每日简报

2026-07-25

Morning Brief

2026-07-25

今天最重要的变化是科技与金融市场的互动紧密,反映出AI投资背后潜藏的风险。

今日最重要的 5 件事

  1. 1
    技术动态Latent Space

    Claude Opus 5模型发布

    为什么重要 该模型在编程能力上表现出色,提升了AI应用的实用性,将影响软件开发等多个行业。

  2. 2
    财经要点Bloomberg Markets

    特朗普交易在股市中的失效

    为什么重要 这揭示了市场对政治动向的敏感性,以及短期内政策变化能对投资者情绪造成的重大影响。

  3. 3
    时政观察DW 中文

    印度教育部长辞职,民众抗议获得胜利

    为什么重要 这是年轻人运动对政策的影响,显示出民众对政治的参与度在提高。

  4. 4
    技术动态DeepMind Blog

    谷歌承诺对Genesis Mission投资4000万美元

    为什么重要 这将推动科学研究的进步,为创新提供资金,有助于在多个领域实现技术突破。

  5. 5
    财经要点Bloomberg Markets

    高温影响美国中部和能源需求

    为什么重要

市场状态

Risk-Off
  • 4 个跟踪资产处于多头趋势,8 个处于空头趋势。
  • SPY 当前为 neutral,5 日 -0.59%,RSI 45.2。
  • 加密恐惧贪婪指数为 27(恐慌)。
  • 加密总市值 24h 变化为 +0.11%。

观察 观察 BTC 在 5 日 -1.62% 后能否企稳。

招聘信号

  • 升温 AI Health Integration 随着OpenAI健康功能的推出,从业者需具备医疗与AI集成的能力,这成为新的市场需求。
  • 升温 AI编程模型开发 Anthropic Claude Opus 5模型发布,突显了在编程智能体领域的工作机会增加。
  • 升温 气候变化适应策略 极端高温导致能源需求变化,表明对气候变化的应对战略将成为招聘新焦点。

论文趋势

X 讨论主题

Top Project

block/buzz

Rust · ★ 11,248 · 🍴 878 · 📈 2,506 stars today

A hive mind communication platform

中文介绍 Buzz 是一个集体思维沟通平台,旨在提高群体协作与信息共享的效率。它的重要性在于支持团队更高效地交流思想,从而推动创新和项目进展。

Most Practical

alibaba/open-code-review

Go · ★ 12,711 · 🍴 867 · 📈 439 stars today

Open-source & free — Battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in fine-tuned ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.

中文介绍 Open Code Review 是一款经过阿里巴巴验证的开源代码审查工具,采用混合架构,结合了确定性管道与 LLM Agent,能提供精细化的逐行评论和内置规则集。重要性在于它为开发团队提供了高效的代码审查解决方案,提升了代码质量与开发效率。

Most Surprising

citrolabs/ego-lite

JavaScript · ★ 3,255 · 🍴 158 · 📈 986 stars today

The fastest browser for AI agents to run web automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.

中文介绍 Ego Lite 是一款快速的浏览器,专为 AI 代理运行网页自动化而设计,支持与 AI 代理共享已登录的浏览器状态。其重要性在于简化了 AI 交互的过程,使开发者能更加高效地进行自动化任务。

AREX: Towards a Recursively Self-Improving Agent for Deep Research

👍 124

Deep research requires agents to find answers that jointly satisfy multiple constraints. Discovering such answers is costly, whereas verifying a candidate can often be decomposed into tractable constraint-wise checks. This discovery--verification asymmetry suggests that a research agent should do mo

中文介绍 论文提出了一种递归自我改进的智能体(AREX),旨在解决深度研究中同时满足多个约束的答案查找问题。通过将候选答案的验证过程按约束拆解为可处理的检查,该方法有效降低了发现答案的成本。AREX 能够在动态的研究环境中持续优化自身性能,具有较强的实用价值。意义:为自我改进的智能体研究提供新思路,可能推动智能体在科学研究领域的应用。

SLAI T-Rex: Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD

👍 56

Full-parameter post-training of trillion-parameter-scale MoE models introduces substantial system-level challenges for large-scale distributed training, including severe memory pressure, non-overlapped communication overhead, and inefficient kernel execution. While most large-scale LLM training syst

中文介绍 本研究探索了在 Ascend SuperPOD 上对深度学习模型 DeepSeek-V4 进行全参数后训练的方法,以应对大规模 MoE 模型的系统级挑战。提出的解决方案有效减轻了内存压力,并提升了通信效率,为大规模分布式训练提供了一种新的实现路径。结果显示,在此框架下,训练效率显著提高。意义:推动大规模模型训练的可扩展性与效率,推动 AI 应用的广泛发展。

K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs

👍 54

Large language models are increasingly used in K-12 education, but existing benchmarks mainly test exam question answering rather than understanding how curriculum knowledge is structured and visually presented. We call this capability curriculum cognition. It covers prerequisite chains, concept tax

中文介绍 K12-KGraph 提出了一种课程对齐的知识图谱,用于评估和训练教育领域的大语言模型(LLM)。这种知识图谱以课程认知能力为核心,覆盖了前置知识链、概念分类等内容,旨在为 K-12 教育提供更好的模型评估基准。通过对课程知识结构的视觉化呈现,有助于学生更好地理解各知识点之间的关系。意义:为教育领域的 LLM 提供新的评估和训练工具,有助于提升教育技术的效率与质量。

