Top Project
cloudflare/computer
TypeScript · ★ 2,817 · 🍴 127 · 📈 796 stars today
Give your agent a computer 👾
中文介绍 该项目为智能体赋予计算机能力，允许其在执行特定任务时更高效地处理信息。重要性在于，它提升了智能体的功能，使之能更好地适应复杂的工作流程和任务执行。
2026-08-05
Morning Brief
2026-08-05
今天，AI技术、经济政策与政治动态成为重要关注点。
今日最重要的 5 件事
-
1
阿里推出Qwen3.8-Max，强化多模态能力
为什么重要 此模型在自主编码和多模态反馈方面表现优秀，可能引领技术新风潮。
-
2
日本前首相提370万亿日元增长战略
为什么重要 此战略旨在增强经济复苏的长期且可持续的基础，反映出政策制定者对经济形势的深刻洞察。
-
3
德国发现乌克兰运输爆炸无人机事件
为什么重要 此事件可能引发更广泛的国际关注，影响未来的安全政策及区域稳定。
-
4
DBS集团利润超出预期
为什么重要 反映出财富管理市场的强劲需求，为投资提供了信号，可能影响金融服务业整体表现。
-
5
MIT探讨AI代理的诚信问题
为什么重要 揭示AI代理在实现目标时可能面临的伦理与行为问题，对于AI技术发展具有深远启示。
市场状态
Risk-Off
- 6 个跟踪资产处于多头趋势，5 个处于空头趋势。
- SPY 当前为 bullish，5 日 +5.53%，RSI 64.7。
- 加密恐惧贪婪指数为 27（恐慌）。
- 加密总市值 24h 变化为 +0.80%。
观察 观察 BTC 在 5 日 +2.86% 后能否企稳。
招聘信号
- 升温 Agent Infrastructure 多个项目（如云计算代理）表明对智能体基础设施的需求正在增加，随着技术发展，市场需要专业人才支持。
- 升温 Multimodal AI Development 如阿里和其他公司推出的新模型，显示对多模态AI系统开发的兴趣不断上升，相关岗位需求显著增多。
- 稳定 Cyber Security Evaluation OpenAI及其他公司的网络安全评估项目正在进行中，该领域对人才需求保持稳定，但未见显著增长。
论文趋势
X 讨论主题
Most Practical
huangruiteng/loopx
Python · ★ 2,080 · 🍴 161 · 📈 327 stars today
Lightweight loop engineering state kernel for long-running AI agent teams. Agent-loop agnostic across Codex, Claude Code, and other coding agents, with durable goals, quota-aware auto-wake, executable todos, evidence logs, and verifiable handoffs.
中文介绍 Loopx 是一个轻量级的状态内核，专为长期运行的 AI 智能体团队设计，支持多种编码智能体并具备耐久性目标与自动唤醒功能。重要性在于，它促进了 AI 智能体的高效协同，提升了开发和运维效率。
Most Surprising
TencentCloud/TencentDB-Agent-Memory
TypeScript · ★ 15,018 · 🍴 1,366 · 📈 1,891 stars today
TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.
中文介绍 TencentDB Agent Memory 作为团队级的 AI 智能体记忆中心，将对话、文档和代码转化为四种可重用的记忆资产，增强智能体的上下文理解能力。重要性在于，它推动了智能体记忆管理的标准化，提高了交流的有效性与智能决策能力。
查看更多 (10)
donnemartin/system-design-primer
Python · ★ 361,493 · 🍴 57,648 · 📈 304 stars today
Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.
中文介绍 该项目旨在教导用户如何设计大规模系统并为系统设计面试做准备，提供了包括 Anki 闪卡在内的学习资源。重要性在于，它帮助开发人员提升系统架构设计能力，满足现代软件工程的需求。
firecrawl/pdf-inspector
Rust · ★ 11,404 · 🍴 758 · 📈 1,583 stars today
Fast Rust library for PDF inspection, classification, and text extraction. Intelligently detects scanned vs text-based PDFs to enable smart routing decisions.
中文介绍 这是一个快速的 Rust 库，用于 PDF 检查、分类和文本提取，能智能区分扫描版与文本版 PDF。重要性在于，它增强了文档处理的智能性，提高了数据检索和分析的效率。
esengine/DeepSeek-Reasonix
Go · ★ 31,560 · 🍴 2,027 · 📈 747 stars today
DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.
中文介绍 DeepSeek-Reasonix 是一个专为终端设计的 AI 编码智能体，围绕前缀缓存稳定性构建，旨在持续运行。重要性在于，它提升了开发效率，支持自动化编码任务的执行。
addyosmani/agent-skills
JavaScript · ★ 81,962 · 🍴 8,820 · 📈 203 stars today
Production-grade engineering skills for AI coding agents.
中文介绍 该项目提供生产级工程技能，专为 AI 编码智能体开发。重要性在于，它推动了智能体技术的标准化，促进了开发效率与质量的提升。
obra/superpowers
Shell · ★ 267,279 · 🍴 23,877 · 📈 931 stars today
An agentic skills framework & software development methodology that works.
中文介绍 Superpowers 是一个代理技能框架及软件开发方法论，致力于提升软件开发的有效性。重要性在于，它预示着软件开发向更加高效和系统化的工作流转变。
roboflow/supervision
Python · ★ 48,900 · 🍴 4,618 · 📈 132 stars today
We write your reusable computer vision tools. 💜
中文介绍 该项目旨在编写可重用的计算机视觉工具，为开发者简化视觉识别任务。重要性在于，它加快了计算机视觉应用的开发，推动了相关技术的普及。
vercel/next.js
JavaScript · ★ 141,533 · 🍴 31,680 · 📈 144 stars today
The React Framework
中文介绍 Next.js 是一个用于构建 React 应用的框架，支持服务器端渲染与静态生成。重要性在于，它为现代 web 开发提供了灵活性和高性能，推动了前端技术的发展。
tailwindlabs/tailwindcss
TypeScript · ★ 96,834 · 🍴 5,547 · 📈 408 stars today
A utility-first CSS framework for rapid UI development.
中文介绍 Tailwind CSS 是一个实用优先的 CSS 框架，旨在快速开发用户界面。重要性在于，它改变了传统的 CSS 开发模式，提高了 UI 设计的效率与灵活性。
uber/ADR
Python · ★ 1,023 · 🍴 85 · 📈 354 stars today
ADR secures enterprise AI agents through observability, security benchmarking, and threat detection. Deployed at Uber.
