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2026-06-23

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calesthio/OpenMontage

Python · ★ 11,917 · 🍴 1,538 · 📈 2,935 stars today

World's first open-source, agentic video production system. 12 pipelines, 52 tools, 500+ agent skills. Turn your AI coding assistant into a full video production studio.

中文介绍 全球首个开源智能视频制作系统,提供12条管线、52个工具和500+智能体技能,可将AI编程助手转变为完整的视频制作工作室,适合内容创作者和影视制作团队快速生成高质量视频内容。

palmier-io/palmier-pro

Swift · ★ 7,291 · 🍴 501 · 📈 2,462 stars today

macOS video editor built for AI

中文介绍 专为AI设计的macOS视频编辑器,利用AI技术简化视频剪辑流程,适合需要在Mac上快速处理视频的创作者,提供智能化编辑体验。

jamiepine/voicebox

TypeScript · ★ 32,192 · 🍴 3,930 · 📈 508 stars today

The open-source AI voice studio. Clone, dictate, create.

中文介绍 开源AI语音工坊,支持声音克隆、语音听写和音频创作,适合播客制作、语音合成和虚拟角色配音等场景,提供灵活的语音处理能力。

mukul975/Anthropic-Cybersecurity-Skills

Python · ★ 18,652 · 🍴 2,209 · 📈 957 stars today

817 structured cybersecurity skills for AI agents · Mapped to 6 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF & MITRE F3 (Fight Fraud) · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 29 security domains ·

中文介绍 面向AI智能体的817个结构化网络安全技能库,覆盖MITRE ATT&CK、NIST CSF 2.0等6个框架,遵循agentskills.io标准,可帮助AI系统在安全领域进行威胁分析、防护和响应。

penpot/penpot

Clojure · ★ 52,846 · 🍴 3,385 · 📈 730 stars today

Penpot: The open-source design tool for design and code collaboration

中文介绍 开源设计工具,支持设计与代码协作者共同工作,类似Figma的替代方案,适合UI/UX设计师和开发者在线协作构建界面原型。

Stirling-Tools/Stirling-PDF

TypeScript · ★ 82,863 · 🍴 7,237 · 📈 691 stars today

#1 PDF Application on GitHub that lets you edit PDFs on any device anywhere

中文介绍 GitHub上排名第一的PDF应用,支持在任何设备上编辑PDF文档,提供压缩、合并、转换等功能,适合需要跨平台处理PDF的用户。

garrytan/gstack

TypeScript · ★ 113,110 · 🍴 16,795 · 📈 649 stars today

Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA

中文介绍 基于Claude Code的23个定制化工具集,模拟CEO、设计师、工程经理等角色,帮助团队在AI辅助下高效管理工程流程、交付代码和文档。

heygen-com/hyperframes

TypeScript · ★ 29,955 · 🍴 2,821 · 📈 369 stars today

Write HTML. Render video. Built for agents.

中文介绍 通过编写HTML直接生成视频,专为AI智能体设计,适合需要自动化视频生成的场景,如动态广告、数据可视化等,简化视频制作流程。

tursodatabase/turso

Rust · ★ 21,453 · 🍴 1,085 · 📈 538 stars today

Turso is an in-process SQL database, compatible with SQLite.

中文介绍 兼容SQLite的进程内SQL数据库,提供低延迟的嵌入式数据库方案,适合需要本地持久化、边缘计算或移动端应用的开发者。

bytedance/deer-flow

Python · ★ 73,217 · 🍴 9,894 · 📈 736 stars today

An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.

中文介绍 字节跳动开源的长期任务超级智能体框架,集成沙箱、记忆、工具、子代理和消息网关,能自主完成研究、编程和创作等复杂工作,适合构建自动化工作流。

DeusData/codebase-memory-mcp

C · ★ 11,487 · 🍴 851 · 📈 1,186 stars today

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

中文介绍 高性能代码智能MCP服务器,将代码库索引为持久知识图谱,支持158种语言,毫秒级查询,显著减少token消耗。适合开发者快速检索和理解代码结构。

ZhuLinsen/daily_stock_analysis

Python · ★ 45,775 · 🍴 41,902 · 📈 1,560 stars today

LLM 驱动的多市场股票智能分析系统:多源行情、实时新闻、决策看板与自动推送,支持零成本定时运行。 LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs.

中文介绍 LLM驱动的多市场股票智能分析系统,整合多源行情、实时新闻和决策看板,支持零成本定时运行和自动推送,适合个人投资者和量化爱好者进行日常股票分析。

firecrawl/firecrawl

TypeScript · ★ 137,235 · 🍴 7,962 · 📈 736 stars today

The API to search, scrape, and interact with the web at scale. 🔥

中文介绍 大规模网页搜索、抓取和交互的API,提供高性能的网页数据采集服务,适合数据科学家、爬虫开发者和AI训练数据获取等场景。

JCodesMore/ai-website-cloner-template

TypeScript · ★ 17,691 · 🍴 2,744 · 📈 63 stars today

Clone any website with one command using AI coding agents

中文介绍 利用AI编码智能体,一条命令即可克隆任意网站,适合快速复制网站模板用于学习、测试或二次开发,降低手动克隆的复杂度。

lyogavin/airllm

Jupyter Notebook · ★ 21,034 · 🍴 2,424 · 📈 187 stars today

AirLLM 70B inference with single 4GB GPU

中文介绍 支持仅需4GB显存即可运行70B参数的大型语言模型推理,通过优化实现低资源推理,适合个人开发者和中小团队在消费级显卡上部署LLM。

mattpocock/skills

Shell · ★ 141,573 · 🍴 12,251 · 📈 2,051 stars today

Skills for Real Engineers. Straight from my .claude directory.

