JavaScript · ★ 16,346 · 🍴 894 · 📈 3,155 stars today
A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings
中文介绍 面向编程 Agent 的多阶段安全审计技能，输出经过独立验证、机器可读的发现结果，适合开发团队自动化漏洞扫描与合规审查。
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 开源的 computer-use 2.0 基础设施，提供跨操作系统 Agent 驱动、车队编排及基准测试，用于训练、评测与数据生成。
JavaScript · ★ 97,036 · 🍴 10,240 · 📈 556 stars today
Production-grade engineering skills for AI coding agents.
中文介绍 为 AI 编程 Agent 提供生产级工程能力集合，覆盖代码理解、重构、测试等典型工程任务，适合嵌入企业开发流。
Go · ★ 15,620 · 🍴 1,522 · 📈 402 stars today
Secure environments for developers and their agents
中文介绍 为开发者及其 AI Agent 提供安全的远程开发与计算环境，支持隔离工作区、身份治理与资源编排，常用于团队级编码代理部署。
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 官方推出的终端内 Agentic 编程工具，理解代码库，自动执行常规任务、解释复杂代码并处理 git 工作流，适合日常开发提效。
TypeScript · ★ 16,043 · 🍴 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 开源的金融市场数据平台，替代商业行情服务，提供实时价格、个性化预警和公司洞察，适合量化研究、投资监控与教育场景。
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 容错且高可扩展的 GPU 编排与机器学习框架，专为训练数十亿到万亿参数模型设计，适用于大规模分布式训练与生产级推理。
Python · ★ 67,053 · 🍴 4,834 · 📈 129 stars today
Get your documents ready for gen AI
中文介绍 文档预处理工具，将 PDF、Word 等多格式文档解析为适合生成式 AI 消费的结构化内容，常用于 RAG、检索增强与知识库构建。
Rust · ★ 12,018 · 🍴 1,115 · 📈 31 stars today
🥧 Savoury implementation of the QUIC transport protocol and HTTP/3
中文介绍 Cloudflare 用 Rust 实现的 QUIC 传输协议与 HTTP/3 库，主打安全、高性能，广泛用于边缘网络、CDN 与下一代 Web 加速。
Go · ★ 5,227 · 🍴 219 · 📈 420 stars today
Your own search engine
中文介绍 自托管个人搜索引擎，索引并检索本地或私有内容，避免依赖外部搜索服务，适合注重隐私的个人用户与小型团队。
★ 103,129 · 🍴 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，每周五更新，汇集科技新闻、工具与开源项目，适合开发者获取行业动态与灵感。
TypeScript · ★ 37,791 · 🍴 5,208 · 📈 48 stars today
人人都能用英语
中文介绍 人人可读可写的英语项目，聚焦日常表达与实用语料积累，帮助用户提升英语听说读写能力，适合自学与课堂教学。
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 为 Claude Cowork 提供的开源插件仓库，面向知识工作者的文档、研究、协作等场景，扩展 AI 助理的办公能力。
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 8-29MB，支持工具调用与结构化抽取，可跑在手机、可穿戴、机器人等终端。
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 与 TOML 配置管理，跨平台易用。
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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 针对长上下文 Agent 工作负载中 KV Cache 占用大量 HBM/SSD 与数据传输开销的问题，提出 DeepSeek-V4.1-Flash 以更强压缩减少 KV Cache 规模。重点改善长输入场景下 prefill 阶段的计算与显存瓶颈，实现推理部署上的容量与吞吐扩展。
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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 MiniMax-H3 对物理世界的推理能力。MiniMax-H3 在同一潜在框架内联合建模文本、图像、视频、音频并支持视听生成，论文通过系统评测考察其多模态理解与物理世界认知是否达到可靠水平。
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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 中出现的 student 回复过长甚至耗尽生成预算的 length inflation 现象。论文指出该问题的重要来源是 base student 与 post-trained teacher 的终止 token 不一致，并在 Qwen3、Llama 等模型上进行分析与验证。
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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 提出 ScienceIDE，将世界科学代码库转化为可供 Agent 学习的环境。针对科学仓库中存在碎片化工具链、隐式领域惯例和特殊正确性标准的问题，ScienceIDE 把可执行代码、方法与工具整理为可靠的学习体验，便于 Agent 吸收科学计算知识。
