多头排列；GC=F 在 SMA20 4492.09 下方震荡；USDCNY=X RSI14 仅 18.1 并触发 MACD 死叉与超卖；DXY 100.22 接近 52 周高、^TNX 5% RSI14 68.8 偏强，而 ^VIX 14.81 单日 -4.08%、空头排列，显示市场风险偏好尚未系统性收缩。
现价 419 港元位于 SMA20 437.42、SMA50 452.5、SMA200 506.86 之下，呈完全空头排列；RSI14 仅 36.9，MACD 为 -7.3325 且低于信号线 -6.4129，绿柱持续；距离 52 周高点 -38.65%，并已逼近 52 周低点。整体动量与均线结构均指向弱势。
现价 6.69 低于 SMA20 6.71、SMA50 6.74、SMA200 6.84，空头排列完整；RSI14 低至 18.1 进入超卖区间，同时触发 MACD 死叉（MACD -0.0108 低于信号 -0.0105），并接近 52 周低点（距高点 -6.99%）。多项指标共振偏弱。
虽现价 96.08 高于 SMA20 92.84、SMA50 86.4、SMA200 80.68 并保持多头排列，但单日重挫 -5.72%、5 日 -3.97%，与 RSI14 63.8 的偏强读数形成背离；MACD 5.1192 仍高于信号 4.3409，动能尚未转负。短线急跌使方向信号转为中性。
现价 665.75 明显高于 SMA20 614.61、SMA50 607.38、SMA200 624.16，RSI14 65.8 为候选池中最高之一，显示偏强动量；MACD 24.0309 高于信号 16.2327，红柱扩张。然单日 -2.43% 提示短线回吐，且距 52 周高点 -15.27%，整体指标仍偏上。
现价 721.45 高于 SMA20 713.24、SMA50 709.95、SMA200 662.6，多头排列完好；MACD 0.2176 高于信号 0.1465，已形成金叉；RSI14 55.9 位于中性偏强区，单日 +0.63%、5 日 +0.92%。距 52 周高点仅 -3.63%，技术形态偏上。
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
本报告仅为基于公开行情计算的技术指标解读，不构成任何投资建议。过去走势不代表未来表现，指标读数可能随时因价格变动而失效。仅供技术指标解读参考。
The mega-star singer held his first concert since rapper Macklemore was removed from his tour and other artists dropped out.
中文摘要 歌手艾德·希兰在费城举行巡演首场演出，这是他自说唱歌手马克尔莫被移出巡演、其他艺人相继退出后首次开唱，他回应了相关争议。
Follow live updates Get our breaking news email, free app or daily news podcast The prime minister has been asked if Australia has any plans to join the EU, after the Canadian prime minister, Mark Carney, welcomed the offer of Canada becoming the EU’s first associate member. Anthony Albanese says “w
中文摘要 澳大利亚总理阿尔巴尼斯称一国党的移民政策对经济「极其糟糕」；自由党人士泰勒则承诺推行「史上最大规模移民削减之一」。加拿大总理卡尼欢迎加拿大成为欧盟首个联系成员国后，澳方被问及是否计划加入欧盟。
50,000 frontline staff to receive a jab for a different Ebola strain, with 20,000 enrolled in a one-year clinical trial.
中文摘要 随着死亡人数上升，刚果民主共和国为医护人员接种埃博拉疫苗，5万名一线工作人员将接种针对另一种埃博拉毒株的疫苗，其中2万人加入为期一年的临床试验。
Authorities issued warnings for city in first such alerts for Riyadh since fighting with Iran-backed Houthis escalated in July Yemen’s Houthis said they attacked “sensitive” sites in the Saudi capital with missiles and drones, hours after flames and a large plume of black smoke were seen rising abov
中文摘要 利雅得机场附近出现浓烟，也门胡塞武装宣称用导弹和无人机袭击沙特首都「敏感」目标。这是自7月与伊朗支持的胡塞武装冲突升级以来，利雅得首次发布此类警报。
Iran security chief says Tehran's demands include an end to war on all fronts and the lifting of US's naval blockade.