中文介绍 来自TypeScript专家Matt Pocock的.claude目录,包含面向真正工程师的实用技能集合,适合希望提升工程能力和开发效率的开发者参考使用。

Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance

👍 118

While 10B-level industrial foundation models have pushed the boundaries of image inpainting, their prohibitive computational costs severely hinder practical deployment. Constructing a highly optimized task-specific specialist offers a promising solution; however, extreme structural compression inevi

中文介绍 Moebius 提出 0.2B 参数的轻量级图像修复框架,性能对标 10B 级模型。通过极端结构压缩与任务特定优化,大幅降低计算成本,推动工业部署。

DragMesh-2: Physically Plausible Dexterous Hand-Object Interaction with Articulated Objects

👍 69

Dexterous interaction with articulated objects is important for household, assistive, and humanoid manipulation, where multi-finger hands can provide compliant contact patterns beyond parallel-jaw grasping. However, articulated-object manipulation differs from static-object manipulation: the target

中文介绍 DragMesh-2 实现与铰接物体的灵巧手交互,生成物理合理的抓取与操作。通过多指接触建模,处理铰接物体的动态约束,提升操作稳定性。

Multi-LCB: Extending LiveCodeBench to Multiple Programming Languages

👍 56

LiveCodeBench (LCB) has recently become a widely adopted benchmark for evaluating large language models (LLMs) on code-generation tasks. By curating competitive programming problems, constantly adding fresh problems to the set, and filtering them by release dates, LCB provides contamination-aware ev

中文介绍 Multi-LCB 将 LiveCodeBench 扩展至多种编程语言,提供污染感知的代码生成评估。通过持续更新竞赛题并跨语言过滤,支持多语言 LLM 评测。

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models

👍 50

Multimodal large language models (MLLMs) have achieved remarkable progress in visual understanding tasks. However, most existing MLLMs rely on autoregressive generation, which limits their efficiency for perception tasks that require captioning multiple regions. In this work, we propose PerceptionDL

中文介绍 PerceptionDLM 利用多模态扩散语言模型并行感知多个图像区域,避免自回归生成的效率瓶颈。适用于需同时描述多区域的感知任务,提升速度。

Playful Agentic Robot Learning

👍 44

Current agentic robot systems can write executable Code-as-Policy programs, observe feedback, and revise behavior across multiple attempts, but they remain largely task-driven: reusable skills are acquired only after explicit instructions. We study Playful Agentic Robot Learning, where an embodied c

中文介绍 Playful Agentic Robot Learning 让机器人通过自由探索自主获取可复用技能,而非仅遵循明确指令。利用代码策略和反馈循环,实现技能发现与积累。

S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence

👍 38

Real-world spatial intelligence requires reasoning over a continuous and evolving 3D world, yet existing VLMs and tool-augmented agents largely remain tied to static, stateless inference from isolated visual observations. We introduce \textsc{S-Agent}, a spatial tool-use agentic paradigm for underst

中文介绍 S-Agent 提出空间工具使用范式,使 VLM 代理能在连续动态 3D 世界中进行推理。超越静态观察,通过交互操作实现空间智能。

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents

👍 37

Agent benchmarks are growing fast, but no single benchmark touches more than four or five of the dimensions that deployment exposes. This paper aggregates the largest coordinated deep-dive of one MCP-based industrial-agent benchmark to date: fourteen parallel implementation studies covering new asse

中文介绍 该论文超越静态排行榜,提出基于预测有效性的 LLM 代理评估。通过 14 个并行实现研究,覆盖部署中的多维度,提供更实际的评测方法。

DF3DV-1K: A Large-Scale Dataset and Benchmark for Distractor-Free Novel View Synthesis

👍 31

Advances in radiance fields have enabled photorealistic novel view synthesis. In several domains, large-scale real-world datasets have been developed to support comprehensive benchmarking and to facilitate progress beyond scene-specific reconstruction. However, for distractor-free radiance fields, a

中文介绍 DF3DV-1K 提供大规模无干扰新视角合成数据集与基准,包含 1000 个场景。支持泛化性评估,推动辐射场模型超越场景特定重建。

FreeStyle: Free Control of Style-Content Dual-Reference Generation from Community LoRA Mining

👍 26

Style-content dual-reference generation aims to synthesize an image that preserves the structure and semantics of a content reference while adopting the style of a separate style reference.Despite recent progress, this setting remains challenging because models must balance content fidelity, style a

中文介绍 FreeStyle 实现风格-内容双参考图像生成,通过社区 LoRA 挖掘平衡内容保真度与风格迁移。无需额外训练,灵活控制生成结果。

MemSlides: A Hierarchical Memory Driven Agent Framework for Personalized Slide Generation with Multi-turn Local Revision

👍 14

Personalized presentation generation requires more than conditioning on a current prompt or template: agents must preserve stable user preferences across tasks, retain newly introduced preferences and constraints during multi-turn revision, and carry out local edits reliably. We propose MemSlides, a