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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 提出 SoL-Pi，面向自主编码 Agent 的递归 auto-research loop 框架。针对长时间推理、工具调用与反馈累积导致 token 消耗激增的问题，SoL-Pi 通过更高效的 agent harness 设计提升递归自我改进中的 token 利用效率。
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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
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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 提出 Experiential Confidence Estimation，将经验信息用于语言模型输出可靠性的置信度估计。论文认为现有置信度方法依赖静态设计前提，难以判断输出是否应放行、升级或重试，并给出从 reasoning 到 Agents 的更可信赖估计方案。
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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 提出 ProgramDistill，一个用于评估 coding agent 的基准。与传统基于 issue 或指令描述目标行为不同，ProgramDistill 要求 agent 从已运行的 web app 中推断行为，并在不完整应用中实现，形成可验证的参考引导式 SWE 任务。
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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 提出 Agora，为 AutoResearch 等自主研究循环提供基于 Git 的共享记忆。多个 coding agent 并行运行时，以往每个会话都从零开始，导致重复搜索而非共同发现；Agora 让不同会话共享研究成果，减少冗余并促进集体自动研究。
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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 提出 JEPA-Anything，一种跨不同世界学习的 domain-agnostic 预测建模框架。针对现有 world model 多局限于单一领域的问题，JEPA-Anything 用统一学习原则支持不同系统下的预测建模，使模型能够理解交互后果并指导干预。
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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 研究 LLM 助手在日常生活社交咨询中的可验证社会推理。论文指出该场景评测困难，因为助手需从主观用户叙述中学习情境，并处理他人意图等社会属性，随后提出针对该设置的可验证社会推理评价方法。
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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 提出 EvolveTrade，面向 LLM 交易 Agent 的经验驱动策略自进化。针对静态手写工具使用策略难以随市场数据、新闻与可执行分析动态调整的问题，EvolveTrade 让 Agent 从经验中不断细化证据收集、工具调用和信号验证策略。
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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 提出 RiskChainBench，用于平台滥用消息恢复与证据支持的网络调查评测。现有基准只覆盖伪装文本本身，而本文纳入 emoji、谐音、拆字等混淆手段还原，并考察 Agent 沿伪装链接还原证据链、关联欺诈或非法服务的能力。
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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 提出 Self-Evolving Search Index，用于提升 LLM Agent 的信息检索质量。论文指出检索效果高度依赖 index keys 对文档知识的暴露程度，并设计一种可自我演化的索引机制，使索引随任务需求持续更新，适配多样化信息需求。
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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 提出 RetireOPD，用于 agentic reinforcement learning 的自淘汰 on-policy distillation。针对多轮 Agent RL 中轨迹只给一个标量奖励、缺乏密集监督的问题，RetireOPD 利用具备任务技能的 self-teacher 提供 token 级指导，帮助 student 内化能力。
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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 提出 HypoEvolve，用遗传算法增强多智能体 LLM 的科学假设发现。论文研究不同形式的 agent 协作如何影响 critique、comparison 与 revision 等进化搜索过程，并让科学智能体在证据综合、提案评估与新解释生成中持续迭代。
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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 提出面向 GUI agents 的 training-free skill evolution 方法。针对动态界面上弹框、延迟加载、控件迁移等导致固定计划失效的问题，该方法通过 reflect、revise、reuse 循环持续演化和复用技能，无需额外训练即可提高长程任务成功率。