中文介绍 ADR 为企业 AI 智能体提供可观测性、安全基准和威胁检测，保障智能体的安全性。重要性在于，它助力企业在 AI 应用上的安全管理，提升了智能体在复杂环境下的可靠性。
lyogavin/airllm
Jupyter Notebook · ★ 29,058 · 🍴 3,119 · 📈 833 stars today
AirLLM 70B inference with single 4GB GPU
中文介绍 AirLLM 支持在单个 4GB GPU 上进行 70B 模型推理，旨在提升 AI 模型的运行效率。重要性在于，它为边缘计算和高效运算提供了解决方案，促进了 AI 模型的普及和应用。
MerchantBench: Benchmarking LLM Agents for Long-Term Coherence in E-Commerce Operations
👍 83
Large language model agents are increasingly evaluated as autonomous tool users, yet most benchmarks focus on bounded tasks with immediate success criteria. Real-world deployments often require Long-Term Coherence, the capacity to preserve purposeful behavior across extended horizons while adapting
中文介绍 针对电子商务操作中长期连贯性问题，论文提出了 MerchantBench 作为新的基准，评估大语言模型代理的自主工具使用能力。该基准重点考察代理在延长时间范围内的目的性行为保持及适应性。研究显示，该方法有效提升了代理在真实场景下的应用稳定性，推动了对复杂任务的自主执行能力的理解。意义：为 Agent 的长时间一致性及自主性提供了重要的研究信号。
AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling
👍 73
Language remains an outlier in generative modeling: while images, video, and audio are increasingly modeled in continuous latent spaces, text generation still relies predominantly on discrete tokens. Existing continuous language models either inherit embedding spaces not designed for joint generatio
中文介绍 论文提出 AURORA-LM，一种用于连续潜变量扩散语言建模的自编码统一表示方法。该模型通过在连续潜空间中建模，弥补现有离散标记生成的不足，优化了语言生成的潜在表示。实验结果显示，该方法在多项文本生成任务上表现优异，表明其有助于提升生成模型在语言处理中的应用效果。意义：推动了生成建模领域中连续潜表示的研究进展。
InfiniSplat: Implicit Gaussian Decoding for Large-Baseline Monocular View Synthesis
👍 56
Single-image feed-forward 3D Gaussian Splatting (3DGS) aims to directly generate a renderable 3D scene representation from one input image, avoiding the cost of multi-view capture and per-scene optimization. However, existing methods are often constrained by a pixel-aligned representation, where Gau
中文介绍 论文提出 InfiniSplat，利用隐式高斯解码技术实现基于单图像的3D场景合成，避免了多视图捕捉与单场景优化的高成本。该方法通过像素无关的表示方法有效解决了现有技术的约束，提高了3D场景渲染效率。实验结果表明，InfiniSplat 在生成准确性和效率方面均有显著提升，使其在计算机视觉应用中具有重要意义。
Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent
👍 45
We introduce Video-DeepResearch (Video-DR), extending multimodal agents from static images to continuous video streams, a setting that demands dense spatiotemporal grounding coupled with open-web exploration. Preliminary evaluations reveal two critical bottlenecks in current models: (1) modality bia
中文介绍 论文介绍了 Video-DeepResearch (Video-DR)，将多模态代理从静态图像扩展到连续视频流，满足密集时空基础的需求。研究揭示了当前模型面临的两大瓶颈：模态偏差和能力限制。该工作为多模态学习及应用提供了新的方向，特别是在实时视频处理领域的潜在贡献。意义：为 Agent 在动态环境中的应用提供了重要的研究信号。
PCSD: Persistent Consistency for Self-Distillation in Agentic Reinforcement Learning
👍 37
Large language model agents have shown strong potential in complex interactive tasks, yet their reinforcement learning (RL) is often hindered by sparse rewards, as a long multi-turn trajectory may receive only a single outcome-level signal. On-policy self-distillation (OPSD) provides dense token-lev
中文介绍 针对大型语言模型代理在稀疏奖励环境中有效学习的挑战，论文提出了基于的在线自蒸馏（OPSD）的方法，提供了密集的标记级反馈。该方法显著提升了复杂交互任务的学习效率，实验结果显示，代理在多回合任务中表现出更高的成功率，优化了学习轨迹中的奖励分配。意义：增强了在 Agentic 强化学习方向的有效性。
Quo Vadis, World Modeling?
👍 29
Continually improving agents require dynamic interaction feedback beyond static supervision, yet direct real-environment interaction is costly, slow, unsafe, and hard to parallelize. World modeling offers a natural intermediate proxy that allows agents to query lower-cost, more controllable feedback
中文介绍 论文探讨了动态环境下代理的自我交互反馈的重要性，提出了世界建模的概念，作为获取更低成本、可控反馈的中介工具。通过建立更有效的环境交互机制，论文显示出代理在复杂决策中的潜力和应用前景。研究的结果为提升机器学习系统的智能决策能力提供了新的思路。意义：为 Agent 和环境理解的结合提供了重要的研究信号。
PAST-Bench: Benchmarking the Foundations of Recursive Self-Improvement in Personal Agents
👍 28
Recursive self-improvement requires agents to turn accumulated experience into better future behavior. Personal AI agents offer a concrete setting for studying this capability because they retain preferences, task histories, tool routines, and learned skills across sessions. Yet whether retained exp
中文介绍 论文提出 PAST-Bench，评估个人代理在递归自我改进领域的基础能力。研究聚焦于代理如何利用积累的经验提高未来行为，强调了倾向于保留能力、任务历史和工具使用的设计。实验结果表明，持续的学习和改进能力是提升个人人工智能代理性能的关键，推动了相关技术的发展。意义：为自我改善的 Agent 研究提供了重要信号。
LLaDA MoE v2: Scaling Mixture-of-Experts Diffusion Language Models
👍 24
Diffusion language models (dLLMs) offer an alternative to autoregressive (AR) language modeling, yet the scaling behavior of Mixture-of-Experts (MoE) dLLMs remains poorly understood. We systematically characterize how optimization hyperparameters, compute allocation, and architecture scale for MoE d
中文介绍 论文系统性地研究了 Mixture-of-Experts (MoE) 扩散语言模型的扩展行为，提出 LLaDA MoE v2，解释了如何通过优化超参数、计算资源分配和架构缩放以提升模型性能。实验结果验证了该方法在大规模模型训练中的有效性，提供了针对不同任务的优化策略。意义：为多元专家模型的研究提供了新的视角与路径。
OmniPack: Unified Token Compression for Efficient Omni-modal Large Language Models
👍 24
Omni-modal large language models (Omni-LLMs) have achieved remarkable performance on audio-visual understanding tasks, but processing long and highly redundant visual and audio token sequences incurs substantial computational overhead, demanding aggressive token compression for efficient deployment.