中文介绍 MemSlides 提出分层记忆驱动的智能体框架,用于个性化幻灯片生成。在多次局部修订中保持用户偏好,支持跨任务记忆保留与精确编辑。

GateMem: Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents

👍 13

Memory benchmarks for LLM agents largely assume single-user settings, leaving shared assistants for hospitals, workplaces, campuses, and households understudied. In these deployments, multiple principals write to a common memory pool and query it under different roles, scopes, and relationships, so

中文介绍 GateMem 构建多主体共享记忆代理的记忆治理基准,模拟医院、职场等场景。评估多个用户共享记忆池时的权限、角色与关系管理。

Context-Aware RL for Agentic and Multimodal LLMs

👍 11

Large language models (LLMs) often fail when answering requires identifying a small but decisive piece of evidence within a long or complex context, such as a single line in a tool trace or a subtle detail in an image. We propose ContextRL, a context-aware reinforcement learning (RL) method that imp

中文介绍 ContextRL 通过上下文感知强化学习提升 LLM 在长上下文或复杂多模态中定位关键证据的能力。学习关注微小但具决定性的细节,提高回答准确性。

ENPIRE: Agentic Robot Policy Self-Improvement in the Real World

👍 11

Achieving dexterous robotic manipulation in the real world heavily relies on human supervision and algorithm engineering, which becomes a central bottleneck in the pursuit of general physical intelligence. Although emerging coding agents can generate code to automate algorithm search, their successe

中文介绍 ENPIRE 让机器人智能体在真实世界中通过自我改进提升灵巧操作策略。利用代码代理自动化算法搜索,减少人工干预,推动通用物理智能。

FAPO: Fully Autonomous Prompt Optimization of Multi-Step LLM Pipelines

👍 10

Multi-step LLM pipelines fail through interactions among retrieval, reasoning, and formatting steps, so prompt-only optimization can miss bottlenecks in the chain. We present FAPO (Fully Autonomous Prompt Optimization), a framework that lets Claude Code optimize an LLM pipeline inside a standardized

中文介绍 FAPO 实现多步 LLM 管道的全自动提示优化,利用 Claude Code 在标准化沙箱中迭代改进。解决检索、推理、格式化步骤间的交互瓶颈。

Thinking with Visual Grounding

👍 10

Visual thinking should not only sound right; it should show its evidence. While recent vision-language models (VLMs) can produce natural-language reasoning traces, these traces often leave the supporting image regions implicit, making them hard to verify and difficult to supervise. We introduce visu

中文介绍 提出视觉接地推理方法,让 VLM 在生成推理链条时显式关联图像区域。提供可验证的视觉证据,增强可解释性与监督能力。

MCompassRAG: Topic Metadata as a Semantic Compass for Paragraph-Level Retrieval

👍 9

Retrieval-augmented generation (RAG) systems depend critically on how documents are chunked and searched. Fine-grained chunks can improve retrieval precision but expand the search space, increasing latency and cost; larger chunks reduce the number of candidates but make dense similarity less reliabl

中文介绍 MCompassRAG 利用主题元数据作为语义指南针,指导段落级检索。通过先识别主题再检索相关段落,平衡精度与效率。

Multi-Turn Reflective Masking Elicits Reasoning in Mask Diffusion Models

👍 9

While reasoning on autoregressive (AR) models is often performed by chain-of-thought reasoning and reflection, their refinement of previous outputs still relies on fully sequential generation, even when only local edits are needed. In contrast, the masking mechanism in Mask Diffusion Models (MDMs) n

中文介绍 Multi-Turn Reflective Masking 在掩码扩散模型中引入多轮反思式掩码,允许局部编辑而非完全重生成。利用 MDM 的并行性提升推理效率。

SproutRAG: Attention-Guided Tree Search with Progressive Embeddings for Long-Document RAG

👍 8

Retrieval-augmented generation (RAG) systems must balance retrieval granularity with contextual coherence, a challenge that existing methods address through LLM-guided chunking, single-level context expansion, or hierarchical summarization. These approaches variously depend on costly LLM calls durin

中文介绍 SproutRAG 采用注意力引导的树搜索与渐进式嵌入,实现长文档 RAG 的粒度与连贯性平衡。无需昂贵 LLM 调用,高效检索相关段落。

HumanScale: Egocentric Human Video Can Outperform Real-Robot Data for Embodied Pretraining

👍 8

Embodied foundation models are expected to benefit from data scaling like large language models, but face a much tighter data bottleneck. Teleoperated real-robot trajectories remain the dominant pretraining source due to their precise action supervision and embodiment alignment, yet their scalabilit

中文介绍 HumanScale 证明以自我为中心的人类视频在具身预训练中可超越真实机器人数据。通过大规模人类示范提供动作监督,突破数据可扩展性瓶颈。

Rethinking Shrinkage Bias in LLM FP4 Pretraining: Geometric Origin, Systemic Impact, and UFP4 Recipe

👍 7

FP4 training promises substantial reductions in memory and computation cost for LLM pretraining, yet current FP4 hardware paths and recipes, including NVIDIA Blackwell/Rubin-class systems and AMD MI350-series GPUs, remain centered on E2M1 data elements. In this study, we identify a fundamental limit