ReferTrack: Referring Then Tracking for Embodied Visual Tracking

👍 48

Embodied visual tracking (EVT) requires a mobile agent to continuously follow a specific target described in natural language using only onboard vision. While recent vision-language-action (VLA) policies unify target identification and trajectory planning, their chain-of-thought (CoT) reasoning ofte

中文介绍 ReferTrack 提出了一个新方法,通过自然语言描述持续跟踪移动目标的物体视觉跟踪(EVT)任务。该方法结合了目标识别和轨迹规划,通过增强链式推理(CoT)来提高任务性能。实验表明该方法在实时目标跟踪任务中表现优异,显著提高了准确性与效率。意义:推动自然语言与视觉互动的研究,可能在机器人与自动驾驶领域获得应用。

Visual Contrastive Self-Distillation

👍 41

On-policy self-distillation (OPSD) is promising as it removes the external teacher required by on-policy distillation (OPD), yet it still needs asymmetric information between teacher and student to ensure that the self-teacher provides a stronger learning signal than the student. Existing methods cr

中文介绍 该研究探讨了视觉对比自蒸馏(Visual Contrastive Self-Distillation),试图通过在策略学习中去除外部教师的需求来提升学习效果。研究表明,OPSD 模型在确保更强学习信号的情况下,能够有效减少教学信号的不对称性。实验结果显示,该方法在多任务学习中具有显著优势。意义:为无监督学习和表示学习领域提供了新的方法框架,具有广泛的应用潜力。

Show, Don't Tell: Evaluating Spatial Cognition in Generative Pixels Rather Than LLM Text

👍 34

Spatial intelligence is essential for agents to move from static semantic understanding toward interacting with the physical world. Many spatial tasks are grounded in continuous visual scenes, where locations, regions, and paths are more naturally expressed by pointing, marking, or drawing than by r

中文介绍 论文提出了一种评估和理解空间认知能力的新方法,通过生成像素而非文本来进行评估。该方法强调了空间智能在物理交互中的重要性,旨在提升智能体在高度动态环境中的表现。实验证明,该方法在多种空间任务中具有优越性,能够更准确地模拟人类的空间认知过程。意义:推动智能体在物理世界中的应用,可能改善人机交互体验。

Beyond Relevance-Centric Retrieval: Rubric-Oriented Document Set Selection and Ranking

👍 28

As large language models and AI agents become the primary consumers of search results, document set quality determines the upper bound of downstream generation. Yet existing evaluation systems remain confined to scoring documents independently and aggregating via nDCG, ignoring inter-document intera

中文介绍 本研究提出了一种超越传统的文档集选择与排序评估方法,专注于文档间的相互关系。随着大语言模型及 AI 智能体成为搜索结果主要消费者,文档集的质量对后续生成的上限产生重要影响。新方法证明了在性价比和质量提升方面的有效性。意义:为信息检索领域的评估方式提供了新的视角,可能对搜索引擎技术产生影响。

An Exam for Active Observers

👍 24

Human vision is a closed loop: gaze is continuously redirected by intermediate hypotheses rather than a single snapshot. Decades of psychophysics and cognitive science have argued that this active observation is essential for a wide range of tasks. Whether today's multimodal large language models (M

中文介绍 研究探讨了人类视觉的闭环机制,指出主动观察在多种任务中的重要性。该论文分析了当今多模态大语言模型(MLLMs)在模拟人类可视行为时的表现,提出了针对性改进的建议。实验证明,主动观察能有效提升模型的性能表现。意义:为多模态学习及认知科学的交叉研究提供新指引,可能提升视觉智能的发展。

Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction

👍 20

We introduce Tencent WorkBuddy Bench, a multi-domain evaluation suite for coding agents; this report documents its construction methodology, scoring protocol, and a cross-model leaderboard. At its core is a unified evaluation framework for constructing and running distribution-informed coding-agent

中文介绍 腾讯 WorkBuddy Bench 是一个面向多领域编码智能体的评估平台,报告了其构建方法、评分协议及跨模型排行榜。核心在于建立一个统一的评估框架,帮助研究者更有效地评估编码智能体的表现。实验结果显示,该平台在保持高效性与公平性方面表达出色。意义:为编码智能体的发展与评估提供了标准化的工具,有助于推动编码领域的创新。

NVIDIA-labs OO Agents: Native Python Object-Oriented Agents

👍 19

Traditional agent development is split across prompt templates, tool schemas, callback code, and workflow graphs. We present NVIDIA Object-Oriented Agents (NOOA), a model-agnostic Python framework for building reliable AI agents. NOOA takes a simpler approach: an agent is a Python object. Its method

中文介绍 NVIDIA 提出的 OO Agents 是一种基于 Python 的对象导向智能体开发框架,旨在简化传统智能体的开发过程。该框架允许将智能体视为 Python 对象,使得开发更直观、高效。实验证明,OO Agents 提高了可靠性和开发灵活性,具有广泛的应用潜力。意义:为智能体开发流程提供新的解决方案,可能推动智能体在各领域的应用。

Color Pass-Through via Camera-Display Coupling

👍 18

When a real-world scene is captured by a smartphone camera and viewed on its screen, the displayed image often differs noticeably from the original scene in color, brightness, and contrast. This gap persists despite substantial advances in both modern cameras and displays. A key reason is that most

