每日简报

2026-07-04

Morning Brief

2026-07-04

今天人工智能领域与创意产业的合作展现出显著前景,同时国际政治局势因乌克兰的行动变得更加紧张。

今日最重要的 5 件事

  1. 1
    技术动态DeepMind Blog

    Google DeepMind与A24合作探索创意AI应用

    为什么重要 这一合作可能导致创意产业的重大技术革新,促进AI在新的领域的应用。

  2. 2
    财经要点Financial Times

    美国清洁电力价格因AI需求上涨

    为什么重要 这一趋势将会影响能源市场,企业可能面临成本增加的压力。

  3. 3
    时政观察DW 中文

    乌克兰对圣彼得堡重要油气设施攻击

    为什么重要 此举将进一步激化俄乌冲突,对国际政治和经济产生深远影响。

  4. 4
    技术动态HuggingFace Trending Papers

    AgenticSTS:长时间LML代理的记忆测试平台

    为什么重要 其方法将推动智能体在决策过程中的效率,有助于提升AI技术的应用效果。

  5. 5
    财经要点Bloomberg Markets

    美国人对国家的自豪感受调查影响

    为什么重要 反映出美国在政治和社会层面上的分歧,可能对未来政策制定产生重要影响。

市场状态

Risk-Off
  • 5 个跟踪资产处于多头趋势,12 个处于空头趋势。
  • SPY 当前为 bullish,5 日 +1.43%,RSI 53.5。
  • 加密恐惧贪婪指数为 22(极度恐慌)。
  • 加密总市值 24h 变化为 +1.82%。

观察 观察 BTC 在 5 日 +4.48% 后能否企稳。

招聘信号

  • 升温 AI创意应用开发 Google DeepMind与A24的合作显著提升了对创意领域AI技术应用的需求。
  • 升温 清洁能源市场分析 预计清洁电力价格上涨将推动对清洁能源市场分析师的需求增加。
  • 升温 代理框架开发 AgenticSTS平台的研究促进了对智能体代理开发的关注。

论文趋势

X 讨论主题

Top Project

openai/codex-plugin-cc

JavaScript · ★ 23,870 · 🍴 1,454 · 📈 716 stars today

Use Codex from Claude Code to review code or delegate tasks.

中文介绍 通过使用 Claude Code 的 Codex,用户可以进行代码审查或委派任务。这一工具对开发人员尤其重要,能够提高代码质量和工作效率。

Most Practical

JuliusBrussee/caveman

JavaScript · ★ 83,605 · 🍴 4,663 · 📈 1,089 stars today

🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman

中文介绍 该项目提供了一种类似原始人的对话方式,减少了65%的Token使用。这对于需要优化成本的开发者来说非常适用,提升了生成内容的经济性。

Most Surprising

alibaba/page-agent

TypeScript · ★ 22,835 · 🍴 1,983 · 📈 1,110 stars today

JavaScript in-page GUI agent. Control web interfaces with natural language.

中文介绍 此项目是一个JavaScript内嵌GUI代理,能够通过自然语言控制网页界面。这对需要简化用户交互的Web开发者尤为重要,推动了更人性化的Web应用开发。

AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents

👍 43

Memory for a long-horizon LLM agent is a contract about what each future decision is allowed to see. The simplest contract appends past observations, tool calls, and reflections to every prompt, which makes prior context easy to access but also turns it into a jumbled mixture in which the effect of

中文介绍 本论文提出了 AgenticSTS,这是一种有界记忆的测试平台,旨在评估长时间跨度的 LLM 代理在决策过程中对记忆的使用策略。通过对过去观察、工具调用和反思进行适当的记忆管理,增强了代理在复杂决策中的效率和效果。该方法为长时间尺度的应用提供了新的思路,能够支持智能体的持续学习和成长。意义:它为 Agent 和 Memory 方向的研究提供了重要信号。

EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments

👍 41

Autonomous agents are increasingly expected to improve executable policies through feedback, yet existing evaluations often collapse this process into a final score or confound it with open-ended software-engineering progress. We introduce Autonomous Policy Evolution, a controlled evaluation setting

中文介绍 论文中提出了 EvoPolicyGym,这是一个用于评估自主策略演化的控制环境。此方法通过反馈机制,使自主代理能够不断改进其可执行的策略,避免将评估简化为最终得分。这一设置为复杂环境中智能体的动态学习和适应能力提供了基础,有助于推动自主学习和智能决策的发展。意义:它对 Agent 和 Reinforcement Learning 方向具有重要影响。

PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception

👍 37

We introduce PerceptionRubrics, a rubric-based evaluation framework that addresses the gap between saturated benchmark scores and real-world brittleness. Shifting evaluation from holistic semantic matching to rigorous atomic auditing, PerceptionRubrics pairs 1,038 information-dense images with over

中文介绍 提出了 PerceptionRubrics,一个基于评估准则的框架,旨在填补饱和基准分数与现实世界脆弱性之间的差距。通过将评估从整体语义匹配转向严格的原子审核,PerceptionRubrics 将 1038 张信息密集型图像与超过 200 个视觉属性特征对接。这种方法为模型评估提供了更有效的指标,增强了在复杂情况下的可靠性。意义:其对 Perception 和 Evaluation 领域具有显著的推动作用。

Morphing into Hybrid Attention Models

👍 36

Hybrid attention models improve long-context efficiency by retaining only a subset of full-attention layers and replacing the remaining layers with linear attention. However, the effectiveness of Transformer-to-hybrid conversion critically depends on which layers preserve full attention. Existing hy