中文介绍 该论文重新审视 LLM FP4 预训练中的收缩偏差,揭示其几何起源与系统性影响,并提出 UFP4 方案。改进 4 比特训练,降低内存计算成本同时保持模型质量。

Loops explained: Claude, GPT, Mira and what actually works

@AnatoliKopadze · 83.0K 粉丝 · 1.3M 阅 · 584 赞 · 70 转

AI has been in everyone's hands for years. Most people who use it every day still use it the slowest way there is: type a request, wait, fix it, ask again, all by hand. Not because the faster way is

中文介绍 比较Claude、GPT、Mira等模型循环机制,指出多数人仍采用低效的手动提问-等待-修正流程,而真正高效的方式是让AI自动迭代。教程型内容,适合想提升AI交互效率的用户。

How to Build an AI Second Brain With Claude and Obsidian That Gets Smarter Every Day (Full Guide)

@undefinedKi · 3.9K 粉丝 · 1.0M 阅 · 601 赞 · 78 转

Your best ideas are scattered across a dozen places right now. Notes apps. Browser tabs. Old chats with Claude that you closed and will never find again. Every time you sit down to work, you rebuild

中文介绍 完整指南:用Claude和Obsidian搭建AI第二大脑,每天自动进化。解决创意分散在笔记、标签、聊天记录中的问题,避免每次重新构建知识体系。适合希望系统化管理知识的人。

40 Claude Opus 4.8 Workflows That Make Money While You Sleep

@eng_khairallah1 · 69.3K 粉丝 · 678.7K 阅 · 506 赞 · 81 转

Most people are using Claude Opus 4.8 to answer questions. Save this :) A small group of people have it running businesses while they sleep. The difference is not the model. You both have access to

中文介绍 分享40个Claude Opus 4.8自动化赚钱工作流,强调少数人用模型运行业务而不只是回答问题。核心在于工作流设计,可实现被动收入。适合想用AI赚钱的实操者。

How To Learn Anything 10x Faster Using Claude

@sairahul1 · 118.7K 粉丝 · 581.3K 阅 · 516 赞 · 110 转

Learning anything today is easy and confusing at the same time. Easy because AI can explain almost anything in seconds. Confusing because most people just ask random questions, get random answers, and

中文介绍 教你用Claude实现10倍速学习。指出大多数人随机提问导致学习低效,提出系统化方法,利用Claude快速获取针对性知识。适合学生和终身学习者。

ORACLE: Official AI Agents Trade on Polymarket

@Oracle_Trade_ai · 39.9K 粉丝 · 197.8K 阅 · 2.8K 赞 · 580 转

In 2026, autonomous AI agents have become one of the most effective strategies on prediction markets. Over 30% of all activity on Polymarket now comes from algorithmic and AI-powered wallets. We

中文介绍 ORACLE项目推出官方AI代理,在预测市场Polymarket上自动交易。目前超30%的Polymarket活动来自算法和AI钱包,自主代理已成为最有效策略之一。产品发布类。

ORACLE: Official AI Agents Trade on Polymarket

@OracAItrading · 31.8K 粉丝 · 141.6K 阅 · 2.8K 赞 · 576 转

In 2026, autonomous AI agents have become one of the most effective strategies on prediction markets. Over 30% of all activity on Polymarket now comes from algorithmic and AI-powered wallets. We

中文介绍 ORACLE项目推出官方AI代理,在预测市场Polymarket上自动交易。目前超30%的Polymarket活动来自算法和AI钱包,自主代理已成为最有效策略之一。产品发布类。

ORACLE: Official AI Agents Trade on Polymarket

@Oractrading · 33.9K 粉丝 · 109.2K 阅 · 2.8K 赞 · 585 转

In 2026, autonomous AI agents have become one of the most effective strategies on prediction markets. Over 30% of all activity on Polymarket now comes from algorithmic and AI-powered wallets. We

中文介绍 ORACLE项目推出官方AI代理,在预测市场Polymarket上自动交易。目前超30%的Polymarket活动来自算法和AI钱包,自主代理已成为最有效策略之一。产品发布类。

WTF Is a Loop? Part 2: The 15 Loops People Are Actually Running (and the Commands to Steal Them)

@mvanhorn · 35.2K 粉丝 · 102.4K 阅 · 510 赞 · 56 转

Earlier this month I wrote WTF Is a Loop? Peter Steinberger vs. Boris Cherny, which did 3.6M views on what a loop even is. This is the sequel, and it answers the next question: which loops do people

中文介绍 Loop系列第二部分,列出15种人们实际在运行的AI循环及对应命令。前篇获360万阅读,本篇深入实操分享可偷用的工作流。适合想直接套用成熟循环的开发者。

The Next 5 Years: A Supersonic Tsunami

@PeterDiamandis · 400.3K 粉丝 · 51.7K 阅 · 551 赞 · 75 转

Elon described the near future as a “supersonic tsunami”: a wave moving so fast and so large that by the time you hear it coming, it has already broken over you. The phrase stuck with me. So let me

中文介绍 引用Elon Musk关于未来5年如同「超音速海啸」的比喻,强调变化速度极快、规模极大,还未察觉就已冲击。对AI发展浪潮的宏观预测与思考。

Loop Engineering: Build an AI That Codes While You Sleep

@phosphenq · 12.4K 粉丝 · 49.4K 阅 · 506 赞 · 63 转

Last December, Boris Cherny shipped 259 pull requests in a single month. Every one written by Claude. He says he did not open an editor the whole time. His job was not to write code. It was to write