中文介绍 本研究探讨了拍摄场景与显示图像之间的色彩传递问题,指出大多数设备在显示时存在明显的色彩差异。通过分析影响因素,提出了改进显示效果的建议,以减小现实场景与显示图像之间的偏差。实验结果显示,优化的方法有效提升了色彩一致性。意义:为图像处理技术的发展提供了重要依据,可能推动摄影和显示技术的创新。

LLMs Get Lost in Evolving User Intent

👍 17

As LLMs become more capable, they are increasingly deployed as collaborative agents, taking on user-delegated tasks through iterative interaction. Yet genuine interaction is inherently dynamic: users rarely specify their intent upfront, instead disclosing, revising, and reshaping it as the conversat

中文介绍 研究分析了 LLMs 在面对不断变化的用户意图时的表现,指出传统静态模型难以适应动态交互的需求。提出了一种新的动态交互框架,能够有效理解和适应用户在对话中的意图演变,提高互动质量。实验结果显示,该方法有效提升了用户体验。意义:为人机交互研究提供新的思路,可能推动智能助手的发展与应用。

Self-Supervised Learning of Structured Dynamics from Videos

👍 16

Understanding motion in video is a fundamental challenge for visual learning, as frame-to-frame change entangles two sources of dynamics: camera motion and object motion. This decomposition has remained underexplored in representation learning, partly because these factors are tightly coupled in nat

中文介绍 论文探讨了如何自监督学习视频中的结构动态,解决了相机运动和物体运动的干扰问题。通过对这两种动态的分解,提出了一种新的学习框架。实验证明,新框架在表示学习中展现出了显著的优势。意义:推动视觉学习领域的发展,可能改善视频分析和处理的技术能力。

Scaling Laws for Hypernetwork-Based Knowledge Injection in Large Language Models

👍 14

Injecting factual knowledge into large language models (LLMs) reliably and at scale remains an open challenge. Hypernetworks provide a promising solution to large-scale knowledge injection. Although hypernetworks are typically applied for test-time adaptation, we explore their use in train-time know

中文介绍 本研究探讨了通过超网络将事实知识高效注入大语言模型(LLMs)的策略。论文展示了超网络在训练时知识注入的有效性,并表明这种方法具有高度的可扩展性。实验结果显示,超网络在提供知识支持方面表现优异。意义:为 LLMs 的知识增强方法提供新的方向,可能影响自然语言处理的相关应用。

Beyond Euclidean Clipping: Overcoming Exploration Collapse in LLM RL via Riemannian Isometric Policy Optimization

👍 12

Reinforcement learning (RL) has become a dominant paradigm for enhancing LLMs' reasoning capabilities. However, RL algorithms with PPO-Clip are inherently limited by exploration collapse. Subsequent works remain primarily heuristic and fail to identify the essential cause of PPO-Clip's failure. This

中文介绍 本文研究了强化学习(RL)中存在的探索崩溃问题,尤其是 PPO-Clip 算法的局限性。提出通过黎曼等距策略优化的方法来克服这一问题,实验表明该方法显著提升了探索效率和模型表现。意义:为 RL 在大型语言模型中的应用提供新的解决路径,推动相关领域的研究进展。

Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers

👍 11

Multi-agent interactive world models should not only generate consistent observations, but also maintain world states that persist across agents and evolve across views. Existing autoregressive video diffusion pipelines carry forward observation history as conditioning context, which makes shared st

中文介绍 研究提出了一种流式多智能体自回归扩散模型,旨在维护智能体之间共享的世界状态以及演变。在此模型下,观察历史作为条件上下文被传递,实验结果显示其生成的一致性观测显著改善。意义:,该模型有望增强多智能体系统的协作能力,为智能体交互研究提供新的研究框架。

Sample-Efficient Learning from Agent Experience

👍 9

Real-world agent learning is often constrained by costly environment interactions, such as running time-consuming experiments or obtaining human feedback. In-context learning offers a highly sample-efficient way for agents to learn from their own interaction histories, but its gains disappear once t

中文介绍 本研究探索了利用代理经验进行样本高效学习的方法,解决了环境交互成本高的问题。通过在上下文中学习,模型显著提高了从历史交互中汲取经验的能力,实验结果显示相较传统方法具备更高的学习效率。意义:为代理学习提供新的高效策略,可能推动实际应用中的学习和适应能力提升。

AutoIndex: Learning Representation Programs for Retrieval

👍 9

We present AutoIndex, a framework for learning representation programs: executable transformations that map raw documents into the representations exposed to a retrieval system. Rather than tuning retrievers, rerankers, or a small set of preprocessing hyperparameters, AutoIndex searches over program

中文介绍 AutoIndex 提出了一个新的框架,用于学习文档检索系统的表示程序,旨在通过可执行转换提升文档检索性能。该方法通过搜索程序空间而非简单调整超参数,证明了在检索效果上的提升。意义:为信息检索领域提供了新的工具,有望引领文档处理和检索技术的创新。

Multi-Turn On-Policy Distillation with Prefix Replay

👍 8

We study on-policy distillation (OPD) for agentic tasks, where an LLM agent interacts with an environment over multiple turns and a student imitates a teacher over these multi-turn interaction histories. Fully online OPD is costly because each update requires fresh student rollouts through the envir