中文介绍 本研究探讨了混合注意力模型在长上下文效率方面的提升,通过保留部分全注意力层并用线性注意力替代其余层来优化计算效率。然而,Transformer 向混合模型转换的效果依赖于保留全注意力的层选择。通过深入分析这一转换过程,论文为提升大规模模型的应用性能提供了新的见解,有助于高效处理长文本。意义:它对 Memory 和 Model Efficiency 方向的研究具有重要价值。

AgenticDataBench: A Comprehensive Benchmark for Data Agents

👍 25

Data science aims to derive actionable insights from heterogeneous raw data, unlocking the value of the massive amounts of data generated in modern society. Automating this process is essential to reducing labor-intensive efforts for data scientists and enabling scalable data-driven applications. Re

中文介绍 AgenticDataBench 是一个综合性基准,旨在自动化从异构原始数据中提取可行见解的数据科学过程。借助这一基准,研究强调了在现代社会中积累的大量数据的价值,通过降低数据科学家的劳动强度,实现可扩展的数据驱动应用。该基准为数据科学自动化提供了评估框架,推动领域内的创新。意义:其在 Data 和 Automation 研究方向有广泛应用潜力。

ELDR: Expert-Locality-Aware Decode Routing for PD-Disaggregated MoE Serving

👍 24

In prefill-decode (PD) disaggregated LLM serving, each request is assigned to a decode worker after prefill. Existing decode routers balance only load; for mixture-of-experts (MoE) models this is incomplete: equally loaded workers can differ in latency, since each decode step loads the weights of ev

中文介绍 本论文提出了 ELDR,即针对预填充-解码(PD)分散 MoE 模型服务的专家局部感知解码路由。在 PD 解码中,现有的解码路由器仅平衡负载,而忽略了即使在负载相同的情况下,工作者之间的延迟差异。通过优化路由机制,提高 MoE 模型在不同请求下的响应速度,增强了实时系统的性能。意义:对 Improve Model Serving 和 Efficiency 方向具有积极影响。

Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity

👍 23

We present Seed2.0, a model series that takes a meaningful step toward solving complex, real-world tasks. Our approach begins with identifying users' genuine needs and constructing a reliable, forward-looking evaluation system by selecting and abstracting benchmarks grounded in these needs and in re

中文介绍 Seed2.0 是一个模型系列,旨在解决复杂的现实任务。研究通过识别用户的真实需求并构建可靠的评估体系,选择基于这些需求的基准进行建模,辅以对未来情景的预见性。这一创新方案将推动模型在复杂环境中的应用助力,为实际应用中的智能决策提供支持。意义:在 World Model 和 AI Practicality 方向具有重要意义。

Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning

👍 22

Multimodal Large Language Models (MLLMs) are often constrained by a language-space bottleneck, forcing complex visual reasoning into discrete tokens which can lose perceptual nuance. A promising alternative is continuous latent reasoning, where the goal is to discover implicit reasoning pathways tha

中文介绍 研究提出了一种通过不对称互变分布学习(Asymmetric Mutual Variational Learning)进行多模态连续推理的新方法,旨在突破多模态大语言模型在语言空间中的瓶颈。通过探索隐含的推理路径,论文展示了复杂视觉推理的潜力和有效性,为视觉理解和推理提供了新的角度。意义:对 Multimodal 和 Reasoning 领域的推进具有重要作用。

MemSyco-Bench: Benchmarking Sycophancy in Agent Memory

👍 22

Memory has emerged as a cornerstone of modern LLM-based agents, supporting their evolution from single-turn assistants to long-term collaborators. However, memory is not always beneficial: retrieved memories often induce a critical issue of sycophancy, causing agents to over-align with the user at t

中文介绍 本研究探讨了在长时间协作中记忆的重要性,提出了 MemSyco-Bench,用于评测智能体记忆中的谄媚效应。研究表明,尽管记忆对智能体的长期合作至关重要,但过度依赖回忆可能导致对用户的过度迎合,因此构建有效的记忆管理策略成为必要。这一发现为推动智能体的模型设计提供了实用见解。意义:其在 Agent 和 Memory 方面有着重要的研究指引。

WorldDirector: Building Controllable World Simulators with Persistent Dynamic Memory

👍 20

We present WorldDirector, a highly controllable video world model framework designed for persistent dynamic object memory and unrestricted viewpoint exploration. Unlike existing world models that entangle physical dynamics with pixel rendering and rely on continuous visual observation to sustain mot

中文介绍 论文介绍了 WorldDirector,这是一个面向持久动态对象记忆的高度可控视频世界模型框架,允许用户探索不同的视角。与现有模型不同,WorldDirector 不依赖于视觉观察来维持运动,而是将物理动态与像素渲染分离。这种创新方法为创建更真实的交互式环境提供了基础。意义:它为 World Model 和 Simulation 研究方向的推进带来新的机遇。

ASPIRE: Agentic /Skills Discovery for Robotics

👍 18

Traditional robot programming is challenging: it requires orchestrating multimodal perception, managing physical contact dynamics, and handling diverse configurations and execution failures. We introduce ASPIRE (Agentic Skill Programming through Iterative Robot Exploration), a continual learning sys

中文介绍 ASPIRE(Agentic Skill Programming through Iterative Robot Exploration)是一个持续学习系统,旨在应对传统机器人编程所面临的挑战。该系统通过分析多模态感知和物理接触动态,帮助机器人发现和掌握新的技能,以支持复杂任务的执行。此创新为机器人技术的灵活性提供了强大支持,有助于提升智能体的自主能力。意义:对 Robotics 和 Skills 学习方向的研究格局影响深远。