中文介绍 为了解决 Omni-modal 大语言模型在处理音视频理解任务时的计算负担，论文提出了 OmniPack，一种高效的统一标记压缩方法。该方法通过显著减少冗余视觉和音频标记的序列，提升了模型的计算效率和响应速度，改善了实际应用的性能。意义：为多模态理解的高效实现提供了重要的研究信号。
CAPEval: A Decoupled Caption Evaluation across Understanding and Generation
👍 21
Captions serve as a primary supervision signal for both multimodal understanding and text-to-image generation. However, previous evaluations treat the caption quality as a single scalar objective, which conflates two distinct properties: (1) how much visual information a caption covers and (2) how r
中文介绍 论文介绍了 CAPEval，一种在多模态理解和文本到图像生成中去耦合图像说明评估的方法。该方法通过明确区分视觉信息覆盖与生成相关性，提升了评估的准确性。研究显示，该方法为多模态系统的评估标准提供了更清晰的框架和参考，促进了这一领域的发展。意义：为多模态交互评价提供了新的思路。
MemSFT: Mitigating Alignment Tax with an External Parametric Memory
👍 21
Adapting Large Language Models (LLMs) to specialized domains often incurs an alignment tax, as fine-tuning on domain-specific tasks can cause catastrophic forgetting and substantially degrade performance on general tasks. We propose MemSFT, which mitigates the alignment tax by decoupling domain spec
中文介绍 为了解决大语言模型在特定领域的适应性问题，论文提出了 MemSFT 方法，通过外部参数记忆减轻了对齐税的影响，避免了在领域特定任务上的灾难性遗忘。研究表明，该方法在多个领域的适应性和泛化能力上具有显著改进，推动了大语言模型在专业领域的应用。意义：为 Agent 在特定领域的适应性研究提供了重要信号。
SkillJack: Persistent Skill Backdoors in Self-Evolving Agents
👍 19
Self-evolving agents increasingly convert interaction histories into reusable skills that persist beyond individual tasks. While prior work studies memory and retrieval poisoning, such attacks only affect agents when poisoned records are retrieved as context. We uncover a new and more fundamental ri
中文介绍 研究了自我演化代理中持久技能后门的问题，提出了 SkillJack 方法。发现这种新型攻击可以影响代理的长期学习和技能再利用，揭示了当前系统的潜在脆弱性。文中提供了针对这一问题的解决方案和防护建议，为 Agent 的安全性研究提供了重要的启示。意义：增强了对 Agent 技术脆弱性的认识，引发了对安全性问题的重视。
UniWorld-Design: From Pixel Generation to Layer-Native Design
👍 19
We introduce UniWorld-Design, a framework that redefines image generation from flat pixel synthesis to structured visual composition, with semantic RGBA layers as the atomic units of generation, understanding, and editing. Our key insight is that pixels define how an image is rendered, whereas layer
中文介绍 论文介绍了 UniWorld-Design 框架，通过将图像生成从平面像素合成重新定义为结构化视觉组合，提升了图像生成的灵活性和控制力。研究提出使用语义 RGBA 图层作为生成的基本单元，实验结果表明，该方法在图像理解和编辑任务中表现出明显优势。意义：为图像生成技术提供了新的结构化视角，推动了视觉领域的研究。
To Add Is Machine, To Delete Is Human: Measuring and Mitigating Deletion Avoidance in LLM Code Editing
👍 19
Large language models increasingly write and repair production code, yet evidence is mounting that their test-passing patches leave codebases harder to maintain. We identify one concrete source: deletion avoidance, the systematic tendency to retain code that an intended edit requires removing. Acros
中文介绍 论文研究了大型语言模型在代码编辑中的删除规避现象，提出有效的测量与减轻策略。实验证明，删除规避会导致代码可维护性降低，影响测试通过率。该结果警示了 LLM 在生产环境应用中的潜在风险，为未来的代码生成和维护提供了参考。意义：为 Agent 在代码生成中的应用提供了改进路径。
TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning
👍 17
Tool-Integrated Reasoning (TIR) enables LLMs to solve complex tasks through iterative tool interactions. However, existing reinforcement learning methods often rely on trajectory-level supervision, limiting fine-grained credit assignment in long-horizon TIR scenarios. On-policy self-distillation off
中文介绍 论文提出了一种新的方法 TurnSight，利用通过反向自蒸馏进行工具集成推理，实现了更精细的信用分配。该方法改善了长时间交互工具的有效性，显著提升了任务完成率，并为多工具使用场景中的决策优化提供了有效的支撑。意义：为 Agent 在复杂任务处理中的有效推理提供了重要研究信号。
GROVE: Growing and Reasoning over Temporally Stratified Memory from Streaming Video Experience
👍 14
A wearable assistant should both answer questions about its visual history and recognize when that history is useful to the present situation. Existing video-memory systems primarily support question-conditioned recall, whereas proactive assistants typically use separate memory and control mechanism
中文介绍 GROVE 框架针对流视频经验中合成和推理的挑战，通过构建分层记忆以支持视觉历史的查询与利用。实验证明，该方法明显提升了可穿戴助手进行主动回忆的能力，为理解上下文提供了更大的有效性。该研究有助于推动记忆系统在动态环境下的应用。意义：为 Agent 的记忆与推理结合提供了研究的新方向。
ExplainBench: Evaluating Code Explanations from Agents
👍 12
Large Language Model (LLM) agents have seen rapid adoption in software engineering. As agents take a greater role in the actual generation of code, they are making larger changes, spanning tens to hundreds of lines. This makes manual review of agent results increasingly infeasible, leading developer
中文介绍 解释性代理在软件工程中的应用日益增加，论文提出了 Evaluate 框架，评估大型语言模型提供的代码解释质量。研究表明，随着代理承担更大代码生成任务，人工审核的难度也在加大，推动了对自动化评估工具的需求。实验结果显示，提升代码解释质量对开发效率至关重要。意义：为代码生成与解释质量提供了新的评估标准。
AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks?