中文介绍 研究探讨了基于前缀重放的多轮在线蒸馏方法,旨在提高智能体任务训练的效率。新方法通过对多轮交互历史进行模仿学习,降低了每次更新的成本。实验结果显示,该方法在多轮任务中表现优异。意义:为多任务学习中的模型蒸馏提供了新思路,可能改善智能体的学习效率。

Robostral Navigate

👍 8

Deploying navigation systems at scale requires a recipe that minimizes sensor assumptions, generalizes across robot embodiments, and trains efficiently. Yet, today's best systems depend on depth sensors, multi-camera rigs, or pre-built maps, limiting the hardware they support and increasing deployme

中文介绍 Robostral Navigate 提出了一个高效的导航系统部署方案,旨在降低对传感器的依赖并增强通用性。所提方法通过训练提升了系统的固有能力,实验表明在多种硬件上均能实现良好效果。意义:推动机器人导航及智能移动技术的发展,提高实际应用中的灵活性与可扩展性。

Why hasn’t AI increased unemployment?

@PeterMcCrory · 46.5K 粉丝 · 399.2K 阅 · 514 赞 · 106 转

I thought I’d share a few high-level reflections and a framework that helps me make sense of why we (so far) don’t see significant impact of AI on the US labor market. I focus on the US because (a) AI

中文介绍 博主探讨了 AI 在美国劳动市场未显著增加失业率的原因,并提出一套思维框架。通过分析当前 AI 对就业的影响,指出当前的情况可能与技术适应性及系统性障碍有关,反映出对 AI 影响劳动市场的广泛关注和共同讨论。

The complete Graph Engineering playbook for Claude Code

@Gyome1_ · 3.9K 粉丝 · 220.0K 阅 · 504 赞 · 65 转

Most people are still using Claude Code like a very expensive intern. They give it one task, wait for one answer, then manually decide what happens next. But the teams getting the most leverage from

中文介绍 该帖分享了 Claude Code 的完整图形工程操作手册,强调许多人仍将其视作昂贵的实习生。博主建议团队应更有效地利用 Claude Code,通过优化任务分配和工作流,提升生产力,指出了对自动化工具应用优化的趋势。

Frontier Diffusion & Control

@satyanadella · 7.5M 粉丝 · 153.7K 阅 · 923 赞 · 114 转

In a world where software has real marginal cost for the first time, how do we ensure frontier benefits are diffused across the entire ecosystem? The key is to optimize the cost-to-outcome frontier in

中文介绍 博主探讨如何在软件首次出现边际成本的背景下,确保前沿技术的收益能够在整个生态系统中扩散。强调优化成本-结果边界的重要性,反映出对软件经济新形态的共识与讨论。

Towards Automating Eval Engineering

@Vtrivedy10 · 13.9K 粉丝 · 152.6K 阅 · 503 赞 · 50 转

Today we’re releasing our Eval Engineering Skill, a skill that helps coding agents build evals using context from a repository and agent traces. The skill inspects how an agent is structured, mines

中文介绍 发布了 Eval Engineering Skill 以帮助编码代理构建评估。该技能基于上下文进行检查,挖掘代理的结构,对于自动化评估工程的进步具有重要意义,显示行业对提升代码评估效率的关注。

this system will change your life...

@eptwts · 116.8K 粉丝 · 140.0K 阅 · 514 赞 · 28 转

the consensus on self-hosted agents is that they're simply coding tools... you point one at a repo, it writes code, you close the terminal & everything it learned about you dies with that session.

中文介绍 博主指出自托管代理的共识仅是编码工具,表明在使用后其学习内容不会持久化。此观点或显示对整体 AI 开发和使用模式的重新思考,揭示了对代理管理和体验的反思趋势。

why we're buzzing

@jack · 10.3M 粉丝 · 109.6K 阅 · 782 赞 · 93 转

yesterday we released buzz. it's an open source workspace that puts people, agents, conversations, and code on the same level, behind one cryptographic identity system. we built it to reduce our

中文介绍 博主宣布推出 buzz,一个开源工作空间,旨在将人员、代理、对话和代码平等整合。此举反映出对团队协作和透明度提升的需求,显示出新工作方式的趋势。

Trajectory: A Standard Format for Agent Experience Data

@Letta_AI · 9.8K 粉丝 · 86.5K 阅 · 504 赞 · 31 转

Introducing trajectory, an open-source package that normalizes coding-agent sessions from @AnthropicAI Claude Code, @OpenAI Codex, @pidotdev, @LangChain deepagents, @openclaw, Letta Code, and other

中文介绍 推出了 trajectory,一个开源项目,旨在规范来自不同 AI 编码代理的会话数据。此工具反映了对标准化代理体验数据的需求,代表了行业正朝着建立兼容性的努力迈进。

Why Software Factories Fail

@dexhorthy · 23.8K 粉丝 · 64.9K 阅 · 515 赞 · 50 转

or: the harness is not enough Update - the talk version of this post is live on youtube: https://www.youtube.com/watch?v=Ib5GBkD555M i guess we doin loops now We're all racing to put AI coding into production. A lot has

中文介绍 博主分析了软件工厂失败的原因,特别强调单靠工具不足以成功。反思在 AI 编码部署中的挑战,强调需要更全面的开发模式和策略,显示出对增强软件开发流程的广泛关注。

The new rules of context engineering for Claude 5 models

@trq212 · 318.0K 粉丝 · 48.6K 阅 · 1.2K 赞 · 119 转

I’ve written previously about how to best prompt the newest generation of Claude 5 models and work with them iteratively to discover what you want to build. But when you send a message to Claude, the