Breaking Failure Cascades: Step-Aware Reinforcement Learning for Medical Multimodal Reasoning

👍 17

Recent multimodal large language models have shown great promise in clinical image reasoning, but existing post-training pipelines remain predominantly outcome-centric, relying on final answer correctness or sequence-level preferences. This suffers from sparse credit assignment, making it difficult

中文介绍 研究围绕处理医疗多模态推理的强化学习提出了逐步感知强化学习的方法,以应对现有模型在临床图像推理中的限制。通过避免只依赖最终答案的中心化评估,该方法为后处理流程提供了更加细腻的反馈机制,有助于提升模型在医疗应用中的可靠性和有效性。意义:对 Medical Reasoning 和 Reinforcement Learning 方向具有明显的贡献。

SkillCoach: Self-Evolving Rubrics for Evaluating and Enhancing Agentic Skill-Use

👍 14

Skills are becoming a reusable operational layer for LLM agents, encoding SOPs, domain rules, tool workflows, scripts, and validation routines. In realistic skill repositories, overlapping skills make reliable skill-use difficult. Final verifier success is too coarse for both evaluation and training

中文介绍 SkillCoach 是一种自我演进的评估和提升智能体技能使用的框架。面对实际技能库中重叠技能时,该框架通过动态调整评分标准,提高技能代码的可靠性,从而实现更精准的评估与训练。这为智能体技能管理和优化提供了新的思路,对提升智能体性能起到积极作用。意义:契合 Agent 和 Skill Learning 的研究趋势。

Logit-Contribution Scoring Identifies Non-Literal Retrieval Heads

👍 13

In long-context use, large language models frequently synthesize answers from the meaning of a relevant context span rather than literally copy-pasting them. Identifying which attention heads perform this synthesis matters for interpreting long-context model behavior. Yet existing detectors miss the

中文介绍 研究提出了 Logit-Contribution Scoring,一种方法旨在识别在长上下文中进行合成的非字面检索头。该方法强调,理解哪些注意力头在合成过程中起关键作用,对于长上下文模型行为的解释具有重要意义,增强模型的可解释性。这一创新可为改善 NLP 模型性能及可理解性提供参考。意义:在 Model Interpretability 和 Long-context 研究中具有重要意义。

AutoMem: Automated Learning of Memory as a Cognitive Skill

👍 10

Memory expertise is a learned skill: knowing what to encode, when to retrieve, and how to organize knowledge--a capacity known in cognitive science as metamemory. We bring this perspective to LLMs by treating memory management as a trainable skill. We promote file-system operations to first-class me

中文介绍 AutoMem 引入了将记忆管理视为可训练技能的视角,强调记忆管理的各个方面,包括编码、检索和知识组织。通过将文件系统操作提升为一类重要技能,论文探索了如何在 LLM 中实现有效的记忆。这一方法对提升 AI 系统的信息存储及检索能力具有潜在影响。

Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination

👍 9

Accelerating materials discovery requires AI systems that can generate scientifically valid hypotheses through multi-step, domain-grounded reasoning. Standard large language models often produce fluent but weakly traceable responses to open-ended materials design problems, making it difficult to det

中文介绍 Graph-Native Reinforcement Learning 通过概念重组促进了可追踪的科学假设生成,聚焦于加速材料发现。研究指出,传统大语言模型在应对开放式材料设计问题时产生的回答往往缺乏可追踪性,因此提出通过多步骤领域驱动推理生成有效假设。此方法为材料科学中的知识发现提供新路径,意义:对 Scientific Discovery 和 Reinforcement Learning 方向的研究有重要促进作用。

InstanceControl: Controllable Complex Image Generation without Instance Labeling

👍 8

Controllable image generation methods, such as ControlNet, have demonstrated a remarkable capacity to introduce visual conditions(e.g., depth maps) to guide image generation. However, these methods often struggle with complex multi-instance scenes, frequently leading to attribute confusion among ins

中文介绍 本论文提出了 InstanceControl,一种无需实例标注的可控复杂图像生成方法。尽管现有可控图像生成方法在引入视觉条件方面表现良好,但在复杂多实例场景中却面临挑战。为了解决属性混淆问题,研究提供了新的技术方案,推动了复杂场景生成技术的发展。意义:其对 Image Generation 和 Control 技术的研究有着积极的推动作用。

When Search Agents Should Ask: DiscoBench for Clarification-Aware Deep Search

👍 8

Search agents powered by large language models (LLMs) are increasingly used to solve complex information-seeking tasks, requiring multi-step retrieval and reasoning to fulfill user goals. However, existing benchmarks often assume that user queries are complete and explicit, overlooking the fact that

中文介绍 本研究提出 DiscoBench,一种关注澄清意识的深度搜索框架。承认用户查询可能不完整的现实,研究提出的框架增强了现有大语言模型在解决多步骤信息检索中对用户意图的理解。这一方法有望改善智能体的查询效率,为复杂的信息检索任务提供支持。意义:可在 Information Retrieval 和 User Interaction 研究方向得到应用。

The State-Prediction Separation Hypothesis

👍 8

Transformers use the same forward computation stream to both predict the next token and store useful state for future token predictions. We formulate the state-prediction separation hypothesis: disentangling the two roles yields better language modeling performance. We design a Transformer variant t

中文介绍 论文提出了状态预测分离假设,探讨了在 Transformer 模型中分开预测下一个标记和存储未来标记预测的状态。研究表明,分离这两种功能可以提高语言建模性能,进而推动模型效率的发展。这一发现为 Transformer 设计提供了新的思路。意义:对 Model Efficiency 和 Language Modeling 方向的研究具有重要启示。

