C · ★ 29,829 · 🍴 3,247 · 📈 868 stars today
Run frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦
中文介绍 纯 C 实现、零依赖的 MoE 推理引擎，专家权重从磁盘流式加载，让个人硬件也能跑前沿规模的混合专家大模型。适合显存有限、想本地部署大型 MoE 模型的开发者和研究者。
TypeScript · ★ 5,081 · 🍴 945 · 📈 191 stars today
Ever® Gauzy™ - Open Business Management Platform (ERP/CRM/HRM/ATS/PM) - https://gauzy.co
中文介绍 开源企业经营管理平台，整合 ERP、CRM、HRM、招聘（ATS）与项目管理功能。适合中小企业或团队自建统一后台，替代分散的多个 SaaS 系统。
JavaScript · ★ 31,900 · 🍴 6,405 · 📈 2,680 stars today
A spy satellite simulator in your browser, except the data is real. Live open source spatial intelligence on a photorealistic 3D globe.
中文介绍 浏览器中的间谍卫星模拟器，数据全部来自真实开源情报。在写实 3D 地球上叠加实时空间信息，适合情报爱好者、地理信息研究者做可视化探索。
TypeScript · ★ 5,651 · 🍴 499 · 📈 265 stars today
The secure, validated skill registry for professional AI coding agents. Extend Antigravity, Claude Code, Cursor, Copilot and more with absolute confidence.
中文介绍 面向专业 AI 编程 Agent 的安全技能注册表，经校验后可供 Antigravity、Claude Code、Cursor、Copilot 等扩展能力。适合希望在受控前提下为编码助手装配外部技能的团队。
TypeScript · ★ 2,190 · 🍴 594 · 📈 432 stars today
Open-source AI sales OS — self-hosted CRM with native AI agents + WhatsApp (WAHA). Open alternative to Kommo, Octadesk & Intercom for any business that sells by chat. MCP-ready, multi-tenant, LGPD.
中文介绍 开源自托管的 AI 销售 CRM，内置 AI Agent 并原生接入 WhatsApp（WAHA），支持多租户与 LGPD，兼容 MCP。面向依赖聊天渠道成单、希望摆脱 Kommo、Intercom 等闭源方案的企业。
Python · ★ 58,433 · 🍴 7,355 · 📈 380 stars today
World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.
中文介绍 开源 Agent 化视频制作系统，含 12 条制作流水线、100+ 工具与 700+ 技能知识文件，可把 AI 编程助手改造成完整视频生产线。适合内容团队自动化成片。
JavaScript · ★ 66,023 · 🍴 10,802 · 📈 706 stars today
Extracted system prompts from Anthropic - Claude Fable 5.1, Opus 5, Claude Design, Claude Code. OpenAI - ChatGPT GPT-6-Astra, Codex. Google - Gemini 3.8 Flash, 3.1 Pro, Antigravity. xAI - Grok, Grok Bot, Cursor, Kimi and more! Updated regularly.
中文介绍 收集各主流大模型被提取出的系统提示词，覆盖 Anthropic Claude、OpenAI ChatGPT/Codex、Google Gemini、xAI Grok 等系列。适合提示词研究者分析厂商设定与对齐策略。
Go · ★ 23,975 · 🍴 3,095 · 📈 590 stars today
Fully autonomous AI Agents system capable of performing complex penetration testing tasks
中文介绍 全自主 AI Agent 系统，能够执行复杂渗透测试任务，自动完成侦察、利用与验证等环节。面向安全团队和红队人员，用于提升攻防演练效率。
Python · ★ 7,747 · 🍴 865 · 📈 487 stars today
YuE2: frontier music generation with symbolic planning, zero-shot covers, and agentic music editing.
中文介绍 前沿音乐生成模型，支持符号化规划、零样本翻唱与 Agent 式音乐编辑。适合音乐创作者和研究者生成、改编音频内容。
Java · ★ 33,452 · 🍴 2,032 · 📈 233 stars today
Browse media content with your own rules on Android TV
中文介绍 Android TV 上的媒体浏览客户端，允许用户按自定义规则筛选和定制内容展示。适合想在电视端获得更自由观看体验的用户。
Rust · ★ 2,065 · 🍴 144 · 📈 289 stars today
Run parallel research agents with any model
中文介绍 可并行运行多个研究 Agent 的框架，支持接入任意模型协同完成调研任务。适合需要加速文献与资料搜集的研究者和工程团队。
Python · ★ 26,827 · 🍴 3,313 · 📈 2,632 stars today
VoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice design, video dubbing, dictation, transcription & audiobook creation in 646 languages.