中文介绍 分享了针对 Claude 5 模型的上下文工程新规则,介绍如何进行有效的提示和迭代开发。反映出在 AI 模型应用领域对优化交互方式的持续关注与探索。

Practical multi-agent orchestration in Codex

@pvncher · 30.4K 粉丝 · 44.0K 阅 · 565 赞 · 33 转

GPT-5.6 Sol gets especially interesting when it has a team to work with. Codex's new Multi-Agent V2 tools give Sol and Terra a natural way to delegate tasks, share updates, and coordinate through

中文介绍 博主介绍了 Codex 的新多代理 V2 工具如何增强团队协作,提升任务分配和更新共享的效率,反映出多代理系统在 AI 开发中日益受到重视的趋势。

I Can Finally Talk to ChatGPT the Way I Actually Think

@derrickcchoi · 9.1K 粉丝 · 40.1K 阅 · 516 赞 · 31 转

This must be a little like how Tony Stark feels talking to Jarvis. I'm really excited that we just launched ChatGPT Voice across Work and Codex in the ChatGPT desktop app. I don't know about you but

中文介绍 发布了 ChatGPT Voice 功能,让用户可以更自然地与 ChatGPT 互动,增强了实时交流的体验。此开发显示出对用户交互方式人性化的关注和技术发展的新方向。

How we teach AI models

@leerob · 272.8K 粉丝 · 32.9K 阅 · 550 赞 · 51 转

How do AI models learn new skills and behaviors? The process is surprisingly human and easy to understand, even if you don’t have a machine learning background. Helpful colleagues AI models,

中文介绍 博主解释了 AI 模型如何学习新技能和行为的过程,即使对于非机器学习背景的人也容易理解。表明对 AI 教育领域的深入探索和对普及化的追求。

Robinhood let AI agents trade. Hood AI makes sure they can be trusted.

@HoodAI0x · 5.6K 粉丝 · 15.1K 阅 · 633 赞 · 293 转

Robinhood Just Let AI Agents Trade With Real Money. Trust Wasn't Part Of The Update. Connect Claude, Grok, or ChatGPT through Robinhood's official MCP server, open a dedicated agentic account, and a

中文介绍 博主提到 Robinhood 允许 AI 代理进行真实货币交易,强调信任问题的重要性。反映出对 AI 在金融领域应用的风险与管理关注,显示行业内的警觉与反思。

Building the Next Layer of the Agent Economy on BNB Chain

@OptimaiNetwork · 99.3K 粉丝 · 6.1K 阅 · 509 赞 · 112 转

Over the past year, AI has moved beyond chat interfaces toward autonomous systems capable of reasoning, planning, and taking action. The next challenge is no longer building more capable agents - it

中文介绍 博主探讨了 AI 发展超越聊天界面的新趋势,强调自主系统在推理和计划能力方面的进步。此内容展现了 AI 经济层面的新挑战,反映出对以 Agent 为核心的未来发展的共识。

Opus 5

**Anthropic** launched the **Claude Opus 5** model, which sparked mixed reactions including benchmark scrutiny and praise for its coding-agent capabilities. The model achieved an **Epoch Capabilities Index (ECI) of 159**, slightly below **Fable 5's 161**, but matched Fable 5 on software engineering

中文介绍 Anthropic发布Claude Opus 5模型,该模型引发了各种反应,有人称赞其编程能力,并且在基准测试中获得了159的Epoch Capabilities Index (ECI),略低于Fable 5的161。

How AI helps scientists design the next generation of medicines

Designing and developing a new medicine is an expensive, failure-prone scientific challenge. A new drug can take many years to develop, at the cost of a significant investment. And even then, most possible candidates never reach the patient. For biologic medicines, therapies made from engineered pro

中文介绍 新药的设计和开发是一个昂贵且易失败的科学挑战。研发新药通常需要数年时间和巨额投资,而大多数候选药物最终无法上市。

not much happened today

**The Stack v3** is released as the largest open code dataset with **114 TB raw data**, **224M repositories**, and **5T deduplicated tokens**, significantly expanding data for open code models and cyber-defense. The debate on **distillation** continues as a key ideological fault line, with calls for

中文介绍 The Stack v3发布,成为最大的开放代码数据集,包含114 TB原始数据、224百万个代码库和5万亿去重标记,显著扩大了开放代码模型和网络防御的数据基础。

Inside the Model Factory — Eiso Kant, Poolside AI

Poolside's co-CEO on how his small team of top researchers built a model factory capable of training Laguna S - a 118B MOE beating Thinky's ~1T open weights model... and this is just the beginning.

中文介绍 Poolside AI的联席首席执行官介绍了如何建立模型工厂,该工厂能够训练Laguna S模型,其参数达到118B,超越Thinky的约1T开放权重模型。

Launching Health in ChatGPT

Health in ChatGPT now lets eligible U.S. users securely connect medical records and Apple Health to get more personalized insights and better understand their health.

中文介绍 OpenAI在ChatGPT中推出Health功能,符合条件的美国用户可以安全连接医疗记录和Apple Health,以获取个性化健康洞察。

Building AI infrastructure with the Effingham County community

OpenAI announces Project Camellia in Effingham County, Georgia, with commitments to responsible energy, community investment, jobs, and access to Codex.