AnyGroundBench: A Specialized-Domain Benchmark for Video Grounding in Vision-Language Models

👍 7

Vision-Language Models (VLMs) have demonstrated immense promise in Spatio-Temporal Video Grounding (STVG). However, current evaluation protocols are largely confined to zero-shot assessments on general, daily-life benchmarks. This creates a critical disconnect from real-world applications in special

中文介绍 AnyGroundBench 是一个专门针对视频定位的基准,旨在提升视觉语言模型的评估能力。当前的评估协议往往局限于一般生活场景的零样本评估,忽视了特殊领域的应用需求。该基准为推动 visual-language 交互中的模型发展提供了参考,促进了在特定领域中的理解与应用。意义:其在 Vision-Language 和 Benchmarking 领域具有重要影响。

PorTAL: Portable Task Adapters for LLMs

@RampLabs · 13.4K 粉丝 · 335.4K 阅 · 507 赞 · 45 转

Researcher: Ben Geist Abstract Parameter-efficient fine-tuning (e.g. LoRA) adapts a frozen LLM to a task, but the resulting adapter is locked to one base model. When a new model is released, the

中文介绍 博主探讨了「PorTAL」这一便携式任务适配器的研究,旨在通过参数高效微调使冻结的 LLM 适应特定任务,同时关注该适配器与基础模型的锁定关系,强调在新模型发布时的适应性问题,反映了 AI 模型灵活性的讨论趋势。

How To Master Fable (Fundamentals Guide)

@milesdeutscher · 671.1K 粉丝 · 243.8K 阅 · 500 赞 · 73 转

TL;DR: Everything you need to do to get maximum value from Fable. I guarantee that after you're done reading, you'll have all the necessary tools to quite literally 10x your AI productivity with

中文介绍 分享了如何充分利用 Fable 工具以极大提升 AI 工作效率的指南,提供了实用的技巧和工具,帮助用户实现 10 倍的生产力提升,代表了当前 AI 工作流中应用最优化的趋势。

Career advice in the age of AI

@philhchen · 9.1K 粉丝 · 179.1K 阅 · 516 赞 · 34 转

AI models get better at anything you can write a loss function for, and school is mostly loss functions: well-defined problems graded against known answers. Therefore, the valuable work of the next

中文介绍 探讨了在 AI 时代下的职业建议,强调高校学习与 AI 模型精进之间的关系,指出未来价值工作主要在于解决明确定义的问题,这一观点呼应了 AI 对教育和职场适应性的影响。

Your AI, your growth

@arthurmensch · 74.0K 粉丝 · 162.7K 阅 · 539 赞 · 76 转

Of course you need to use open-source models if you’re an enterprise leader. Close model providers, that are now forcing data retention, are gaining immense leverage on your business if you don’t. As

中文介绍 博主阐述企业使用开源模型的重要性,警示依赖封闭模型的企业可能面临控制数据的风险,强调在数据保护日益严峻的背景下,行业内对开源的认可和需求不断增加。

How to build a second brain with Fable 5

@EXM7777 · 121.1K 粉丝 · 83.6K 阅 · 518 赞 · 48 转

I'm going to show you, step by step, how to turn Fable 5 into a machine that knows your business inside out... and ships outputs that look nothing like what everyone else is getting the tool is a

中文介绍 分享了一套将 Fable 5 转变为深入了解业务的工具的逐步教程,提供了常见问题的解决方案,强调了新工具在业务自动化中的潜力,显示了工具运用的普遍关注。

THE MOST VALUABLE THING YOU CAN DO WITH FABLE 5 IN THE NEXT 24 HOURS

@AlexFinn · 459.5K 粉丝 · 72.5K 阅 · 565 赞 · 34 转

If the first thing you did with Fable 5 was vibe code, you're using it wrong. Fable 5 isn't a vibe coding tool. It's an operating systems tool. Let me explain. Fable 5 is the first model I've ever

中文介绍 博主指出 Fable 5 的真正用途在于操作系统,非单纯的编程工具,强调用户需要准确理解工具的功能,以提高效率,反映了对工具分析和正确使用的广泛关心。

Agentic Autonomy Levels

@addyosmani · 404.9K 粉丝 · 53.5K 阅 · 525 赞 · 66 转

In most conversations about agentic engineering, the action has changed from prompting to operating. Here's a frontier looking into the fog: software factories, goals, loops, background sessions,

中文介绍 探讨了代理式工程中自主性水平的变化,指出目前的讨论从简单的提示转向了操作,强调背景和框架设定对实现目标的重要性,呼应了行业对智能化操作的关注。

A Field Guide to Fable: Finding Your Unknowns

@trq212 · 299.3K 粉丝 · 40.1K 阅 · 534 赞 · 43 转

Working with Claude Fable 5 keeps re-teaching me an old lesson: the map is not the territory. The map, a representation of the work to be done, is my prompts and skills and context, it’s what I give

中文介绍 分享了使用 Claude Fable 5 的经验,重申了「地图不是领土」的理念,揭示了在工作中「提示」与「技能」的重要性,这引发了对 AI 训练方法的传统思考。

Fable is back, here's how I use it in Cursor

@ericzakariasson · 76.4K 粉丝 · 37.9K 阅 · 567 赞 · 24 转

Fable is back in Cursor, and here's a pattern I've been exploring and some other ways I've been getting the most out of the model. Fable as orchestrator, Composer as workers It's easy to put

中文介绍 博主结合 Cursor 工具重新探讨了 Fable 的应用,分享了将 Fable 像指挥家一样运用的模式,将 AI 模型与工作协同的策略,反映了公司对模型应用方式的创新关注。

Your One-Page PyTorch Training Pipeline Cheat Sheet.