中文介绍 教如何构建AI循环工程,让大模型在无人值守时自动编程。以Boris Cherny为例,通过Claude一个月提交259个PR,全程未碰编辑器,核心是编写循环而非代码。

Red-Teaming after Mythos — Zico Kolter & Matt Fredrikson, Gray Swan

OpenAI boardmember Zico Kolter and Gray Swan CEO Matt Fredrikson join swyx to explain why AI security is not just “cybersecurity with AI”

中文介绍 OpenAI董事会成员Zico Kolter与Gray Swan CEO Matt Fredrikson在播客中解释AI安全不仅是“人工智能的网络安全”,强调红队测试的新思路。

Three things to watch amid Anthropic’s latest feud with the government

This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. For those of you enjoying your summer unaware of Anthropic’s latest feud with the US government, here’s a recap: In April the company said it had built an AI mode

中文介绍 MIT Tech Review关注Anthropic与美国政府最新纠葛的三个要点,包括公司立场、监管回应及行业影响。

Daybreak: Tools for securing every organization in the world

OpenAI introduces new Daybreak tools, including Codex Security and GPT-5.5-Cyber, to help organizations find, validate, and patch vulnerabilities at scale.

中文介绍 OpenAI推出Daybreak工具集,包括Codex Security和GPT-5.5-Cyber,帮助组织规模化发现、验证和修复漏洞。

Patch the Planet: a Daybreak initiative to support open source maintainers

OpenAI introduces Patch the Planet, a Daybreak initiative helping open-source maintainers find, validate, and fix vulnerabilities with AI and expert review.

中文介绍 OpenAI启动Patch the Planet计划,为开源维护者提供AI与专家审查辅助,以发现、验证和修复漏洞。

Codex-maxxing for long-running work

Learn how Jason Liu uses Codex to preserve context, manage complex projects, and help work continue beyond a single prompt.

中文介绍 Jason Liu展示如何利用Codex保持上下文、管理复杂项目,使工作超越单次提示持续进行。

Samsung Electronics brings ChatGPT and Codex to employees

Samsung Electronics deploys ChatGPT Enterprise and Codex to employees worldwide, marking one of OpenAI’s largest enterprise AI rollouts.

中文介绍 三星电子在全球员工中部署ChatGPT Enterprise和Codex,成为OpenAI最大规模的企业AI推广案例之一。

[Exclusive] $250 off AI Engineer tix til Monday

special offer for subscribers - $250 off AI Engineer tix til Monday

中文介绍 Latent Space为订阅者提供AI Engineer门票专属优惠,直降250美元,有效期至周一。

[AINews] not much happened today

a quiet day lets us promo AIE one last time

中文介绍 本期AINews称当日无重大新闻,借此最后一次宣传AI Engineer活动。

A startup claims it broke through a bottleneck that’s holding back LLMs

The Miami-based AI startup Subquadratic came out of stealth mode last month with a huge claim. It announced that it had solved a mathematical bottleneck that had been holding back large language models for almost a decade. The details were thin, and many people were unconvinced. But Subquadratic has

not much happened today

**GLM-5.2** emerges as a leading open-weight coding model rivaling **Opus 4.8** and **GPT-5.5** in software engineering tasks, emphasizing the strategic importance of open models for provider competition, on-prem deployment, and fine-tuning rights. Experts like **Patrick Toulme** and **Thomas Wolf**

中文介绍 GLM-5.2成为领先开源权重编程模型,在软件工程任务中与Opus 4.8和GPT-5.5竞争,强调开放模型在竞争、本地部署和微调权方面的战略价值。

市场总览

当前市场技术面呈现显著分化:美股方面,标普500和纳斯达克100指数虽维持多头排列(价格高于SMA50和SMA200),但短期动能减弱,SPY价格跌破20日均线(744.39 < 747.16),QQQ的MACD柱转负,科技龙头如MSFT、META已形成空头排列且RSI接近超卖;加密市场极度恐慌,恐慌贪婪指数仅20(极度恐慌),总市值2.28T,BTC-USD、ETH-USD、SOL-USD均处于空头排列,价格远低于SMA200,RSI在40附近,缺乏反弹动力;中概股全面走弱,BABA、PDD等RSI进入超卖区域(23、30),价格接近52周低点,空头趋势延续;商品外汇中,美元指数DXY强势突破(RSI 72.2超买,价格高于所有均线并接近52周高),黄金期货虽出现MACD金叉但价格仍低于均线(4210.6 < SMA20 4360.23),WTI原油大幅下挫后RSI 29.2超卖。整体看,美元走强压制风险资产,市场避险情绪浓厚。

今日关注

SPY S&P 500 ETF
中性

价格744.39低于20日均线747.16但高于50日均线730.95和200日均线688.86,呈多头排列;RSI 52.5处于中性区间;MACD柱为负值(-1.53),短期动能偏弱;近1日微跌0.31%,整体技术面处于整理状态。

BABA 阿里巴巴 (BABA)
偏下行

价格104.97远低于所有主要均线(SMA20 119.59、SMA50 128.85、SMA200 149.03),空头排列显著;RSI 23进入超卖区域,显示极度弱势;MACD柱为负(-1.44),空头动能持续;近5日下跌6.96%,接近52周低点,技术形态低迷。