👍 12
Large language model (LLM) agents can self-evolve by continually improving from their own accumulated experience. However, existing studies predominantly adopt independent evaluation. Consequently, the behavior of self-evolving agents in realistic streaming settings, where agents adapt to diverse an
中文介绍 论文研究了在流式任务中自我演化的 LLM 代理的表现，发现现有的评估方法不足以有效描绘其适应动态环境的能力。通过本研究，分析了自我演化代理在真实流式场景中的表现，为后续优化提供了数据支持。实验显示，自我演化在流式任务中显著影响了代理的适应性。意义：为 Agent 在动态环境中的应用提升提供了研究信号。
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities?
👍 11
Modern agent frameworks equip large language models with external skill libraries to solve complex tasks. However, it remains unclear whether these systems can effectively evolve their skills and whether the resulting skills improve task-solving capabilities. To bridge this gap, we introduce Continu
中文介绍 论文分析了现代代理框架中大型语言模型通过外部技能库解决复杂任务的能力，设计了 ContinualSkillBench 测试其技能演变是否有效。实验结果表明，能力强化与任务解决能力提升之间存在正相关，推动了技能提升的研究方向。意义：为 Agent 的能力演变提供了重要的研究信号。
Are the Financial Reasoning from LLMs Credible? A Real World Test over Long-Horizon Statements
👍 9
Do Large Language Models (LLMs) possess genuine structural reasoning, or merely rely on surface-level pattern matching? The financial domain, demanding numerical precision and multi-step logic over long contexts, is an ideal testbed. Existing benchmarks fail to capture real-world industrial complexi
中文介绍 论文探讨了大型语言模型在长时间陈述中的金融推理能力，分析其是否仅表现出表面模式匹配。研究显示在金融领域对真实世界复杂性的适应能力不足，现有基准未能捕捉到这一点。此发现对金融应用中模型的可靠性和有效性提出了新的挑战。意义：为金融推理领域的模型可信度研究提供了参考。
I went on paternity leave. My agent built a $3M pipeline from 2,741 conversations. Here's the code.
@wayne_liang_ · 1.5K 粉丝 · 999.9K 阅 · 637 赞 · 279 转
For eight weeks, a clone of me ran our sales front line: 300+ prospect calls a week, 132 new paying customers, 37 enterprise opportunities worth ~$3M. It also made up a price, emailed internal notes
中文介绍 博主分享了在休产假期间，利用代理系统实现的销售业务流程，其中在八周内完成了300多个潜在客户电话，获得132个新付费客户，以及37个价值约300万美元的企业机会。这表明通过自动化技术可以大幅提升业务效率。
Grok Build will rewrite how you use your laptop -A practical guide to your own Autonomous Employee
@XFreeze · 251.7K 粉丝 · 778.3K 阅 · 558 赞 · 80 转
Grok Build: What It’s Actually For Most people underestimate it by an order of magnitude. Ask someone what an AI coding agent is for, and they’ll probably tell you it builds apps. That’s true and it
中文介绍 博主介绍了Grok Build这一工具，以及其在AI编程代理中的应用。强调其功能远超建应用程序，实际上能极大地提升用户的工作效率，反映出人们对AI工具潜力的逐渐重视。
Taste, Judgment and AI
@addyosmani · 407.9K 粉丝 · 363.3K 阅 · 510 赞 · 45 转
Taste is recognizing quality and greatness in the absence of all the evidence. Judgment is committing to it in the presence of some risk. It’s the ultimate foundation of great work. When you look at a
中文介绍 博主讨论了在评判艺术和创作时，‘品味’和‘判断’的概念，强调它们在创造伟大作品中的重要性。这提示我们AI在艺术创作中的应用需要关注作品的质量与复杂性。
The Invisible Economy
@RaoulGMI · 1.5M 粉丝 · 90.0K 阅 · 530 赞 · 72 转
Within about two years, most economic activity on Earth won't have a human anywhere in it. Think about a single trade today. Someone decides to make it, another person approves it, someone books it,
中文介绍 博主指出，未来两年内，大部分经济活动可能完全由机器主导，几乎无人的参与。这反映出智能自动化将在经济中越来越发挥关键作用，值得行业关注。
HERMES AGENT + BUZZ BY JACK DORSEY. FULL SETUP GUIDE
@IBuzovskyi · 3.8K 粉丝 · 76.2K 阅 · 505 赞 · 34 转
Buzz launched July 21, 2026. Block open-sourced it under Apache-2.0. Desktop builds for macOS, Windows, and Linux shipped the same day. The pitch: Slack + GitHub + AI agents in one window. Built on
中文介绍 博主提供了HERMES AGENT与Jack Dorsey的Buzz的完整设置指南，强调其功能集合多种工具于一体，这种便捷的整合适应了现代工作流的需求，预计将引发更多使用讨论。
How to Recursively Improve Your Agents
@ashpreetbedi · 20.5K 粉丝 · 73.1K 阅 · 501 赞 · 50 转
Today I'm going to show you how to recursively improve your agents. We'll build an agent that starts at 7/10, then run a recursive auto-improvement loop until every probe passes. Here's how it works:
中文介绍 博主分享了一种改进代理的方法，构建了一个从7分起步的自我改进循环系统。这种方法为提升AI效率提供了新思路，体现了对持续优化的重视。
How to Build an Autonomous Content Engine With Hermes
@VibeMarketer_ · 29.9K 粉丝 · 56.6K 阅 · 501 赞 · 30 转
I'm going to show you how to automate your content ideation system using Hermes kanban, a new multi-agent feature from Nous Research. Every night, it will monitor a mix of 50+ X accounts, newsletters,
中文介绍 博主演示了如何通过使用Hermes kanban工具来自动化内容创意系统，这一多代理特性将帮助用户从多个渠道捕捉信息，显示了内容创作自动化的潜力。
AI slop can look tasteful
@YifeiChen1121 · 224 粉丝 · 51.8K 阅 · 567 赞 · 22 转
How nature and serif fonts became the default face of artificial intelligence TLDR: AI branding converged on serifs + nature photos + soft neutrals to feel "humane." It worked… until everything
中文介绍 博主探讨了AI品牌化中自然元素与衬线字体的流行趋势，强调这些元素在AI呈现中的重要性和吸引力，这反映了AI视觉形象的市场接受度正逐渐上升。
[AINews] Megakernels are so dead and so back
A quiet day lets us highlight a Cursor launch and an engineering debate
中文介绍 在一个安静的日子里，强调了一项Cursor的推出和工程讨论。
Google LLM router ➡️, Cloudflare Wallets 💳, Anthropic and Volta 🤝
Third-party cyber evaluations involving OpenAI models
OpenAI explains recent third-party cybersecurity evaluation incidents and outlines new safeguards to strengthen AI model testing and evaluation.