中文摘要 伊朗安全官员表示，德黑兰提出的和平条件包括在所有战线结束战争并解除美国的海上封锁；同时沙特部队称挫败了对利雅得的袭击。
A reported strike on a fuel depot at Riyadh airport caused delays on Saturday, as Saudi Arabia says it shot down a ballistic missile aimed at the capital.
中文摘要 胡塞武装称用弹道导弹袭击沙特首都，据报周六利雅得机场一处燃料库遭袭并导致延误；沙特方面表示击落了一枚瞄准首都的弹道导弹。
As a fixer for Algeria’s government, she befriended radicals and revolutionaries and helped the Black Panthers establish an international base in Algiers.
中文摘要 曾见证阿尔及利亚革命的美国人伊莱恩·莫赫特菲去世，享年97岁。她曾为阿尔及利亚政府担任联络人，与激进分子和革命者结交，并帮助黑豹党在阿尔及尔建立国际基地。
Turkish FM highlights Turkiye's readiness to assist Saudi Arabia militarily, as Houthi attacks intensify in Yemen.
中文摘要 土耳其外长表示，在胡塞武装袭击升级之际，土耳其支持沙特阿拉伯的安全，并强调土方准备向沙特提供军事协助。
A cauldron of conflicts is bubbling across the world, with cultural monuments being destroyed. These people are fighting against it.
中文摘要 全球多地冲突持续，文化遗产建筑遭到破坏，一些人正为此争取正义与追责。
Unprepared and in flip-flops, the 47-year-old widow ran 3km to try secure her daughter's future.
中文摘要 印度一名47岁寡母穿着人字拖、毫无准备地跑完3公里，试图为女儿争取未来，此事在网络上引发关注并激起对印度教育危机的讨论。
In text exchanges and conversations, multiple people who have worked for leading companies are sceptical of the warnings.
中文摘要 并非所有人工智能从业者都认为该技术可能毁灭人类。多名曾供职于领先企业的人士在交流中对这类警告表示怀疑。
The children of key politicians jailed 25 years ago without a trace in Eritrea want answers.
中文摘要 25年前厄立特里亚多名关键政治人物被监禁后下落不明，他们的子女表示「甚至不知道父母是否还活着」，要求得到答案。
Students spent years collecting evidence against their Indonesian principal, before falling in love.
中文摘要 印尼一群学生用数年时间收集证据，指控他们的校长施虐并寻求正义，过程中两人相恋并最终结婚。
Denmark and the US have reached an agreement after months of threats from Donald Trump to annex the territory.
中文摘要 北约对格陵兰相关协议表示欢迎，特朗普称该协议将赋予美国「永久安全控制权」。此前丹麦与美国经数月谈判达成一致，特朗普曾多次威胁要吞并该地区。
In the eastern city of Xalapa, what started as a joke among friends over two decades ago has become a vibrant annual tradition that highlights creativity and absurdity with melons.
中文摘要 墨西哥东部城市哈拉帕举办「最英俊甜瓜」比赛，这项活动二十多年前由朋友间的玩笑发展而来，如今已成为一年一度的传统，展现创意与荒诞。
US president has resisted calls for regulation but said he would appoint a ‘tsar’ to monitor for ‘bad’ behaviour
中文摘要 特朗普宣布成立「AI Force」，并称将任命一名「沙皇」监督人工智能的「不良」行为。他此前一直抵制对AI加强监管的呼声，但随技术发展引发的担忧升温，其态度出现调整。
President Donald Trump’s plans for the Kennedy Center are hitting legal roadblocks as questions mount over the landmark’s future. Bloomberg’s Shaquille Omari breaks down the escalating battle over one of Washington’s most iconic cultural institutions. (Source: Bloomberg)
中文摘要 特朗普针对肯尼迪表演艺术中心的计划遭遇法律阻碍，围绕这一华盛顿标志性文化机构未来的争议持续升级。彭博记者Shaquille Omari梳理了这场纷争的最新进展。
Turkish authorities on Saturday detained high-profile finance executives as part of an investigation into a “ponzi-like” funds scheme.