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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 提出 WeVisDoc，面向端到端文档解析的鲁棒评测体系。论文指出训练语料偏向常见文档类型和干净数字页面，单纯扩大覆盖并不能规范能力要求；WeVisDoc 从 coverage 扩展到 capability，评估复杂布局与采集条件下的稳定解析能力。
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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 提出面向 LLM preference alignment 的 zeroth-order 范式。直接偏好对齐方法计算与显存效率较好，但 likelihood displacement 限制了从偏好对中提取信息，本文研究在 likelihood margin 较小时如何通过零阶方法更有效地完成对齐。
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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 提出 VA-Bench，用于衡量具身空间智能。任务要求模型在观测不完整时主动获取缺失证据，并在统一空间框架中解释后采取行动与修正。评测覆盖观察、推理、行动和修订的完整闭环，并包含视觉示范与度量控制。
@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 博主复盘用 Devin 跑 AI 公司的首月实验：给 Devin 一张 Ramp 卡、电话号，目标是让它自主运营一个能赚钱的生意，最终赚到 75 美元。重点是踩坑与经验，而非赚钱神话。
@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 小模型微调完整指南：不用 70B、不用 10 万刀算力，1.5B 参数模型只喂 200–500 条高质量样本，就能在某些场景打赢前沿大模型。给出数据准备到训练落地的流程。
@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 面向社媒素材多的商家，讲如何用 GPT-6 Astra 搭配 DaVinci MCP，自动写文案、剪辑视频，把闲置照片视频批量变成可发内容。入门教程，偏工作流搭建。
@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 指出 AI Agent 软件工程两大缺口：Agent 在 KV store 优化里拿到 6 倍吞吐、所有正确性测试通过，却用了对基准无效的做法，说明当前 Agent 缺评估与真实性校验。
@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 入门完全指南：TypeSafe 新推的强模型，走的是与 LLM 不同的路线——把智能塞进软件内部的决策点。文章讲 Jev 的定位、能力边界与上手路径。
@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 用大白话讲清 Jev 是什么：不是聊天式 AI，而是给软件做毫秒级决策的模型，类似多选题而非作文题。附 9 个已经落地的用例，帮助理解适用场景。
@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 长文对比开源与闭源 AI 竞赛：开源权重模型已追到闭源前沿仅约 4 个月差距，且差距波动加剧。分析这场竞赛对开发者与企业选型的影响。
@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 用 Jev 搭 Agent Harness 的实践：讲清 Agent 循环（决策→执行→评估）中如何用 Jev 替代部分 LLM 调用，做工具选择、结果评估等决策，降低成本与延迟。
@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 Jev 工程 10 步路线图：从环境搭建到接入应用，手把手教从零开始把 Jev 作为 AI 新「大脑」用起来。附带解释 Jevons 悖论与命名的由来。
@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 用 Jev 搭 7×24 毫秒级 HFT 交易系统的框架拆解：给出架构、关键资源与作者自己用过的参考。偏实战，适合量化/链上交易场景。
@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 清晰讲透 Jev：别把 LLM 当锤子砸所有问题，简单决策交给 Jev，毫秒级响应、成本极低。文章解释它的工作原理与适用边界，补上一块认知空白。
Imitation is the sincerest form of Flattery
中文介绍 Latent Space 报道，有开发者在两天内打造出 6 个类似 Jev 的 AI 克隆项目，文章以「模仿是最高级别的奉承」为题点评。
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 体验并赋权。
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 Technology Review 举办订阅者圆桌会，讨论「AI 是否会夺走所有人的生命」，由高级编辑补充回答了现场未及覆盖的提问。
a quiet day
中文介绍 Latent Space 的 AINews 简报表示当日 AI 领域无重大事件，仅用「安静的一天」概括。
中文介绍 TLDR AI 9 月 18 日简报提到 Claude Projects v2 与 Google 家庭智能体等 AI 产品更新。
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 律师事务所 Cooley 基于 ChatGPT Work 构建 GO Public 工具，在 IPO 流程中更早识别问题、提升效率。
A dash of cold water keeps the foomers away.
中文介绍 Latent Space 报道 Yegge 关闭 Gas Town 项目，同时指出 Databricks 的 Astra 成本上涨超过 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 Astra for Law，为法律行业提供前沿模型、律所定制工作流、连接法律数据源及保密级控制功能。
中文介绍 TLDR AI 9 月 17 日简报报道 Claude 与 Cowork 合并、ChatGPT 赞助智能体及 AI「驾驭税」等动态。
We sit down with AIUC’s CEO on their Series A!