@0xkozue · 690 粉丝 · 24.9K 阅 · 501 赞 · 46 转

The entire engine of Deep Learning works by making tiny, continuous adjustments to a model's weights. This is my PyTorch training pipeline cheat sheet. If you spot any mistakes or have suggestions for

中文介绍 博主分享了一份 PyTorch 训练流程的速查表,指出深度学习通过持续微调模型权重来实现功能,提供了实用的参考资料,促进了对模型训练方法的进一步讨论。

AIEWF Daily Dispatch: The great loops debate and the state of AI engineering

The AI Engineer World’s Fair ended with a debate about loops, a report on the state of AI engineering, and closing keynotes focused on what to build next.

中文介绍 在人工智能工程师博览会结束时,关于循环的辩论及AI工程的现状报告引发关注,最后的主题演讲聚焦未来的发展方向。

Vercel's Andrew Qu on why agents are a new kind of software

The Vercel Chief of Software explains how its agent framework, eve, was created — and why skills, sandboxes and agent-readable websites now matter.

中文介绍 Vercel首席软件官Andrew Qu解释了其代理框架eve的创建过程,强调技能、沙盒及代理可读网站的重要性。

The website of the future may assemble itself for every visitor

Adobe is experimenting with “agentic sites” that generate pages around an individual user’s intent. At AIEWF, we talked to Carlos Sanchez about the Web's future.

中文介绍 Adobe正与Carlos Sanchez探讨“智能网站”的实验,这些网站能够根据用户意图生成个性化页面,代表未来网络的发展趋势。

Achieving operational excellence with AI

Frameworks like Lean Six Sigma and business process management (BPM) first gained traction because they promised clarity in the chaos—a structured way to bring order to messy, sprawling operations. Lean Six Sigma emphasized statistical rigor and quality control; BPM created end-to-end maps of how wo

中文介绍 框架如Lean Six Sigma和业务流程管理在混乱的运营中提供结构化方法,强调统计严谨性和质量控制。

Skill engineering and the case against one-shot AI design

Paul Bakaus talks to us about Impeccable, human judgment in a 'loopmaxxing' era, and why agents still need people to steer them.

中文介绍 Paul Bakaus讨论了在'循环最大化'时代中,卓越人类判断与代理仍需人的引导的重要性。

Teaching AI to run with the turbines

Artificial intelligence may have captured the public imagination through chatbots and image generators, but some of its most consequential use cases are unfolding far from consumer-facing tools. In industries where physical infrastructure, operational continuity, and safety are paramount, AI is beco

中文介绍 人工智能在物理基础设施和安全领域的应用逐渐成形,其重要性超越了聊天机器人和图像生成器等消费者工具。

not much happened today

**Fullstack Code Arena** extends coding agent evaluation to include **databases, API keys, deployments, and structured tool use**, marking a shift to end-to-end app shipping. **LangChain** released **LangSmith** with unified tracing and **OpenWiki** for auto-generated docs, while **LlamaIndex** demo

中文介绍 Fullstack Code Arena扩展了对编码代理的评估,涉及数据库、API密钥及其他工具使用,标志着向端到端应用交付的转变。

Autoresearch: The feedback loop behind self-improving agents

Introspection co-founder Roland Gavrilescu explains autoresearch, agent “recipes,” self-improving loops, and why humans remain central to the software factory.

中文介绍 Introspection联合创始人Roland Gavrilescu介绍了自我研究、代理“食谱”和自我改进循环,强调人类在软件工厂中的核心作用。

How Cursor deploys AI inside the enterprise

Cursor's Pauline Brunet explains how her team of Forward Deployed Engineers help organizations implement agents — essentially setting up software factories.

中文介绍 Cursor的Pauline Brunet介绍了其前线部署工程师如何帮助组织实施代理,设立软件工厂。

市场总览

当前市场整体表现不一。美股方面,S&P 500 ETF (SPY) 最近表现强劲,技术指标显示多头排列。加密市场情绪较为低迷,恐慌贪婪指数为 22,显示极度恐慌。同时,比特币总市值约为 2.27 万亿美元,BTC 市场主导率为 55.5%。整体来看,尽管部分资产技术面积极,但市场情绪依旧谨慎,需保持警惕。

今日关注

SPY S&P 500 ETF (SPY)
偏上行

当前价格为 744.78,RSI 读数为 53.5,处于正常区域,同时 SMA20、SMA50 和 SMA200 均为多头排列,表明近期可能保持上涨动能。

AAPL Apple (AAPL)
偏上行

Apple 当前价格为 308.63,RSI 为 60.3,接近超买区间,同时 MACD 发生金叉,显示 bullish趋势,表明可能持续上行。

BABA 阿里巴巴 (BABA)
偏下行

BABA 当前价格为 96.14,RSI 为 23.8,处于超卖状态,同时 MACD 和信号均显示死叉,反映 bearish趋势,显示下行压力明显。

全部资产

^VIX

VIX 恐慌指数

$15.81 -4.70%
5 日
-16.30%
距 52w 高
-55.2%
RSI(14)
44.4
趋势
空头
SMA 20 / 50 / 200
18.10 / 17.63 / 18.67
MACD / 信号
-0.251 / -0.053
MACD 死叉 (2 天前)空头排列

^TNX

10Y 美债收益率 (%)