中文介绍 OpenAI解释了近期涉及其模型的第三方网络安全评估事件，并概述了加强AI模型测试和评估的新措施。
Unpacking ChatGPT Work: the Agent for a Billion Users
An external reconstruction of how Memory, Proactivity, Scheduling, Browser Use, Plugins, Skills and Tools work in the new ChatGPT Work.
中文介绍 通过外部重构，分析了新ChatGPT工作中的记忆、主动性、调度、浏览器使用、插件、技能和工具的功能。
Deploy local agents everywhere with LFM2.5-2.6B
not much happened today
**Alibaba** launched **Qwen3.8-Max**, enhancing multimodal capabilities and agent ecosystem integration. **NVIDIA** introduced **Alpamayo 2 Super** for autonomous vehicle reasoning, while **Mistral AI** released **Shieldstral**, a 3B parameter open-weights safety model for on-device moderation. **Po
中文介绍 阿里巴巴推出了Qwen3.8-Max，以增强多模态能力和代理生态系统集成；NVIDIA推出了Alpamayo 2 Super，以支持自动驾驶车辆推理；Mistral AI发布了Shieldstral，一个3B参数的开放权重安全模型。
[AINews] Qwen 3.8 Max(2.4T) and 27B, new open weights models for Coding and Cowork
Qwen is so back!
中文介绍 Qwen 3.8 Max(2.4T)和27B模型现已推出，支持编码和协作功能。
New ways to learn and teach with ChatGPT Work and Codex
Explore new education plugins for ChatGPT Work and Codex that help K–12 teachers, college educators, and students learn, teach, research, and build.
中文介绍 探索新的教育插件以帮助K–12教师、高校教育工作者和学生学习、教学、研究及构建。
ChronicleBio 🧬, Mind Lab continual learning 📈, GPT-Live architecture 🎙️
Apple is getting this wrong
OpenAI addresses Apple’s baseless lawsuit, corrects claims about its employees, and shares messages documenting what happened.
中文介绍 OpenAI回应了苹果的不实诉讼，纠正了关于其员工的声明，并分享了相关事件的消息记录。
The Inference Engineering Masterclass — Philip Kiely & Ali Taha, Baseten
Baseten just raised a $13B Series F and is now one of the leading kings of inference engineering. We go into everything you need to know for autoregressive and diffusion engineering.
中文介绍 Baseten成功融资130亿美元F轮，成为推断工程的主要领导者，涉及自回归与扩散工程的各方面内容。
Trump’s AI protectionism has come for robotics
This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. Humanoid robots usually elicit more cringe than awe: They stumble, kick children, and despite advances are still worse at using their hands than my toddler. It’s
中文介绍 本文评论特朗普的AI保护主义对机器人领域的影响，指出人形机器人仍面临多重挑战。
Here’s why AI agents lie and cheat to reach their goals
MIT Technology Review Explains: Let our writers untangle the complex, messy world of technology to help you understand what’s coming next. You can read more from the series here. When two OpenAI models hacked into the website Hugging Face in July, they weren’t trying to make money or commit sabotage
中文介绍 MIT科技评论探讨了为什么AI代理在达成目标时撒谎和作弊的原因，特别提到了OpenAI模型的案例。
How we built a realtime system for responsive voice AI in six months
GPT-Live enables continuous voice interaction with AI, using a turnless speech model and low-latency architecture for faster, more natural conversations.
中文介绍 GPT-Live实现了与AI的持续语音互动，采用无轮次语音模型和低延迟架构，让人机对话更快、更自然。
Qwen 3.8 Max
**Alibaba** launched **Qwen3.8-Max**, a **2.4T-parameter** open-weight model emphasizing autonomous coding, long-horizon execution, and multimodal feedback, with aggressive pricing. Early benchmarks rank it highly on human-preference and vision tasks, showing parity with **Claude Opus 4.7** and stro
中文介绍 阿里巴巴推出了Qwen3.8-Max，一个2.4T参数的开放权重模型，强化了自主编码、长时间执行和多模态反馈，定价具有竞争力。早期基准显示其在人工偏好与视觉任务上表现优异。
当前市场中，美股整体表现出一定的上行动能，标普500 ETF (SPY) 和Nvidia (NVDA) 均发出金叉信号，同时也反映出积极的短期走势。在加密货币市场，比特币主导率为56.6%，但恐慌贪婪指数仅为27，显示出市场情绪偏向恐慌状态，对长期状态存在一定压力。商品市场方面，WTI原油期货和黄金期货的技术指标显示出不同程度的下行压力，尤其是WTI原油期货的下跌信号值得关注。
今日关注
SPY
S&P 500 ETF
偏上行
当前价格769.79美元，RSI为64.7，表明处于正常状态，但接近超买区域。最近MACD的金叉信号显示上行动能，且该资产的5日涨幅为5.53%。
NVDA
Nvidia
偏上行
当前价格219.22美元，RSI为61.6，显示出正常状态。近期MACD金叉的信号和15.37%的5日涨幅表明该资产的上涨趋势正在增强。
TSLA
Tesla
偏下行
当前价格321.55美元，RSI为37.5，显示出正常状态，但低于50，预示动能减弱。MACD为-22.247且形成空头排列，暗示下行压力。
全部资产
^VIX
VIX 恐慌指数
$15.81
-4.18%
- 5 日
- -23.48%
- 距 52w 高
- -55.2%
- RSI(14)
- 44.7
- 趋势
- 空头
- SMA 20 / 50 / 200
- 17.21 / 17.34 / 18.61
- MACD / 信号