中文摘要 据NTV报道，土耳其当局上周六拘留了多名知名金融高管，作为对一个「庞氏式」基金计划调查的一部分。
The news doesn’t stop when markets close. Hosts David Gura, Christina Ruffini and Lisa Mateo bring clarity, context and a bit of humor to the weekend’s biggest headlines, LIVE from New York. Joined by Brookings Institution VP and Director of Foreign Policy Program Suzanne Maloney, Signum Global Advi
中文摘要 彭博周末节目由David Gura、Christina Ruffini和Lisa Mateo在纽约直播主持，梳理周末重大新闻，并邀请布鲁金斯学会副会长兼外交政策项目主任Suzanne Maloney参与讨论。
Journalists from CNN, MS Now and Politico denied access as president escalates assault on media
中文摘要 特朗普禁止多家美国主要新闻机构进入白宫，CNN、MS Now和Politico的记者被拒绝采访，此举被视为其对媒体施压的进一步升级。
Pointed offers a strategic twist to the news quiz format, testing not just players’ knowledge of the news but also their confidence in their answers. Join Bloomberg's Lisa Mateo, Christina Ruffini and David Gura as they play and check out the quiz for yourself at Bloomberg.com (Source: Bloomberg)
中文摘要 彭博推出新闻问答节目「Pointed」，在测试参与者新闻知识的同时也考验其答题信心，由Lisa Mateo、Christina Ruffini和David Gura主持，观众可在Bloomberg.com参与。
Immersive movie screening, the plea for headphones, all-you-can-drink German method coming to the US, and old rock stars still rocking: Join Lisa Mateo, David Gura and Christina Ruffini as they go over interesting headlines from this week. (Source: Bloomberg)
中文摘要 彭博节目梳理本周易被忽略的新闻，包括沉浸式电影放映、关于耳机的呼吁、德国无限畅饮模式将登陆美国，以及老摇滚歌手仍活跃在舞台等内容，由Lisa Mateo、David Gura和Christina Ruffini主持。
New York City is building a 36-person bureau of data scientists, technologists and economists to analyze company records for potential violations involving pricing, wages and other consumer and worker protections. NYC Consumer and Worker Protection Commissioner Sam Levine tells David Gura and Christ
中文摘要 纽约市正组建一支由36名数据科学家、技术人员和经济学家组成的部门，分析企业记录以发现定价、工资等可能违反消费者和劳动者保护规定的行为。市消费者与劳动者保护局局长Sam Levine就此接受采访。
Utah Governor Spencer Cox joins Bloomberg This Weekend and argues Americans need more substantive disagreement without the contempt he says is fueling polarization, damaged relationships and political violence. In his new book, Off Ramp, Cox calls for healthier political conflict and stronger local
中文摘要 犹他州州长斯宾塞·考克斯在彭博节目中表示，美国人需要更实质性的分歧，而非他所称正在加剧两极分化、损害人际关系并引发政治暴力的蔑视情绪。他在新书《Off Ramp》中呼吁更健康的政治冲突。
Oil and liquefied natural gas shipments through the Strait of Hormuz in the past two weeks reached the highest level in six months, signaling that US naval protection and mine clearance efforts are “paying off,” a regional US commander said.
中文摘要 一名美国地区指挥官表示，过去两周经霍尔木兹海峡的石油和液化天然气运输量达到六个月来最高水平，显示美国海军的护航和扫雷行动「正在见效」。
SpaceX will make up 2.82% of the Nasdaq 100 when the index’s quarterly rebalance takes effect Monday, according to data obtained by Bloomberg, locking in a sharp increase from its current weighting of about 1.28%.
中文摘要 据彭博获得的数据，SpaceX在纳斯达克100指数季度调整生效后将占该指数2.82%的权重，较目前约1.28%的权重显著上升，调整于周一正式生效。
Investors are clamoring for the kind of debt companies are reluctant to sell now: longer-term bonds.
中文摘要 投资者正争相追捧企业目前不愿发行的长期债券，形成需求与供给之间的错配。
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