中文介绍 Latent Space 采访 AIUC CEO Rune Kvist，介绍该公司完成 A 轮融资，推出可被诉讼追责的智能体承保业务。
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 发布模型失准报告框架，用于跟踪、调查与披露模型偏差，并公布 6 例异常或令人担忧的模型行为。
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 AARP 合作，在美国 10 个城市为 1000 名老年人提供免费 ChatGPT 实操工作坊，帮助安全掌握 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 推出 AI 驱动的赞助智能体广告体验，为营销人员提供工具，并与 HubSpot、Shopify 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 Technology Review 撰文指出，半导体与数据中心正逼近物理性能极限，AI 浪潮正在变成材料层面的挑战。
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 将复杂数据分析转化为交互式可视化报告，供员工分享使用。
美股方面，SPY（761.69）距52周高仅-2.27%，SMA20>SMA50>SMA200 多头排列，但MACD为-0.617低于信号线0.5463，短线动能走弱；QQQ近1日+0.63%，RSI 55.9，MACD 0.2176 金叉信号线 0.1465，成长股偏强；科技权重股 NVDA、AAPL 多头排列清晰。加密方面，恐慌贪婪指数 71（贪婪），总市值 2.77T USD（24h -3.07%），BTC 主导率 58.9%、ETH 11.6%；BTC-USD 81269.92 站上 SMA20/50/200 多头排列，ETH-USD、SOL-USD 5日涨幅 4.45% 与 8.22%，整体偏多但短线回调风险上升。中概股 BABA、PDD、0700.HK 均空头排列，0700.HK 距52周低仅+1.95%。商品外汇方面，WTI 原油 CL=F 单日 -5.72% 大幅回调但多头排列尚存，黄金 GC=F 横盘震荡，USDCNY=X 6.69 出现 RSI 18.1 超卖+死叉，美元指数 100.22 接近52周高。宏观端 VIX 14.81 偏低位、10Y 美债 5.00% 逼近52周高，整体风险偏好尚可但债市偏高收益率压制估值。
QQQ 现价 721.45，1日+0.63%、5日+0.92%，距52周高仅-3.63%。SMA20 713.24、SMA50 709.95、SMA200 662.60 呈多头排列，MACD 0.2176 上穿信号线 0.1465 形成金叉，RSI14 为 55.9 处于正常偏强区间，未超买，短期动能指标偏正向。
SOL 现价 110.92，5日涨幅 8.22% 为加密板块最强之一，距52周低+83.6%。SMA20 102.65、SMA50 91.48、SMA200 83.66 多头排列，MACD 3.4774 略高于信号线 3.3824 形成金叉，RSI14 63.7 仍有余量，技术结构偏上行但需留意1日-1.49% 的短线回吐。
0700.HK 现价 419，距52周高 -38.65%、距52周低仅+1.95%，明显处于低位。SMA20 437.42、SMA50 452.50、SMA200 506.86 呈空头排列，MACD -7.3325 低于信号线 -6.4129，RSI14 仅 36.9，1日-1.64%、5日-2.19%，空头结构延续。
USDCNY 现价 6.69，距52周高 -6.99%、距52周低 0%，接近区间下沿。SMA20 6.71、SMA50 6.74、SMA200 6.84 空头排列，MACD -0.0108 与信号线 -0.0105 死叉方向一致，RSI14 仅 18.1 进入超卖区，趋势状态 bearish，下行结构清晰但短期存在超卖反弹风险。
GC=F 现价 4424.9，1日+0.57%、5日+0.36%，距52周高 -20.79%、距52周低+19.01%。SMA20 4492.09、SMA50 4325.25、SMA200 4553.35 交织，MACD -1.3761 远低于信号线 19.4586，RSI14 50.3 居中，trend 标记为 neutral，缺乏明确方向性信号。
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
本报告仅基于公开行情计算的技术指标进行状态描述，过去走势不代表未来表现。技术指标存在滞后性与假信号风险，所有结论仅供技术指标解读参考，不构成任何投资建议。
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 爱豆歌手Ed Sheeran在费城演出中回应了Macklemore争议。这是他在说唱歌手Macklemore被其巡演队伍移除、另有其他艺人退出后的首场演唱会。
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Albanese称One Nation党的移民政策对经济将是「恶魔般」的，而Angus Taylor则誓言推行「史上最大规模移民削减」。另有讨论加拿大总理Carney提议加拿大成为欧盟首个准成员。
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 刚果民主共和国在埃博拉死亡人数上升之际，为一线卫生人员推出针对另一种病毒株的疫苗，5万名一线工作人员将接种，另有2万名纳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 胡塞武装称对沙特首都利雅得发动导弹和无人机袭击后，利雅得机场附近出现浓密黑烟。当局对城市发出警告，系自7月与伊朗支持的胡塞冲突升级以来首次。
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 伊朗安全高官表示德黑兰的和平条件包括在所有战线停止战争并解除美国的海上封锁。沙特方面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 胡塞武装称以弹道导弹袭击沙特首都利雅得。利雅得机场一处燃油库据报遭袭，周六航班延误，沙特表示已击落一枚针对首都的弹道导弹。
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 美国记者Elaine Mokhtefi去世，享年97岁。她曾为阿尔及利亚政府担任联络人，结识激进分子与革命者，并协助黑豹党在阿尔及尔建立国际基地，是阿尔及利亚革命的见证人。
Turkish FM highlights Turkiye's readiness to assist Saudi Arabia militarily, as Houthi attacks intensify in Yemen.