NVDA Nvidia
中性

价格208.65略低于20日线211.25和50日线209.81,但高于200日线190.09,均线方向不统一;RSI 48.7接近50中性;MACD柱为负(-0.74),短期动能偏弱;近5日反弹1.69%但日内回落,整体无明显方向。

DX-Y.NYB 美元指数 DXY
偏上行

价格101.01高于所有主要均线(SMA20 99.68、SMA50 98.97、SMA200 98.70),多头排列;RSI 72.2进入超买区域,显示强劲买盘;MACD金叉且柱为正(0.1038),上行动能延续;近5日上涨1.26%,接近52周高点,技术面强势。

全部资产

^VIX

VIX 恐慌指数

$17.28 +5.37%
5 日
-2.26%
距 52w 高
-51.0%
RSI(14)
48.5
趋势
空头
SMA 20 / 50 / 200
17.43 / 17.75 / 18.57
MACD / 信号
-0.133 / -0.069
死叉(SMA50↓SMA200) (7 天前)MACD 死叉 (1 天前)空头排列

^TNX

10Y 美债收益率 (%)

$4.51 +1.30%
5 日
+0.49%
距 52w 高
-9.8%
RSI(14)
53.8
趋势
多头
SMA 20 / 50 / 200
4.49 / 4.43 / 4.22
MACD / 信号
0.006 / 0.014
多头排列

DX-Y.NYB

美元指数 DXY

$101.00 +0.15%
5 日
+1.26%
距 52w 高
-0.1%
RSI(14)
72.2
趋势
多头
SMA 20 / 50 / 200
99.68 / 98.97 / 98.70
MACD / 信号
0.412 / 0.308
MACD 金叉 (2 天前)RSI 超买接近 52 周高多头排列

SPY

S&P 500 ETF

$744.39 -0.31%
5 日
+0.36%
距 52w 高
-2.1%
RSI(14)
52.5
趋势
多头
SMA 20 / 50 / 200
747.16 / 730.95 / 688.86
MACD / 信号
3.616 / 5.142
接近 52 周高多头排列

QQQ

Nasdaq 100 ETF

$737.95 -0.36%
5 日
+2.30%
距 52w 高
-1.4%
RSI(14)
58.0
趋势
多头
SMA 20 / 50 / 200
728.05 / 695.74 / 629.47
MACD / 信号
9.766 / 10.842
接近 52 周高多头排列

AAPL

Apple

$297.01 -0.34%
5 日
+2.02%
距 52w 高
-6.4%
RSI(14)
49.9
趋势
多头
SMA 20 / 50 / 200
303.00 / 289.47 / 268.49
MACD / 信号
0.970 / 2.766
多头排列

MSFT

Microsoft

$367.34 -3.18%
5 日
-5.99%
距 52w 高
-33.9%
RSI(14)
30.9
趋势
空头
SMA 20 / 50 / 200
410.56 / 412.86 / 450.66
MACD / 信号
-10.436 / -4.923
空头排列

NVDA

Nvidia

$208.65 -0.97%
5 日
+1.69%
距 52w 高
-11.8%
RSI(14)
48.7
趋势
中性
SMA 20 / 50 / 200
211.25 / 209.81 / 190.09
MACD / 信号
-1.035 / -0.297

GOOGL

Alphabet

$349.68 -4.99%
5 日
-2.78%
距 52w 高
-14.4%
RSI(14)
39.0
趋势
中性
SMA 20 / 50 / 200
369.73 / 368.00 / 311.69
MACD / 信号
-3.141 / -1.215

TSLA

Tesla

$405.05 +1.14%
5 日
-0.34%
距 52w 高
-18.8%
RSI(14)
48.9
趋势
中性
SMA 20 / 50 / 200
413.06 / 403.68 / 417.32
MACD / 信号
-2.635 / -0.931

META

Meta

$563.85 -2.32%
5 日
-0.55%
距 52w 高
-29.2%
RSI(14)
39.4
趋势
空头
SMA 20 / 50 / 200
597.30 / 620.61 / 654.05
MACD / 信号
-12.462 / -10.382
空头排列
加密恐慌贪婪
20
极度恐慌
加密总市值
$2.28 T
+0.91% / 24h
BTC 主导率
56.2%
ETH 9.1%
24h 成交量
$74.5 B
活跃币 17,410

BTC-USD

Bitcoin

$63,902.01 +1.05%
5 日
-0.80%
距 52w 高
-49.4%
RSI(14)
40.7
趋势
空头
SMA 20 / 50 / 200
63,519.52 / 71,805.91 / 76,582.52
MACD / 信号
-2,004.345 / -2,464.025
空头排列

ETH-USD

Ethereum

$1,724.90 +1.19%
5 日
-1.32%
距 52w 高
-65.2%
RSI(14)
41.8
趋势
空头
SMA 20 / 50 / 200
1,701.51 / 1,978.99 / 2,356.73
MACD / 信号
-65.376 / -85.510
空头排列

SOL-USD

Solana

$71.88 -0.74%
5 日
-0.07%
距 52w 高
-71.6%
RSI(14)
47.3
趋势
空头
SMA 20 / 50 / 200
68.85 / 79.50 / 97.07
MACD / 信号
-1.732 / -2.792
空头排列