$4.48 +2.12%
5 日
+0.76%
距 52w 高
-10.2%
RSI(14)
40.1
趋势
多头
SMA 20 / 50 / 200
4.47 / 4.44 / 4.22
MACD / 信号
-0.013 / 0.003
接近 52 周低多头排列

DX-Y.NYB

美元指数 DXY

$100.86 -0.00%
5 日
-0.50%
距 52w 高
-0.9%
RSI(14)
58.0
趋势
多头
SMA 20 / 50 / 200
100.60 / 99.50 / 98.86
MACD / 信号
0.492 / 0.522
MACD 死叉 (今天)接近 52 周高多头排列

SPY

S&P 500 ETF

$744.78 -0.13%
5 日
+1.43%
距 52w 高
-2.1%
RSI(14)
53.5
趋势
多头
SMA 20 / 50 / 200
741.08 / 737.43 / 692.29
MACD / 信号
1.297 / 1.614
接近 52 周高多头排列

QQQ

Nasdaq 100 ETF

$712.60 -1.73%
5 日
-0.53%
距 52w 高
-4.8%
RSI(14)
48.1
趋势
多头
SMA 20 / 50 / 200
721.10 / 709.15 / 634.93
MACD / 信号
3.209 / 5.379
多头排列

AAPL

Apple

$308.63 +4.84%
5 日
+12.17%
距 52w 高
-2.8%
RSI(14)
60.3
趋势
多头
SMA 20 / 50 / 200
294.80 / 293.52 / 270.69
MACD / 信号
-0.686 / -0.947
MACD 金叉 (今天)接近 52 周高多头排列

MSFT

Microsoft

$390.49 +1.62%
5 日
+10.67%
距 52w 高
-29.7%
RSI(14)
49.8
趋势
空头
SMA 20 / 50 / 200
386.96 / 407.60 / 445.44
MACD / 信号
-9.885 / -10.967
MACD 金叉 (今天)空头排列

NVDA

Nvidia

$194.83 -1.39%
5 日
-0.46%
距 52w 高
-17.6%
RSI(14)
41.2
趋势
中性
SMA 20 / 50 / 200
203.48 / 209.80 / 191.03
MACD / 信号
-4.088 / -3.087

GOOGL

Alphabet

$359.91 -0.36%
5 日
+4.71%
距 52w 高
-11.9%
RSI(14)
49.5
趋势
中性
SMA 20 / 50 / 200
358.54 / 370.97 / 316.15
MACD / 信号
-4.336 / -4.836
MACD 金叉 (今天)

TSLA

Tesla

$393.45 -7.49%
5 日
+4.89%
距 52w 高
-21.1%
RSI(14)
46.8
趋势
空头
SMA 20 / 50 / 200
399.16 / 406.42 / 418.61
MACD / 信号
-1.635 / -3.286
MACD 金叉 (2 天前)空头排列

META

Meta

$582.90 -4.90%
5 日
+7.37%
距 52w 高
-26.8%
RSI(14)
49.6
趋势
空头
SMA 20 / 50 / 200
576.70 / 605.23 / 646.51
MACD / 信号
-8.464 / -12.145
MACD 金叉 (1 天前)空头排列
加密恐慌贪婪
22
极度恐慌
加密总市值
$2.27 T
+1.82% / 24h
BTC 主导率
55.5%
ETH 9.5%
24h 成交量
$55.1 B
活跃币 17,355

BTC-USD

Bitcoin

$62,831.22 +0.46%
5 日
+4.48%
距 52w 高
-50.2%
RSI(14)
48.9
趋势
空头
SMA 20 / 50 / 200
62,130.53 / 67,039.98 / 74,825.25
MACD / 信号
-1,514.368 / -2,032.859
MACD 金叉 (3 天前)空头排列

ETH-USD

Ethereum

$1,787.75 +1.78%
5 日
+11.03%
距 52w 高
-63.9%
RSI(14)
57.8
趋势
空头
SMA 20 / 50 / 200
1,676.20 / 1,816.46 / 2,268.12
MACD / 信号
-31.871 / -60.637
空头排列

SOL-USD

Solana

$82.08 -0.24%
5 日
+9.52%
距 52w 高
-67.6%
RSI(14)
65.2
趋势
中性
SMA 20 / 50 / 200
73.29 / 75.42 / 93.55
MACD / 信号
1.668 / -0.027

BABA

阿里巴巴 (BABA)

$96.14 -1.89%
5 日
+1.13%
距 52w 高
-50.1%
RSI(14)
23.8
趋势
空头
SMA 20 / 50 / 200
107.43 / 122.90 / 147.08
MACD / 信号
-8.314 / -7.812
RSI 超卖空头排列

PDD

拼多多 (PDD)

$82.39 -0.16%
5 日
+12.40%
距 52w 高
-40.9%
RSI(14)
49.4
趋势
空头
SMA 20 / 50 / 200
80.14 / 89.37 / 108.44
MACD / 信号
-3.022 / -3.913
MACD 金叉 (2 天前)空头排列

JD

京东 (JD)

$26.62 +1.18%
5 日
+5.68%
距 52w 高
-27.8%
RSI(14)
41.5
趋势
空头
SMA 20 / 50 / 200
27.29 / 29.25 / 29.94
MACD / 信号
-1.050 / -1.022
空头排列

0700.HK

腾讯控股 (0700.HK)

HK$431.20 +0.23%
5 日
+2.33%
距 52w 高
-36.9%
RSI(14)
45.2
趋势
空头
SMA 20 / 50 / 200
440.60 / 454.70 / 558.08
MACD / 信号
-9.183 / -9.097
空头排列