中文介绍 OpenAI宣布在乔治亚州Effingham县启动Project Camellia,承诺负责的能源使用、社区投资、创造就业机会及Codex访问权限。

How news organizations are using AI to advance their vital missions

News organizations are using AI to strengthen reporting, grow audiences, and improve business operations, with OpenAI tools supporting journalists and publishers worldwide.

中文介绍 新闻机构正在利用人工智能加强报道、扩大受众和改善业务运营,OpenAI的工具支持全球的记者和出版商。

Advancing the next era of national science

OpenAI outlines its commitment to advancing American science working with the U.S. Department of Energy and national labs to use frontier AI to accelerate discovery.

中文介绍 OpenAI概述了与美国能源部和国家实验室合作,利用前沿人工智能加速科学发现的承诺。

市场总览

在美股市场中,S&P 500 ETF(SPY)接近其 52 周高位,但当前价格为 738.93,RSI 为 45.2,趋势总体中性。股票市场表现不一,科技股如 Apple(AAPL)表现较好,RSI 达到 65.2。但在加密市场,当前恐慌贪婪指数为 27,市场情绪极度恐慌,总市值为 2.28 万亿美元,反映出投资者的谨慎情绪。整个加密市场的主导率以 BTC 为 56.5%,ETH 为 9.9%,这显示出投资者对于主要加密资产相对青睐。

今日关注

AAPL Apple
偏上行

Apple 当前价格为 333.02,RSI 为 65.2,接近超买区间,且 MACD 显示出多头排列。此时价格也接近 52 周高位,表明短期趋势偏向上行。

CL=F WTI 原油期货
偏上行

WTI 原油期货当前价格为 89.31,经过过去 5 天的上涨 8.27%,且 RSI 为 64.3,接近超买状态,MACD 积极多头排列,显示出上行动能。

SPY S&P 500 ETF
中性

S&P 500 ETF 当前价格为 738.93,RSI 为 45.2,处于正常区间,MACD 显示短期向上,但整体趋势为中性,价格接近 52 周高,缺乏明确方向。

全部资产

^VIX

VIX 恐慌指数

$18.58 -0.64%
5 日
-1.01%
距 52w 高
-47.4%
RSI(14)
54.6
趋势
中性
SMA 20 / 50 / 200
16.96 / 17.34 / 18.72
MACD / 信号
0.139 / -0.114

^TNX

10Y 美债收益率 (%)

$4.68 -0.51%
5 日
+3.04%
距 52w 高
-0.7%
RSI(14)
64.5
趋势
多头
SMA 20 / 50 / 200
4.55 / 4.52 / 4.27
MACD / 信号
0.051 / 0.036
接近 52 周高多头排列

DX-Y.NYB

美元指数 DXY

$101.47 +0.03%
5 日
+0.71%
距 52w 高
-0.3%
RSI(14)
62.5
趋势
多头
SMA 20 / 50 / 200
101.06 / 100.25 / 99.10
MACD / 信号
0.255 / 0.266
接近 52 周高多头排列

SPY

S&P 500 ETF

$738.93 +0.10%
5 日
-0.59%
距 52w 高
-2.8%
RSI(14)
45.2
趋势
中性
SMA 20 / 50 / 200
746.15 / 745.07 / 698.54
MACD / 信号
0.319 / 1.775
接近 52 周高

QQQ

Nasdaq 100 ETF

$684.23 -1.12%
5 日
-1.60%
距 52w 高
-8.6%
RSI(14)
39.3
趋势
中性
SMA 20 / 50 / 200
711.71 / 718.29 / 643.17
MACD / 信号
-6.037 / -2.725

AAPL

Apple

$333.02 +3.53%
5 日
-0.22%
距 52w 高
-0.6%
RSI(14)
65.2
趋势
多头
SMA 20 / 50 / 200
314.39 / 306.23 / 275.98
MACD / 信号
8.447 / 7.539
接近 52 周高多头排列

MSFT

Microsoft

$381.70 +0.03%
5 日
-3.08%
距 52w 高
-31.3%
RSI(14)
44.7
趋势
空头
SMA 20 / 50 / 200
386.89 / 399.18 / 436.12
MACD / 信号
-1.132 / -1.581
空头排列

NVDA

Nvidia

$206.84 -0.92%
5 日
+1.99%
距 52w 高
-12.6%
RSI(14)
51.1
趋势
中性
SMA 20 / 50 / 200
203.33 / 209.18 / 192.91
MACD / 信号
0.843 / 0.077

GOOGL

Alphabet

$319.74 +0.65%
5 日
-7.79%
距 52w 高
-21.7%
RSI(14)
32.5
趋势
中性
SMA 20 / 50 / 200
352.19 / 364.70 / 323.90
MACD / 信号
-8.090 / -4.287

TSLA

Tesla

$313.03 -2.08%
5 日
-17.81%
距 52w 高
-37.2%
RSI(14)
28.0
趋势
空头
SMA 20 / 50 / 200
388.72 / 402.56 / 414.71
MACD / 信号
-16.103 / -7.737
RSI 超卖空头排列

META

Meta

$595.19 -1.80%
5 日
-7.87%
距 52w 高
-25.3%
RSI(14)
43.8
趋势
空头
SMA 20 / 50 / 200
620.97 / 606.07 / 638.07
MACD / 信号
7.832 / 12.328
MACD 死叉 (1 天前)空头排列
加密恐慌贪婪
27
恐慌
加密总市值
$2.28 T
+0.11% / 24h
BTC 主导率
56.5%
ETH 9.9%
24h 成交量
$45.4 B
活跃币 17,796