- -0.195 / 0.023
MACD 死叉 (2 天前)空头排列
^TNX
10Y 美债收益率 (%)
$4.62
-0.22%
- 5 日
- -0.11%
- 距 52w 高
- -2.7%
- RSI(14)
- 52.0
- 趋势
- 多头
- SMA 20 / 50 / 200
- 4.62 / 4.53 / 4.29
- MACD / 信号
- 0.040 / 0.044
MACD 死叉 (今天)接近 52 周高多头排列
DX-Y.NYB
美元指数 DXY
$99.69
-0.20%
- 5 日
- -1.10%
- 距 52w 高
- -2.1%
- RSI(14)
- 35.0
- 趋势
- 中性
- SMA 20 / 50 / 200
- 100.77 / 100.46 / 99.15
- MACD / 信号
- -0.175 / 0.032
接近 52 周高
SPY
S&P 500 ETF
$769.79
-0.20%
- 5 日
- +5.53%
- 距 52w 高
- -0.9%
- RSI(14)
- 64.7
- 趋势
- 多头
- SMA 20 / 50 / 200
- 748.41 / 746.37 / 701.94
- MACD / 信号
- 4.047 / 1.252
MACD 金叉 (2 天前)接近 52 周高多头排列
QQQ
Nasdaq 100 ETF
$717.30
-0.90%
- 5 日
- +8.40%
- 距 52w 高
- -4.2%
- RSI(14)
- 55.4
- 趋势
- 多头
- SMA 20 / 50 / 200
- 700.89 / 715.01 / 646.74
- MACD / 信号
- -3.149 / -6.374
MACD 金叉 (1 天前)多头排列
AAPL
Apple
$311.00
+0.52%
- 5 日
- -8.04%
- 距 52w 高
- -9.7%
- RSI(14)
- 45.8
- 趋势
- 多头
- SMA 20 / 50 / 200
- 323.72 / 309.65 / 278.86
- MACD / 信号
- 2.089 / 5.723
MACD 死叉 (3 天前)多头排列
MSFT
Microsoft
$487.46
-1.09%
- 5 日
- +24.82%
- 距 52w 高
- -12.0%
- RSI(14)
- 76.1
- 趋势
- 中性
- SMA 20 / 50 / 200
- 412.32 / 403.59 / 433.23
- MACD / 信号
- 22.407 / 10.433
RSI 超买
NVDA
Nvidia
$219.22
+3.43%
- 5 日
- +15.37%
- 距 52w 高
- -7.3%
- RSI(14)
- 61.6
- 趋势
- 多头
- SMA 20 / 50 / 200
- 205.36 / 205.76 / 193.59
- MACD / 信号
- 0.898 / -0.566
MACD 金叉 (1 天前)多头排列
GOOGL
Alphabet
$362.43
-4.03%
- 5 日
- +7.64%
- 距 52w 高
- -11.3%
- RSI(14)
- 54.6
- 趋势
- 多头
- SMA 20 / 50 / 200
- 348.96 / 357.82 / 328.10
- MACD / 信号
- 0.585 / -3.730
MACD 金叉 (3 天前)多头排列
TSLA
Tesla
$321.55
-1.77%
- 5 日
- +7.79%
- 距 52w 高
- -35.5%
- RSI(14)
- 37.5
- 趋势
- 空头
- SMA 20 / 50 / 200
- 351.64 / 384.96 / 409.99
- MACD / 信号
- -22.247 / -20.950
空头排列
META
Meta
$588.77
+0.14%
- 5 日
- +0.54%
- 距 52w 高
- -26.1%
- RSI(14)
- 46.7
- 趋势
- 空头
- SMA 20 / 50 / 200
- 618.20 / 601.07 / 632.63
- MACD / 信号
- -8.618 / -3.517
空头排列
BTC-USD
Bitcoin
$64,608.78
+0.86%
- 5 日
- +2.86%
- 距 52w 高
- -48.8%
- RSI(14)
- 53.3
- 趋势
- 中性
- SMA 20 / 50 / 200
- 64,371.63 / 63,241.71 / 70,654.93
- MACD / 信号
- -25.771 / 29.140
ETH-USD
Ethereum
$1,907.67
+2.10%
- 5 日
- +2.54%
- 距 52w 高
- -61.5%
- RSI(14)
- 55.8
- 趋势
- 中性
- SMA 20 / 50 / 200
- 1,888.02 / 1,787.19 / 2,073.78
- MACD / 信号
- 19.672 / 26.885
SOL-USD
Solana
$73.99
+0.37%
- 5 日
- +1.65%
- 距 52w 高
- -70.8%
- RSI(14)
- 47.1
- 趋势
- 空头
- SMA 20 / 50 / 200
- 74.83 / 75.03 / 84.66
- MACD / 信号
- -0.740 / -0.607
空头排列
BABA
阿里巴巴 (BABA)
$128.53
-0.36%
- 5 日
- +11.74%
- 距 52w 高
- -33.3%
- RSI(14)
- 69.9
- 趋势
- 中性
- SMA 20 / 50 / 200
- 117.40 / 113.85 / 140.52
- MACD / 信号
- 3.834 / 2.089
PDD
拼多多 (PDD)
$90.94
-0.10%
- 5 日
- +2.97%
- 距 52w 高
- -34.8%
- RSI(14)
- 64.6
- 趋势
- 中性
- SMA 20 / 50 / 200
- 86.17 / 83.77 / 103.27
- MACD / 信号
- 1.679 / 0.922
JD
京东 (JD)
$32.54
-1.30%
- 5 日
- +1.06%
- 距 52w 高
- -11.7%
- RSI(14)
- 71.9
- 趋势
- 中性
- SMA 20 / 50 / 200
- 30.62 / 28.91 / 29.44
- MACD / 信号
- 1.253 / 1.006
RSI 超买
0700.HK
腾讯控股 (0700.HK)
HK$492.20
+0.94%
- 5 日
- +5.53%
- 距 52w 高
- -27.9%
- RSI(14)
- 61.6
- 趋势
- 中性
- SMA 20 / 50 / 200
- 465.46 / 452.46 / 537.03
- MACD / 信号
- 8.392 / 4.600
MACD 金叉 (4 天前)
GC=F
黄金期货
$4,320.80
+5.50%
- 5 日
- +7.09%
- 距 52w 高
- -22.7%
- RSI(14)
- 63.6
- 趋势
- 中性
- SMA 20 / 50 / 200
- 4,071.11 / 4,178.08 / 4,478.76
- MACD / 信号
- -7.798 / -36.626
CL=F
WTI 原油期货
$75.01
-1.00%
- 5 日
- -11.19%
- 距 52w 高
- -37.2%
- RSI(14)
- 41.7
- 趋势
- 中性
- SMA 20 / 50 / 200
- 81.21 / 81.01 / 76.08
- MACD / 信号
- -0.076 / 0.636
MACD 死叉 (1 天前)
USDCNY=X
美元 / 人民币
¥6.74
-0.18%
- 5 日
- -0.45%
- 距 52w 高
- -6.3%
- RSI(14)
- 35.2
- 趋势
- 空头
- SMA 20 / 50 / 200
- 6.77 / 6.77 / 6.90
- MACD / 信号
- -0.008 / -0.006
接近 52 周低空头排列
过去走势不代表未来表现，本报告仅供技术指标解读参考，不构成投资建议。
Explosive Drone Found at German Airport Used by Ukrainian Carrier
A second drone may have collided with a plane in the air over the airport, damaging the aircraft slightly, the authorities say.