GC=F

黄金期货

$4,187.30 +1.81%
5 日
+2.66%
距 52w 高
-25.0%
RSI(14)
46.6
趋势
空头
SMA 20 / 50 / 200
4,170.66 / 4,418.76 / 4,458.77
MACD / 信号
-99.943 / -111.872
死叉(SMA50↓SMA200) (2 天前)MACD 金叉 (1 天前)空头排列

CL=F

WTI 原油期货

$68.78 +0.13%
5 日
-0.65%
距 52w 高
-42.4%
RSI(14)
28.9
趋势
中性
SMA 20 / 50 / 200
77.43 / 89.85 / 74.04
MACD / 信号
-6.407 / -6.087
RSI 超卖

USDCNY=X

美元 / 人民币

¥6.77 -0.27%
5 日
-0.41%
距 52w 高
-6.1%
RSI(14)
41.0
趋势
空头
SMA 20 / 50 / 200
6.78 / 6.79 / 6.94
MACD / 信号
0.000 / -0.002
接近 52 周低空头排列
风险提示

过去走势不代表未来表现,以上分析仅供技术指标解读参考。投资需谨慎,建议结合其他因素做决策。

‘The situation is terrible’: aid workers on life in Sudanese city pummelled by drone strikes

El Obeid becomes key battleground in war between Sudan’s armed forces and their paramilitary enemies, the RSF Fatima has lost count of the number of drone attacks on the besieged city of El Obeid in Sudan, but said the attacks this past weekend were the most violent so far. The drones hit schools an

中文摘要 苏丹埃尔奥贝德市成为苏丹军队与准军事组织RSF之间的主要战场。当地援助工作者Fatima表示,近期的无人机袭击是迄今为止最为猛烈的一次。

UK woman, 21, arrested in Thailand after allegedly stabbing boyfriend to death

Officers found body of 34-year-old man in luxury rental home in Pattaya area, local media says A 21-year-old British woman has been arrested in Thailand after allegedly fatally stabbing her boyfriend, according to local media reports. The Bangkok Post reported that on Thursday morning local time, of

中文摘要 一名21岁的英国女子因涉嫌在泰国帕塔亚刺死34岁男友而被逮捕。据当地媒体报道,警方在一处豪华出租屋内发现了受害者的尸体。

Ukraine hits major oil terminal in Russia's St Petersburg

Ukrainian President Volodymyr Zelensky says the target is key infrastructure "that generates revenue for Russia's war".

中文摘要 乌克兰总统泽连斯基表示,乌克兰袭击了俄罗斯圣彼得堡的一个重要油气基础设施,认为该目标是“为俄罗斯战争生成收入”的关键。

魏德尔成功连任 称AfD要成为“新的人民党”领导德国

目前民调支持率第一的德国选项党(AfD)主席魏德尔周六在埃尔福特举行的党代会上成功连任,并为其政党提出了领导德国的主张:“我们是新的人民党。” 据报道,AfD欲修订“不相容名单”规则,以放宽入党限制。

中文摘要 德国选项党(AfD)主席魏德尔在埃尔福特党代会上成功连任,并表示希望将AfD建设为“新的人民党”,其政党支持率目前位居民调第一。

In Britain, July 4 Is Mostly Just a Saturday

Independence Day does not loom large in Britain’s public imagination, though cultural institutions did note the day and King Charles III issued a statement.

中文摘要 在英国,美国独立日并不引人注目,文化机构虽有所提及,但并未在公众中产生广泛反响,国王查尔斯三世也发表了相关声明。

Brain drain leaves Yemen’s health sector in tatters and millions helpless

Yemen's health professionals have been leaving the country in search of higher income and a safer working environment.

中文摘要 也门的医疗专业人员因寻求更高收入和更安全的工作环境而纷纷离开,导致该国医疗系统陷入崩溃,数百万人面临无助的局面。

乌克兰打击圣彼得堡附近石油设施

圣彼得堡市长称,这座俄罗斯第二大城市遭到“大规模”无人机袭击。乌克兰总统泽连斯基证实,乌克兰发动了此次袭击,并表示此举旨在削弱俄罗斯侵略乌克兰期间的能源收入。

中文摘要 乌克兰对圣彼得堡附近的石油设施发动了大规模无人机袭击,旨在削弱俄罗斯在乌克兰战争期间的能源收入。

German riot police clash with protesters hoping to block far-right AfD conference

Thousands of police deployed to Erfurt in central Germany as party holds conference on key Nazi date Riot police have clashed with opponents of the far-right Alternative für Deutschland (AfD) party on the streets of Erfurt in Germany, where thousands met to block roads and prevent AfD delegates from

中文摘要 德国埃尔福特,数千名警察为阻止反对派示威者封堵极右翼AfD大会而与其发生冲突,此次事件在希特勒重要历史日期举行,局势紧张。

Crowds gather as six-day funeral for former Iranian supreme leader begins

Up to 30 million people expected to attend delayed events for Ali Khamenei, killed at start of war with US and Israel Huge crowds have gathered at the funeral of the former Iranian supreme leader after the gates of the sprawling Grand Mosalla mosque in central Tehran let in thousands of mourners who

中文摘要 前伊朗最高领袖哈梅内伊的葬礼在德黑兰开始,预计将吸引多达3000万人参加,悼念人数庞大。

Why closure matters at the end of life

A peaceful, supported end-of-life experience — focused on family and closure — can transform both dying and grieving.