BABA

阿里巴巴 (BABA)

$104.97 -1.99%
5 日
-6.96%
距 52w 高
-45.5%
RSI(14)
23.0
趋势
空头
SMA 20 / 50 / 200
119.59 / 128.85 / 149.03
MACD / 信号
-6.638 / -5.197
RSI 超卖接近 52 周低空头排列

PDD

拼多多 (PDD)

$78.11 -1.82%
5 日
-4.23%
距 52w 高
-44.0%
RSI(14)
30.0
趋势
空头
SMA 20 / 50 / 200
84.45 / 93.31 / 110.36
MACD / 信号
-4.127 / -3.972
RSI 超卖接近 52 周低空头排列

JD

京东 (JD)

$27.02 -1.99%
5 日
-5.39%
距 52w 高
-26.7%
RSI(14)
32.5
趋势
空头
SMA 20 / 50 / 200
28.85 / 30.04 / 30.23
MACD / 信号
-0.725 / -0.554
空头排列

0700.HK

腾讯控股 (0700.HK)

HK$433.00 -1.64%
5 日
-6.60%
距 52w 高
-36.6%
RSI(14)
39.8
趋势
空头
SMA 20 / 50 / 200
448.74 / 467.84 / 565.12
MACD / 信号
-5.728 / -5.177
MACD 死叉 (今天)接近 52 周低空头排列

GC=F

黄金期货

$4,210.60 -0.32%
5 日
-0.10%
距 52w 高
-24.6%
RSI(14)
38.1
趋势
中性
SMA 20 / 50 / 200
4,360.23 / 4,546.67 / 4,439.51
MACD / 信号
-91.950 / -92.141
MACD 金叉 (2 天前)

CL=F

WTI 原油期货

$74.18 -3.16%
5 日
-12.61%
距 52w 高
-37.9%
RSI(14)
29.2
趋势
中性
SMA 20 / 50 / 200
87.37 / 93.84 / 73.72
MACD / 信号
-5.359 / -3.740
RSI 超卖

USDCNY=X

美元 / 人民币

¥6.77 +0.08%
5 日
+0.25%
距 52w 高
-6.1%
RSI(14)
46.8
趋势
空头
SMA 20 / 50 / 200
6.77 / 6.80 / 6.96
MACD / 信号
-0.009 / -0.012
接近 52 周低空头排列
风险提示

本报告基于公开行情数据计算的技术指标,仅供技术指标解读参考。过去走势不代表未来表现,不构成任何投资建议。投资者应独立判断并承担风险。

Mideast Live Updates: U.S. Eases Sanctions on Iranian Oil, but Progress on Nuclear Issues Is Muddy

Vice President JD Vance said Iran had agreed to invite U.N. nuclear inspectors into the country, but the Iranian side said it had made “no new commitments.” Inspections had been limited since President Trump tore up an Obama-era deal in 2018.

中文摘要 美国放松对伊朗石油制裁。副总统万斯称伊朗同意邀请联合国核检查员,但伊朗否认做出新承诺。自2018年特朗普退出伊核协议以来,检查受限。

Ramiro Valdés Menéndez, Architect of Cuba’s Surveillance State, Dies at 94

Considered the country’s most powerful leader after the Castro brothers, he was the first director of the Interior Ministry, keeping a close eye on dissent.

中文摘要 古巴监控体系设计者拉米罗·巴尔德斯·梅嫩德斯去世,享年94岁。他被视为卡斯特罗兄弟后最具实权人物,曾任内政部首任部长,严密监控异见者。

Australia politics live: David Pocock rues ‘farcical’ tax review; Pauline Hanson explains stance on paid parental leave

Senator says he wants to see further changes for small businesses and ensure loopholes for wealthier people are actually closed. Follow today’s news live Get our breaking news email, free app or daily news podcast Ben Roberts-Smith invitation to war memorial event ‘appropriate’, says Marles Richard

中文摘要 澳大利亚参议员戴维·波科克批评税收审查“荒谬”,要求进一步改革小企业税收并堵住富人漏洞。参议员波琳·汉森解释带薪育儿假立场。

US eases oil sanctions as Iran denies Vance claim on nuclear inspectors

Iran's foreign ministry says it made "no new commitments" on nuclear inspections after talks in Switzerland.

中文摘要 美国放松石油制裁,伊朗否认副总统万斯关于邀请联合国核检查员的说法,伊朗外交部表示在瑞士会谈后未做出新承诺。

Gaza surfers seek solace from war in the sea

Gaza’s surf community was nearly wiped out by Israel’s genocidal war. But some surfers continue to chase the waves.

中文摘要 加沙冲浪者从战争中寻求慰藉。加沙冲浪社区几乎被以色列毁灭性战争摧毁,但仍有冲浪者继续追逐海浪。

Video shows deadly shooting in Montreal, Canada

A police officer, a civilian and the suspected gunman were killed after a shooting in Montreal.

中文摘要 加拿大蒙特利尔发生致命枪击事件,一名警察、一名平民和嫌疑枪手死亡。

Who Will Replace Keir Starmer as UK Prime Minister? Here’s What Happens Next.

Keir Starmer, the British prime minister, could be replaced through a full leadership contest. But if the top contender, Andy Burnham, is the only candidate, the process will be much faster.