中文介绍 完全本地运行的开源 ElevenLabs 替代品，提供声音克隆、音色设计、视频配音、听写、转写与有声书制作，支持 646 种语言。适合注重隐私、想离线处理语音的用户。
Python · ★ 4,143 · 🍴 592 · 📈 506 stars today
claude-red is a curated library of offensive security skills designed for the Claude skills system. Each skill is a structured SKILL.md file that primes Claude with expert-level methodology for a specific attack surface — from SQLi to shellcode, EDR evasion to exploit development.
中文介绍 面向 Claude 技能系统的进攻性安全技能库，每个技能以结构化 SKILL.md 文件提供某类安全测试的专家级方法论。适合红队与安全研究人员增强 Claude 的攻防能力。
Go · ★ 23,518 · 🍴 1,741 · 📈 443 stars today
Fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.
中文介绍 阿里巴巴大规模验证的代码审查工具，采用确定性流水线加 LLM Agent 的混合架构，支持行级精确评论，内置多语言规则集（如空指针、线程安全）。适合企业级研发流程。
Python · ★ 5,351 · 🍴 407 · 📈 246 stars today
🤖📐专为数学建模设计的 Agent & skills ,自动完成数学建模，生成一份完整的可以直接提交的论文。 An Agent Designed for Mathematical Modeling ,Automatically complete mathmodel and generate a complete paper ready for submission.
中文介绍 专为数学建模设计的 Agent 与技能集合，可自动完成建模全流程并生成可直接提交的完整论文。适合参加数学建模竞赛的学生和教学场景。
Rust · ★ 11,663 · 🍴 1,021 · 📈 507 stars today
Download Udemy and Hotmart courses, YouTube videos, music and books — 1,800+ sites, no terminal. Free open-source desktop app for Windows, macOS and Linux, with a built-in course player, PDF/EPUB reader and music library. Powered by yt-dlp. Your files stay on your computer.
中文介绍 开源桌面下载工具，支持 1800 多个站点，可下载 Udemy、Hotmart 课程及 YouTube 视频、音乐和电子书，内置课程播放器与 PDF/EPUB 阅读器，无需命令行。覆盖 Windows、macOS 与 Linux。
Python · ★ 11,358 · 🍴 1,751 · 📈 452 stars today
A practical Douyin downloader for both single-item and profile batch downloads, with progress display, retries, SQLite deduplication, and browser fallback support. 抖音批量下载工具，去水印，支持视频、图集、合集、音乐(原声)。
中文介绍 实用的抖音下载工具，支持单条与整号批量下载，具备进度显示、失败重试、SQLite 去重和浏览器回退能力，可去水印获取视频、图集、合集与原声音乐。适合内容存档与素材收集。
QML · ★ 26,226 · 🍴 1,016 · 📈 57 stars today
A good looking terminal emulator which mimics the old cathode display...
中文介绍 终端模拟器，界面刻意模仿老式阴极射线管显示器的观感效果。适合追求复古视觉风格、喜欢折腾终端外观的开发者。
Python · ★ 165,522 · 🍴 34,558 · 📈 152 stars today
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
中文介绍 Hugging Face 的模型定义框架，为文本、视觉、音频与多模态的前沿机器学习模型提供统一实现，同时覆盖推理与训练。是当前加载和微调预训练模型最广泛使用的工具库。
👍 447
Automating empirical research is a long-standing direction of AI. Recent automatic research (AutoResearch) agents bring this goal within reach, as modern LLMs show the capability to independently implement solutions and learn from the execution outcomes. Behind these gains, post-training (especially
中文介绍 针对 AutoResearch 智能体依赖后训练、难以从执行结果中持续学习的问题，提出基于世界模型的扩展框架，让智能体在内部模拟环境中预演实验并利用执行反馈迭代。由现代 LLM 自主实现方案并结合后训练提升能力，从而降低真实实验调用成本、扩大自动科研的规模。
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We introduce NCP-ArchPreview, a latent-space language model that pushes autoregressive pretraining beyond standard next-token prediction (NTP). Alongside NTP, the model learns through Next Concept Prediction (NCP) to predict discrete concepts that span multiple tokens, introducing an explicit and mo
中文介绍 提出 NCP-ArchPreview 潜空间语言模型，在标准 next-token prediction（NTP）之外引入 Next Concept Prediction（NCP），预测跨越多个 token 的离散概念。该设计在自回归预训练中显式建模更粗粒度的语义单元，突破逐 token 预测的局限，为潜空间语言建模提供新的架构预览。
👍 129
Large Vision-Language Models (LVLMs) have achieved strong performance on diverse visual tasks, yet their ability to reconstruct and reason about the 3D structure of the scene depicted in 2D images -- referred to as spatial intelligence -- remains limited. Existing approaches attempt to address this
中文介绍 针对 LVLM 从 2D 图像重建与推理 3D 场景结构的空间智能短板，提出 SpatialBlock，以合成积木堆叠问题作为训练与评测信号。通过程序化生成可控的立体堆叠场景数据，让模型学习体积、遮挡与相对位置关系，从而提升多模态模型的空间推理能力。
👍 93