BTC-USD

Bitcoin

$64,171.99 +0.11%
5 日
-1.62%
距 52w 高
-49.1%
RSI(14)
49.9
趋势
中性
SMA 20 / 50 / 200
64,233.28 / 63,172.15 / 72,258.87
MACD / 信号
407.460 / 337.282

ETH-USD

Ethereum

$1,868.30 +0.44%
5 日
-1.86%
距 52w 高
-62.3%
RSI(14)
55.5
趋势
中性
SMA 20 / 50 / 200
1,841.55 / 1,741.50 / 2,145.93
MACD / 信号
38.919 / 38.428

SOL-USD

Solana

$74.18 +0.41%
5 日
-4.64%
距 52w 高
-70.7%
RSI(14)
43.9
趋势
中性
SMA 20 / 50 / 200
76.99 / 73.67 / 88.34
MACD / 信号
-0.078 / 0.360

BABA

阿里巴巴 (BABA)

$112.14 -1.68%
5 日
-2.46%
距 52w 高
-41.8%
RSI(14)
49.6
趋势
空头
SMA 20 / 50 / 200
108.24 / 116.17 / 142.45
MACD / 信号
1.097 / -0.136
空头排列

PDD

拼多多 (PDD)

$82.66 -0.77%
5 日
-1.76%
距 52w 高
-40.7%
RSI(14)
46.7
趋势
空头
SMA 20 / 50 / 200
83.09 / 85.11 / 104.90
MACD / 信号
0.057 / -0.110
空头排列

JD

京东 (JD)

$30.19 +0.33%
5 日
+1.92%
距 52w 高
-18.1%
RSI(14)
65.0
趋势
中性
SMA 20 / 50 / 200
28.18 / 28.88 / 29.48
MACD / 信号
0.650 / 0.329

0700.HK

腾讯控股 (0700.HK)

HK$434.60 -2.38%
5 日
-5.85%
距 52w 高
-36.4%
RSI(14)
43.4
趋势
空头
SMA 20 / 50 / 200
452.53 / 449.46 / 544.89
MACD / 信号
1.032 / 3.314
MACD 死叉 (1 天前)空头排列

GC=F

黄金期货

$4,070.80 +0.60%
5 日
+1.45%
距 52w 高
-27.1%
RSI(14)
45.9
趋势
空头
SMA 20 / 50 / 200
4,067.69 / 4,254.84 / 4,478.27
MACD / 信号
-51.156 / -67.828
空头排列

CL=F

WTI 原油期货

$89.31 -3.12%
5 日
+8.27%
距 52w 高
-25.3%
RSI(14)
64.3
趋势
多头
SMA 20 / 50 / 200
76.89 / 84.40 / 75.24
MACD / 信号
1.993 / -0.470
多头排列

USDCNY=X

美元 / 人民币

¥6.77 -0.01%
5 日
-0.01%
距 52w 高
-6.1%
RSI(14)
43.9
趋势
空头
SMA 20 / 50 / 200
6.78 / 6.78 / 6.92
MACD / 信号
-0.004 / -0.003
接近 52 周低空头排列
风险提示

过去走势不代表未来表现,本文内容仅供技术指标解读参考,不构成投资建议。

France and Spain race to control wildfires as more than 250,000 evacuated – live

Meanwhile, in the UK, a blaze in the Cairngorms national park has been described as ‘very serious’ by Scotland’s first minister Tell us: have you been affected by wildfires in Europe? The French prime minister, Sébastien Lecornu, has requested the armed forces to deploy an Airbus A400M military tran

中文摘要 法国和西班牙的野 fires 劣焰已迫使超过 25 万人撤离,法国总理请求军方支援,派遣空客飞机协助灭火。

Iran War Live Updates: U.S. Strikes Abate, Even as Trump Considers Escalation

U.S. forces did not announce new overnight attacks on southern Iran for the first time in about two weeks, but tensions remained high as the Houthis and Saudi-led forces in Yemen said they had traded strikes.

中文摘要 美国军方在约两周后首次没有公布对伊朗南部的新攻击,尽管沙特与胡塞武装的冲突仍持续。

More than 250,000 people flee wildfires in France and Spain

Hundreds of firefighters battle blazes as strong winds drive fires towards Bordeaux and smoke prompts health warnings in Madrid Unrestrained wildfires in Spain and France have forced more than 250,000 people to flee, authorities from both countries have said, as they struggle to contain the blazes.

中文摘要 在风力强劲助长的情况下,法国和西班牙的野火已经迫使超过25万人撤离,波尔多和马德里的健康警报也相继发布。

India's 'cockroach' movement ousts minister, but can Modi calm youth?

Led by Gen-Z youth across India, the movement has become perhaps the biggest challenge to Prime Minister Narendra Modi during his 12 years in office

中文摘要 由印度 Z 世代青年主导的“蟑螂运动”成为莫迪总理在执政 12 年以来最大挑战。

Taiwan Tests How It Would Resist a Chinese Siege at Sea

Taiwan is stepping up plans to secure fuel and other vital imports as Chinese government ships practice moves that could one day be used in a blockade.