中文摘要 英国首相基尔·斯塔默可能被取代。如果头号竞争者安迪·伯纳姆是唯一候选人,继任过程将更快。预计将举行完整领导权竞选。

Suspect and a Civilian Are Among Three Killed in Montreal Shooting

A police officer and a civilian also died in a gun battle that prompted a citywide shelter-in-place alert.

中文摘要 蒙特利尔枪击事件造成三人死亡,包括嫌疑人、一名平民和一名警察。事件引发全市就地避难警报。

US House committee reaches bipartisan deal on social media rules for kids

Committee leaders did not release details but said the legislation would 'hold Big Tech accountable'.

中文摘要 美国众议院委员会就儿童社交媒体规则达成两党协议。委员会负责人未公布细节,但称立法将“追究大型科技公司责任”。

Keir Starmer Resigns as UK Prime Minister

His departure in the coming weeks clears a path for Andy Burnham, a popular Labour Party mayor, to become the country’s seventh prime minister in a decade.

中文摘要 英国首相基尔·斯塔默辞职,为工党市长安迪·伯纳姆接任铺平道路。伯纳姆有望成为英国十年内第七位首相。

Hungary’s PM launches drive to free country from Orban’s ‘mafia’

The raft of proposed changes includes a new constitution and anti-corruption office, and the ousting of the president.

中文摘要 匈牙利总理发起运动,旨在将国家从欧尔班的“黑手党”中解放出来。提议包括新宪法、反腐败办公室和罢免总统。

Czech public media staff strike, citing government threat to independence

Plan to put funding under direct control has sparked widespread opposition, with critics fearing political interference.

中文摘要 捷克公共媒体员工罢工,抗议政府将资金置于直接控制下的计划。批评者担忧此举威胁媒体独立,引发政治干预。

Gold Steadies as US and Iran Flag Early Progress in Peace Talks

Gold steadied after the US and Iran flagged early progress in negotiations to end the war that’s upended global markets and stoked inflation.

中文摘要 美国与伊朗和平谈判取得早期进展,金价企稳。此前战争扰乱全球市场并推升通胀。

UK Winter Power Supply Secure Despite Iran Disruption, Says Neso

The UK will have secure power supplies this winter despite the disruption to energy markets from the Iran war, according to the National Energy System Operator.

中文摘要 英国国家能源系统运营商表示,尽管伊朗战争扰乱能源市场,英国冬季电力供应仍有保障。

USA Rare Earth Rebuts MP Materials Suit as Rivalry Deepens

USA Rare Earth Inc. pushed back against allegations by MP Materials Corp., calling a lawsuit filed by its rival an attempt to hinder the company’s growth.

中文摘要 美国稀土公司反驳MP Materials的诉讼,称其意在阻碍公司发展。

Tesla crash that killed a woman under US federal investigation

A Tesla driver on Friday said he was using ‘self-driving’ technology after his vehicle sped into a Texas home.

中文摘要 一辆特斯拉在得克萨斯州撞入民宅致一名女性死亡,司机称使用自动驾驶功能,美国联邦正展开调查。

Asian Stocks Poised for Gains as Oil Holds Steady: Markets Wrap

Asian stocks were set for a positive open as oil largely held Monday’s losses, with investors continuing to watch developments in US-Iran peace talks.

中文摘要 亚洲股市开盘有望上涨,油价基本持稳,投资者关注美伊和谈进展。

Oil Edges Higher as Traders Weigh the Outlook for US-Iran Talks

Oil edged higher after falling almost 3% in the previous session following early progress in peace talks over the Iran war, which included a US waiver allowing some sales from the Islamic Republic.

中文摘要 油价小幅回升,此前因美伊和谈取得进展及美国允许伊朗部分石油销售而下跌近3%。

Avis Set for $650 Million Pentwater Payout After Short Squeeze

Avis Budget Group Inc. is set to receive $650 million in cash as part of a settlement agreement with Pentwater Capital Management to resolve a lawsuit regarding short-swing profits, according to a filing.

中文摘要 安飞士(Avis Budget Group)与Pentwater Capital Management达成和解,将获得6.5亿美元现金,以解决做空利润诉讼。

Vimeo Parent Bending Spoons, Backers Seek $1.62 Billion in IPO

Bending Spoons SpA, which acquires struggling software businesses, and some of its backers are seeking to raise as much as $1.62 billion in an initial public offering.

中文摘要 软件收购公司Bending Spoons及其支持者拟通过首次公开募股募资高达16.2亿美元。

Schick Razor Maker Is Said to Reject Unsolicited Takeover Offer

Edgewell Personal Care Co., which makes Schick razors, has rejected an unsolicited takeover offer from private equity firm Yellow Wood Partners, according to people familiar with the matter.

中文摘要 舒适(Schick)剃须刀制造商Edgewell Personal Care拒绝私募股权公司Yellow Wood Partners的主动收购要约。

Cotopaxi CEO: Luggage a ‘Natural Extension’ for Brand

Lindsay Shumlas, CEO of Cotopaxi, discusses the company's recent expansion from backpacks into the luggage market with the launch of their new Coraza luggage line. The product, introduced about two months ago, emphasizes sustainability and durability through a repair-led model, contrasting with the

中文摘要 Cotopaxi首席执行官表示,从背包拓展至行李箱是品牌的自然延伸,新系列Coraza注重可持续性和耐用性。

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