中文摘要 生命结束时,注重家庭陪伴与情感闭合的平静体验能够有效改善临终者与亲人的心灵状态。

Polls Say American Pride Depends on How You Ask

Between June 8th and 11th, NPR/PBS/Marist conducted a poll of 1,340 adults and found thatAmericans remain broadly proud of their country, but views on patriotism, the nation's future and trust in government are increasingly divided along partisan lines, even as overall levels of national pride have

中文摘要 NPR/PBS/Marist于6月8日至11日进行了一项针对1,340名成年人的调查,显示美国人普遍对国家感到自豪,但对爱国主义、国家未来和政府信任的看法越来越分化,尤其在党派之间。

AI Teddy Roosevelt Greets Library Visitors

The Theodore Roosevelt Presidential Library has opened in Medora, North Dakota, featuring AI-powered exhibits and a design meant to immerse visitors in the Badlands landscape that Roosevelt credited with shaping his life and presidency. Museum Director Robbie Lauf is on Bloomberg This Weekend and ex

中文摘要 西北达科他州的西奥多·罗斯福总统图书馆开放,展出利用人工智能技术的展览,旨在让参观者身临其境地体验罗斯福认为对其人生及总统生涯至关重要的荒地风景。

USS Intrepid's History Spans War, Space and 9/11

President of the Intrepid Sea, Air, and Space Museum Susan Marenoff-Zausner joins Bloomberg This Weekend to share the vessel's history in World War II, the Cold War, Vietnam War, and 9/11. Marenoff-Zausner emphasized the museum's appeal, attracting over a million visitors annually, and highlighted t

中文摘要 前运营商Susan Marenoff-Zausner分享了“无畏号”在二战、冷战、越战及9/11事件中的历史,该博物馆每年吸引超过一百万名游客。

David Rubenstein Talks Legacy with "Thomas Jefferson"

For the 4th of July, Bloomberg's David Rubenstein sat down with Bill Barker, a historical actor-interpreter of Thomas Jefferson. As part of the Thomas Jefferson Foundation at Monticello, Barker discusses with Rubenstein, in character as Thomas Jefferson, the founding fathers public service, legacy,

中文摘要 在独立日之际,Bloomberg的David Rubenstein与历史演员比尔·巴克讨论了托马斯·杰斐逊等开国元党的遗产。

Wirecutter Taste Tested 31 Hot Dogs. Sabrett Won.

After extensive taste testing of 31 all-beef hot dogs, staff writer for The New York Times' Wirecutter Kathleen Squires joins David Gura and Christina Ruffini on Bloomberg This Weekend to explain her hot dog criteria: texture, flavor, the balance of spices, appearance (particularly how the hot dog s

中文摘要 纽约时报Wirecutter的工作人员经过对31种全牛肉热狗的品尝测评后,选出了Sabrett热狗为最佳,评估标准包括口感、味道和香料平衡等。

Ken Burns: America's Origin Story Matters in Divided Times

Documentarian Ken Burns joins Christina Ruffini on Bloomberg This Weekend to share his perspective on the American Revolution and challenging the traditional, sanitized narratives often taught in schools. Burns says that a more complete account of the Revolution—including its violence, complexity an

中文摘要 纪录片制片人肯·伯恩斯在Bloomberg节目中分享了对美国革命的看法,强调需要挑战传统学校中传授的简化叙述,呼吁更全面的历史叙述。

Insider Trading Cases End as DOJ Dud With Few Prison Sentences

Sitting at home in the south of France, beyond the reach of US law enforcement for the better part of a decade, former Moelis and Co. banker Benjamin Taylor made what seemed like a brave choice. He returned to the US to face an insider trading charge that carried as much as five years behind bars.

中文摘要 美国司法部处理的内幕交易案件中,前摩利斯公司银行家本杰明·泰勒返回美国应对指控,但最终获得的监禁判决较少,该案件凸显了执法的挑战。

NY Harbor Celebration Echoes Revolutionary Past

For the 4th of July, the Hudson River will have both the Naval Review and 'Sail4th 250' to celebrate the day. Retired Naval Vice Admiral Kevin Donegan and Rutgers University-Newark Professor of American Studies Robert Snyder join Bloomberg This Weekend to discuss the historical significance of the H

中文摘要 在独立日,哈德逊河举办海军检阅和“Sail4th 250”活动,纪念历史,以增强人们对革命历史的理解与关注。

Oil’s Supply Wave, Tumbling Prices Rekindle Fears of Global Glut

Oil prices are falling everywhere as a peace deal between the US and Iran unleashes a wave of supply, overwhelming demand from buyers and prompting talk of a glut of crude.

中文摘要 由于美伊之间的和平协议释放大量石油供应,全球油价普遍下跌,引发市场对原油过剩的担忧。

Celebrating '250' from the USS Intrepid

To celebrate America's 250th anniversary Bloomberg This Weekend is broadcasting Live from across New York City. David Gura and Christina Ruffini are on the Hudson River at the Intrepid Museum for the Navy Review and the tall ships parade, 'Sail4th 250', while Lisa Mateo is at Nathan's Famous Hot Dog

中文摘要 为庆祝美国华诞250周年,Bloomberg现场直播活动,包括在无畏号博物馆的海军检阅及高帆船游行。

Tankers U-Turn in Hormuz, With Some Taking Iran Route Instead

At least eight ships attempting to leave the Persian Gulf along the Omani coast turned back between Friday and Saturday, in the latest sign that reopening the Strait of Hormuz remains complicated by Iran seeking to assert its control over the key waterway. Some of the vessels continued with their tr

中文摘要 至少有八艘试图沿阿曼海岸离开波斯湾的船只在近日选择掉头,显示霍尔木兹海峡的重新开放面临挑战。

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