中文摘要 在德国某机场，警方发现一架用于乌克兰运输的爆炸无人机。同时，另一架无人机疑似与一架飞机相撞，造成飞机轻微损坏。
News Corp subscriptions fall in Australia as company takes aim at ‘slimy’ AI slop
Chief executive Robert Thomson says ‘crass kleptomaniac’ AI companies are ‘in possession of stolen goods’ Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast News Corp has reported a slight slide in digital subscriptions at its Australia
中文摘要 新闻集团首席执行官罗伯特·汤姆森表示，由于对「粗劣窃贼」AI公司的不满，公司在澳大利亚的数字订阅量略微下降。
News live: News Corp loses subscribers in Australia as company lashes out at AI ‘crass kleptomaniacs’ and ‘slimy sea of slop’
Internal data shows digital subscribers slide from 1,166,000 to 1,162,000. Follow today’s news live Get our breaking news email, free app or daily news podcast A 60-year-old man has died after an alleged assault in Melbourne, where he was allegedly set upon by a group of youths. Victoria police said
中文摘要 内部数据显示，新闻集团的数字订阅人数从1,166,000下降至1,162,000。在墨尔本，一名60岁男子在遭遇攻击后死亡。
Labor MP Ed Husic taken to hospital with fractures and concussion after car accident
Husic to take ‘short’ period of leave after collision on Sydney motorway on Tuesday Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast Labor MP Ed Husic was hospitalised this week after his car was involved in an accident with a truck t
中文摘要 澳大利亚工党议员埃德·赫西克在悉尼高速公路发生车祸后，被送往医院治疗，预计将休假一段短时间。
Erica Schwartz confirmed as new CDC chief amid US agency turmoil
US public health agency faces toughest test as Schwartz takes charge amid political pressure and public health crises.
中文摘要 美国疾控中心新任负责人埃里卡·施瓦茨的上任时间正值该机构面临重大政治压力和公共卫生危机。
Man and woman found dead in outback Queensland home after hours-long police siege
A 45-year-old man and 23-year-old woman were found dead in the Charleville home after a near eight-hour siege by police An hours-long siege has ended in tragedy after a man and woman were found dead in an outback home. Several streets in Charleville, 600km west of Toowoomba in Queensland, were thrus
中文摘要 在昆士兰州的查尔维尔，一名45岁男子和一名23岁女子在警察长达近八小时的围攻后被发现死亡。
C.I.A. Sets Up Secret Cuba Task Force as Trump Pressures Havana
The task force will allow the spy agency to quickly direct more financial, human and technical resources at the island, with the goal of creating fissures among the Cuban political elite.
中文摘要 中央情报局成立了一个秘密古巴特遣队，旨在快速调动更多资源，以在古巴政治精英中制造裂痕。
Toronto zoo announces birth of pygmy hippo calf, third for mother Kindia
The 20-year-old’s third calf is being monitored by officials as survival rates for the species are challenging, the zoo said The Toronto Zoo has announced the birth of a female pygmy hippo calf. Kindia, the zoo’s 20-year-old pygmy hippo, started showing signs of labor at around 8.15am last Sunday, i
中文摘要 多伦多动物园宣布，20岁的矮肥猪母亲金迪顺利产下第三只幼崽，动物园正在监测其生存状况。
Israeli occupation destroys farmland and lives in southern Syria
Israeli occupation destroys farmland and lives in southern Syria
US officials push back on reports of dangerously low munitions supplies
Experts warn that low stockpiles of air defence interceptors as a result of the war on Iran leave the US vulnerable.
中文摘要 美国官员对有关弹药供应严重不足的报道进行了反驳，专家警告称，因对伊朗的战争，空中防御拦截器库存不足使美国处于脆弱状态。
US man arrested at Trump’s golf course charged with multiple felonies
Ex-Marine denies charges after arrest at Los Angeles golf course, with weapons, badge and 'concerning' notebooks found.
中文摘要 在洛杉矶特朗普高尔夫球场，一名前海军陆战队员因携带武器、警官徽章和多本「令人担忧」的笔记本被逮捕，否认多项重罪指控。
Israeli forces raid camp in occupied West Bank
Israeli forces have launched a large-scale military operation in Qalandiya refugee camp in the occupied West Bank.
中文摘要 以色列军队在被占领的西岸地区卡兰迪亚难民营发动了一次大规模军事行动。
Mexican Influencer César Gastélum Shot Dead During Livestream from Sinaloa
César Gastélum was streaming video from outside a KFC in Culiacán, a city in Sinaloa state, when he was gunned down on Tuesday.
中文摘要 墨西哥网红塞萨尔·加斯特伦在锡那罗亚州的KFC外进行直播时遭枪击身亡。
Clashes on anniversary of Imran Khan imprisonment
Pakistan police fired tear gas at supporters of jailed former Prime Minister Imran Khan in Rawalpindi.