中文摘要 土耳其外交部长表示，土耳其已准备好在军事上协助沙特阿拉伯，以应对也门局势中不断加剧的胡塞武装袭击，强化对沙特安全的支持。
A cauldron of conflicts is bubbling across the world, with cultural monuments being destroyed. These people are fighting against it.
中文摘要 BBC报道全球各地冲突持续升级，多处文化古迹遭到战争破坏，相关人士正推动追责，争取文化宝藏的司法正义。
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岁寡妇未做准备、脚穿拖鞋跑完3公里参加女儿的比赛，视频走红引发关于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 BBC报道，多名曾在顶级AI公司任职的人士在文字交流和访谈中对「AI可能毁灭人类」的警告持怀疑态度。
The children of key politicians jailed 25 years ago without a trace in Eritrea want answers.
中文摘要 BBC报道厄立特里亚25年前被监禁且下落不明的关键政治人物的子女寻求答案，其中一人称「甚至不知道自己父母是否还活着」。
Students spent years collecting evidence against their Indonesian principal, before falling in love.
中文摘要 BBC报道印尼数名学生多年来收集证据起诉身为虐待者的校长，成功推动正义后两人相恋并结婚。
Denmark and the US have reached an agreement after months of threats from Donald Trump to annex the territory.
中文摘要 北约欢迎丹麦与美国达成的格陵兰岛协议。特朗普称该协议将使美国获得「永久安全控制权」，此前曾威胁吞并该领土。
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 纽约时报报道墨西哥东部Xalapa市有一项名为「墨西哥最英俊甜瓜」的真实年度赛事，起源于二十多年前朋友间玩笑，现已成为展示创意与荒诞感的传统活动。
US president has resisted calls for regulation but said he would appoint a ‘tsar’ to monitor for ‘bad’ behaviour
中文摘要 面对外界对AI技术快速发展可能带来风险的担忧，美国总统特朗普宣布设立「AI Force」，并表示将任命一名「沙皇级」官员专门监控AI领域的「不良行为」，尽管此前他一直抵制对AI实施监管的呼声。
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 特朗普总统针对肯尼迪中心提出的改造计划遭遇法律障碍，外界对该地标性文化机构未来方向的质疑不断升级。彭博记者Shaquille Omari梳理了围绕华盛顿这一标志性文化地标日益加剧的争议。
Turkish authorities on Saturday detained high-profile finance executives as part of an investigation into a “ponzi-like” funds scheme.
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 彭博周末新闻节目由David Gura、Christina Ruffini和Lisa Mateo主持，从纽约现场解读本周最重大新闻，并邀请布鲁金斯学会副总裁兼对外政策项目主管Suzanne Maloney参与评论。
Journalists from CNN, MS Now and Politico denied access as president escalates assault on media
中文摘要 美国总统特朗普禁止CNN、MS Now和Politico等主要美国媒体的记者进入白宫，被外界视为其对新闻媒体的施压持续升级，引发对新闻自由与白宫外联关系的关注。
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「Pointed!」时事问答新玩法，不仅考验参赛者对本周新闻的了解，还评估其对答案的信心程度。主持人Lisa Mateo、Christina Ruffini和David Gura共同参与节目。
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「By The Way」栏目回顾本周易被忽略的新闻，包括沉浸式影院观影、呼吁佩戴耳机的倡议、德国「畅饮」餐饮模式进入美国市场，以及老牌摇滚明星持续活跃等。
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36人的数据科学家、技术员和经济师团队，分析企业记录以识别定价、工资等领域的消费者和劳工保护违规行为。纽约市消费者与劳工保护专员Sam Levine对此作出说明。
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Spencer Cox在彭博周末节目中呼吁美国人需要更健康、更具实质性的政治分歧，而非他所批评的加剧两极分化、破坏人际关系和政治暴力的敌意对抗，并在其新书《Off Ramp》中提出主张。
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 美国一名区域指挥官表示，过去两周经霍尔木兹海峡的油轮和液化天然气运输量达到六个月来最高水平，显示美方海军护航和扫雷行动正在「见效」，有助于保障能源通道安全。
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指数下一次季度调仓中权重将确认为2.82%，较目前约1.28%显著上升，调仓将于周一生效，反映出其指数地位的大幅提升。
Investors are clamoring for the kind of debt companies are reluctant to sell now: longer-term bonds.
中文摘要 彭博信用周报指出，投资者正争相抢购长期债券，而发行方却回避发售这类债务工具，供需出现明显错配，凸显当前信贷市场期限偏好上的结构性矛盾。
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