Large language model (LLM)-based multi-agent systems (MAS) achieve strong performance by employing specialized multiple agents, yet their performance depends on the prompt design of each agent. For MAS prompt optimization, textual gradient methods that guide prompt updates using natural-language fee
中文介绍 针对 LLM 多智能体系统性能高度依赖各智能体 prompt 设计的问题，提出 AgentGrad，用干预引导的方式做多智能体 prompt 优化。方法借鉴文本梯度思想，以自然语言反馈指导 prompt 更新并区分各智能体贡献，从而在多智能体协作任务中提升整体表现。
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Large Language Model (LLM) agents are turning language into real-world effects, making safety necessary against both indirect prompt injections and direct harmful requests. System-level safety harnesses add an enforcement layer beyond model-level defenses, but existing harnesses are usually designed
中文介绍 LLM 智能体将语言转化为现实影响，需同时防御间接 prompt injection 与直接有害请求。现有系统级安全护栏多为通用设计，EvoSafeHarness 提出可演化的模型与领域特定护栏，在模型级防护之外增加强制层，并随部署场景自适应演进，提升智能体安全防护的针对性。
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Agent usage is shifting toward long-horizon tasks such as coding and scientific discovery, among which terminal tasks are especially important. We introduce T1, a Mixture-of-Experts model of 122B total trained with reinforcement learning, operating a real shell in a cloud sandbox for up to 300+ tool
中文介绍 面向编码、科学发现等长时程终端任务，提出 T1：总参数 122B 的 MoE 模型，通过强化学习训练，在云沙箱中操作真实 shell，支持 300 步以上工具调用。该工作将 RL 与 MoE 结合用于终端智能体，提升长周期任务中的自主执行与稳定性。
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Reducing audio-encoder depth lowers the inference cost of speech large language models, but removing complete blocks perturbs the embeddings consumed by the decoder and can cause deletion and premature end-of-sequence errors. We introduce X-AuT, a progressive framework that selects layer combination
中文介绍 直接删除音频编码器整块会扰动解码器输入，导致漏字和过早输出结束符。X-AuT 提出渐进式压缩框架，通过跨尺度蒸馏选择层组合并逐步压缩编码器深度，在降低 speech LLM 推理成本的同时保持识别质量，缓解上述错误。
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Recent advances in wearable sensing enable continuous monitoring of physiological and behavioral signals, yet existing benchmarks rarely evaluate whether AI systems can reason over a real user's longitudinal wearable record. We introduce WearableQA, a benchmark comprising 4,084 10-option multiple-ch
中文介绍 可穿戴传感虽能持续监测生理与行为信号，但缺乏评估 AI 能否对真实用户纵向记录进行健康推理的基准。提出 WearableQA，包含 4084 道十选一多选题，基于真实可穿戴数据考察模型的健康推理能力，填补该领域评测空白。
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Mainstream robotic policies often adopt a Markovian formulation, but many complex real-world manipulation tasks are inherently non-Markovian, requiring long-horizon memory beyond the current observation. Existing memory mechanisms often rely on language summaries, growing visual windows, or their co
中文介绍 主流机器人策略多采用马尔可夫假设，但真实操作任务常需超出当前观测的长时程记忆。该工作提出「记忆即规划」的世界-动作建模范式，以记忆锚定规划，替代语言摘要或不断增长的视觉窗口等现有记忆机制，从而支撑非马尔可夫长周期操作任务。
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We introduce MetroLLM-Bench, a 955-case benchmark for testing language models as the policy layer of a transit kiosk. It covers six real metro systems, ranging from 37 to 414 stations, and eleven categories that include routing, fare calculation, disruptions, accessibility, and adversarial input. In
中文介绍 提出 MetroLLM-Bench，955 个用例的基准，用于测试语言模型作为地铁自助终端策略层的能力。覆盖 6 个真实地铁系统（37 至 414 站）与 11 类任务，包括路径规划、票价计算、运营中断、无障碍与对抗输入，系统考察 LLM 在实际交通场景中的可靠性。
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Quantization has been widely adopted in LLM training and inference to reduce cost and improve efficiency. However, low-bit quantization of the attention module often introduces large errors at very low bit-widths, causing performance degradation. Existing methods mainly rely on smoothing techniques