中文摘要 巴基斯坦警方在拉瓦尔品第对支持被监禁的前总理伊姆兰·汗的示威者使用催泪瓦斯。
Record-Breaking Heat Wave in South Korea Leads to Canceled Baseball Games
The country has been gripped by a record-setting heat wave that endangered both players and spectators.
中文摘要 韩国经历创纪录的热浪，导致多场棒球比赛被取消，此次热浪对球员和观众构成了威胁。
What's causing record high US beef prices?
The meat has never been more expensive, due to supply shortages, but no-one is making more money.
中文摘要 美国牛肉价格达到创纪录高位，主要受到供应短缺的推动，但这并未使相关企业获得更多利润。
Shorts, strappy tops and sandals: Can my boss tell me what to wear in summer?
Here's how to style for success while keeping your cool - and where you and your boss stand on your wardrobe.
中文摘要 夏季工作着装指南探讨了个人和老板在服装选择上的立场，提供冷静时尚搭配的建议。
Japan’s Kishida Sees Growth as Game Changer for Yen
Joint US-Japan intervention has helped the yen for now, but isn’t a game-changer for the currency or the economy, Japan’s former Prime Minister Fumio Kishida said in a Bloomberg TV interview in Tokyo. He touted a ¥370 trillion ($2.3 trillion) growth strategy as the long-term vision that will transfo
中文摘要 日本前首相岸田文雄表示，尽管美日联合干预暂时支撑了日元，但并未有效改变日元及经济的长期走势。他提出了一项价值370万亿日元（约合2.3万亿美元）的增长战略。
Liechtenstein’s LGT Aims to Expand its Private Banking in Japan
LGT, a private bank owned by the Princely House of Liechtenstein, is looking to expand in Japan, betting that it can capture a share of the rising wealth in a market that has historically proved difficult for foreign private banks.
中文摘要 列支敦士登的LGT私人银行计划在日本扩展业务，目标是抓住该市场上日益增长的财富，尽管该市场对外资私人银行历来挑战重重。
China’s Cheap AI Is Shifting Investors’ Focus to Internet Stocks
China’s rapid progress in low-cost artificial intelligence is strengthening the investment case for the country’s internet giants after years in the shadow of chipmakers, market participants say.
中文摘要 中国快速发展的低成本人工智能吸引了投资者的关注，推动互联网巨头的投资机会重新成为焦点。
DBS Profit Beats Estimates as Singapore Lender Raises Guidance
DBS Group Holdings Ltd. reported second-quarter profit that beat expectations, powered by a surge in wealth-led fee income, and raised its 2026 guidance.
中文摘要 新加坡DBS集团控股有限公司公布的第二季度利润超出预期，受益于财富管理服务收入激增，并上调了2026年指引。
Asian Stocks Poised to Slip, Oil Extends Decline: Markets Wrap
Asian stocks looked set to slip Thursday after Wall Street gauges paused following a recent rally. Crude oil extended its declines as Iran reached an agreement with Oman on the Strait of Hormuz.
中文摘要 亚股周四可能会下滑，因华尔街主要指标暂停上涨。同时，因伊朗与阿曼就霍尔木兹海峡达成协议，原油延续下跌。
Tech Trade May See Bigger Retail Influence After July Rout, JPMorgan Says
The technology trade may be poised to become even more dependent on retail investors and more volatile after a rough July, according to an assessment of preliminary data on technology, media and telecommunications equity sector hedge funds from JPMorgan Chase & Co.
中文摘要 摩根大通的评估指出，科技交易在经历七月的剧烈动荡后，可能愈加依赖散户投资者且波动性加大。
Latest Oil Market News and Analysis for Aug. 6
Oil held losses as Iran said it reached an agreement with Oman on a proposed shipping route through the Strait of Hormuz, raising the prospect of some energy flows resuming through the critical waterway.
中文摘要 油价因伊朗和阿曼达成通过霍尔木兹海峡的航运协议而继续承压，可能导致该关键水道的部分能源流动恢复。
Hedge Funds Take Big Hit in July After Bruising AI Selloff
A spate of well-known hedge funds reported steep losses in July as AI shares tumbled, most notably forcing the highly leveraged Situational Awareness to sell most of its stock portfolio at a deep discount to Ken Griffin’s Citadel.
中文摘要 多家知名对冲基金在七月遭遇重大亏损，尤其是受逼迫出售大量股票的情境感知基金，其股票组合以极低折扣价格转售给了肯·格里芬的Citadel。
Fed's Cook 'Prepared to Act' on Rates If Inflation Doesn't Slow
Federal Reserve Governor Lisa Cook cautions that the longer inflation remains above the central bank’s goal, the tougher the job will be to rein it in during remarks at an event in Alaska. (Source: Bloomberg)
中文摘要 美联储理事丽莎·库克警告称，如通货膨胀持续高于央行目标，收紧政策的难度将增加。
MNTN CEO on Disney’s Ad Business, Streaming Wars Outlook
MNTN CEO Mark Douglas discussed the current state of the connected TV and streaming advertising landscape following a strong earnings report from his company, which showed a 21% year-over-year revenue increase. The conversation highlighted recent earnings from major media companies, including Disney
中文摘要 MNTN首席执行官马克·道格拉斯讨论了公司在连接电视及流媒体广告市场的现状，以及近期主要媒体公司财报的表现。
AI Coding 推荐把这条提示词加入到约束中
7 回复 · 程序员 节点
如何快速理解 ai 生成的代码？
9 回复 · 程序员 节点
突然觉得薅 AI 中转站没意思了
29 回复 · 程序员 节点
烧了 6B+ token,分享下我实践出来最好的 AGENTS.md
53 回复 · 程序员 节点
App Store 账户被停用了
18 回复 · Apple 节点
App 有个功能是联网搜索 AppStore 中的图标，这种情况也必须 ICP 备案吗？
12 回复 · Apple 节点
Mac 应用上架中国区 App Store，需要在 App Store Connect 填写 ICP（App）备案号？
15 回复 · Apple 节点
用起来比较舒服的 Linux 桌面 Niri+DankMaterialShell
11 回复 · Linux 节点
PopClip 刚刚更新后，为什么显示要重新付费了？
25 回复 · Apple 节点
闲置的 mbp 18 款还能干什么？
7 回复 · Apple 节点
该源今日无内容。