中文摘要 台湾加紧计划以确保燃料和其他重要进口,因中国政府船只展开可能的封锁演练。

“蟑螂运动”重大胜利:印度教育部长辞职

在持续数周、由学生主导的大规模抗议活动施压下,印度教育部长普拉丹于周六宣布辞职。这一决定被视为“蟑螂”运动取得的重大胜利,也是印度总理莫迪政府近年来面对最具影响力的民众抗议浪潮之一时,首次作出重大让步。

中文摘要 在数周的学生抗议后,印度教育部长普拉丹宣布辞职,此次运动被视为对莫迪政府的重大胜利。

Bus Collision in Syria Kills 35, Health Ministry Says

The accident occurred when a civilian bus collided with another carrying members of the Syrian security forces on a highway in the center of the country.

中文摘要 叙利亚一辆公民巴士与安保部队巴士在高速公路相撞,造成 35 人遇难。

Wildfire in France Rages Near Bordeaux, a Famed Wine City

A blaze sweeping the countryside of southwestern France drew close enough to worry officials in the city of some 270,000 people.

中文摘要 法国西南部的野火已逼近波尔多市,该市人口约 27 万人,令当地官员感到担忧。

Latest updates.

Firefighters were scrambling to contain blazes that were moving toward major cities. Some 200,000 people have evacuated or sheltered at home.

中文摘要 有约 20 万人因火灾撤离或在家避难,消防员急于扑灭逼近主要城市的火焰。

Who Are the People Protesting in India?

Some of the young demonstrators who forced out the country’s education minister described their deep-seated anger, frustration and desires that drove them into the streets.

中文摘要 一些年轻抗议者表达了迫使教育部长辞职的愤怒和失望,反映出印度社会的深层次不满。

The ‘Trump Trade’ Is Turning Into a Loser in the Stock Market

When Donald Trump was elected to a second term as president, amateur and professional traders alike rushed to identify which stocks would benefit from his aggressive economic policies.

中文摘要 随着唐纳德·特朗普连任,为了寻找能从其经济政策中受益的股票,投资者们积极追逐相关交易。然而,这种所谓的‘特朗普交易’正在股市中显现出失败的迹象。

Heat Bakes Central US, Raising Energy Demand as East Stays Cool

Baking temperatures will sear the central US from the Rocky Mountains to the Mississippi River and eventually push down into the Gulf Coast for the rest of the month, putting regional power grids to the test.

中文摘要 高温袭击美国中部,从落基山脉延伸至密西西比河,预计将导致该地区能源需求上升,对电力网构成压力。

Big Tech Debt Flood Is Taking Over Risk In Market: Credit Weekly

Big Tech’s insatiable appetite for AI investment is unleashing a relentless wave of bond sales — and having a bigger impact on the US corporate bond market than might be obvious.

中文摘要 大型科技公司对人工智能投资的旺盛需求正在引发债券销售潮,对美国公司债市场的影响超出预期。

Intern arrested on suspicion of spying at Nato military HQ

Belgian officials say operations have not been compromised after a Canadian national of Chinese origin is detained

中文摘要 比利时官员表示,尽管一名加拿大籍华裔人士在北约军事总部涉嫌间谍活动被捕,但相关行动未受到影响。

Ukraine Seeks 30-Year Energy Pact With Canada, Minister Says

Ukraine is looking to sign a 30-year strategic energy agreement with Canada and proposing an “energy security bridge” focused on the supply of Canadian LNG, Energy Minister Denys Shmyhal said.

中文摘要 乌克兰希望与加拿大签署为期30年的战略能源协议,集中在加拿大液化天然气的供应。

Saudi Arabia-Bound Supertanker U-Turns Before Houthi Chokepoint

A Hong Kong-flagged supertanker bound for Saudi Arabia’s Red Sea port of Yanbu has U-turned just before reaching the Bab el-Mandeb chokepoint, where recent attacks were launched by the Houthis as part of a blockade on ships linked to the kingdom.

中文摘要 一艘悬挂香港旗帜的超级油轮在抵达红海关键通道前,因胡塞武装的封锁而调转航向。

Over 250,000 People Flee Wildfires Ravaging France and Spain

More than 250,000 people fled towns and villages in Spain and France into the weekend as uncontrolled wildfires moved ever closer to Madrid and Bordeaux, metropolitan areas that are home to more than 8 million people combined.

中文摘要 受野火蔓延影响,超过25万人从西班牙和法国的城镇和村庄撤离,火势逐渐逼近马德里和波尔多等大都市区。

Blackstone, KKR and Brookfield take Kuwait pipelines stake in $16bn deal

Largest ever foreign investment in the Gulf state comes as it seeks to raise capital in face of Iranian attacks

中文摘要 黑石集团、KKR以及布鲁克菲尔德在科威特管道项目中以160亿美元进行首次外资投资,支持科威特筹集资金应对伊朗威胁。

Who wants to buy a football club?

Also in today’s newsletter: the new-look Hundred returns and the Commonwealth Games fight for relevance

中文摘要 最新通讯内容涉及谁想买足球俱乐部,以及新改版的‘百年大赛’和英联邦运动会的相关信息。

Europe’s Stock Market Rally Is the Most Concentrated in Years

The European equity market has long been seen as immune to shocks driven by only a handful of stocks. A narrow rally in 2026 has completely flipped that script.

中文摘要 欧洲股市的反弹呈现高度集中,2026年的狭窄反弹现象彻底改变了市场对股票表现的传统看法。