中文介绍 注意力模块在极低位宽量化时误差显著，导致 LLM 性能下降。HyQuant 提出面向注意力的混合精度量化方案，不再仅依赖平滑技术，而是按敏感度分配不同位宽，在降低训练与推理成本的同时缓解低比特带来的精度损失。
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On-Policy Self-Distillation (OPSD) has emerged as a popular paradigm for large language model (LLM) self-improvement, allowing models to act as their own teachers by leveraging privileged information such as ground-truth solutions. However, recent findings indicate that OPSD can severely degrade the
中文介绍 On-Policy Self-Distillation（OPSD）让 LLM 以自身为教师、利用标准答案等特权信息自我提升，但近期发现其可能严重损害推理能力。本文提出 Negative Self-Distillation，通过让模型识别并规避推理缺陷来学习推理，而非仅模仿答案，从而缓解 OPSD 的退化问题。
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Temporal reasoning benchmarks for Video-LLMs are often mediated by language, leaving room for linguistic shortcuts from option wording, answer correlations, or language priors. To reduce such shortcuts, we introduce TempCloze, a video cloze benchmark for evaluating visual temporal reasoning in Video
中文介绍 现有 Video-LLM 时序推理基准多经语言中介，易受选项措辞、答案相关性等语言捷径影响。提出 TempCloze 视频填空基准，要求模型识别视频中缺失的中间片段，从而更纯粹地评估视觉时序推理能力，减少语言先验带来的干扰。
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Neurosymbolic systems rely on mathematical solvers to guarantee reasoning correctness, yet solvers are fundamentally blind to whether a formal translation maintains strict reference-equivalence to a designated formalization. We formalize this vulnerability as Verdict-Preserving-Unfaithfulness (VPU):
中文介绍 神经符号系统依赖数学求解器保证推理正确性，但求解器无法判断形式化翻译是否与指定形式化严格等价。本文将该漏洞形式化为 Verdict-Preserving-Unfaithfulness（VPU），并提出生成式奖励模型，超越单纯的求解器判定，评估自动形式化的忠实性。
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Code world models represent worlds as executable programs, but this representation alone does not determine how to construct a complex world. We introduce Recursive Code World Models (RCWM), a framework for reconstructing complex 3D worlds in code from a single reference image. RCWM couples a Recurs
中文介绍 代码世界模型以可执行程序表示世界，但如何构建复杂世界仍未解决。提出 Recursive Code World Models（RCWM），从单张参考图像出发，通过递归场景程序在代码中重建复杂 3D 世界，把递归程序组合与视觉输入耦合，提升世界构建的可扩展性。
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Reasoning language models have made substantial advances on a variety of complex tasks, yet their capabilities remain overwhelmingly English-centric: models primarily reason in English regardless of the language they are prompted in. This is inaccessible for non-English-speaking users, risks losing
中文介绍 推理语言模型能力高度英语中心化，无论提示何种语言都倾向用英语推理，损害非英语用户可用性。本文研究以数据混合为核心手段，通过多语言数据配比促进母语推理的泛化，为构建多语言推理模型提供数据层面的方法。
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Late-interaction retrieval is the state-of-the-art for visual document search, but it pays for its accuracy in storage. Existing compression methods retain a subset or local average of the N~1,000 vectors per page. Under aggressive storage budgets, however, these methods degrade sharply, and alterna
中文介绍 Late-interaction 检索在视觉文档搜索中精度领先，但每页约 1000 个向量的存储开销巨大，现有子集或局部平均压缩在激进存储预算下精度骤降。本文提出生成式 late-interaction 嵌入，用生成方式合成压缩表示，在严苛存储约束下保持检索精度。
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SWE-Bench Pro has emerged as a standard benchmark for evaluating software engineering agents on challenging repository-level tasks. However, our analysis work show that its evaluation is undermined by two sources of unreliability: reward hacking, enabled by leakage of gold solutions or hidden evalua
中文介绍 SWE-Bench Pro 是评估软件工程智能体的标准基准，但分析发现其评测存在两类不可靠因素：金标准解泄漏与隐藏评测信息导致 reward hacking。本文提出 SWE-Bench Pro Verified，通过修复数据泄漏与评测漏洞构建更可靠的基准，使智能体能力的比较更具可信度。
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All-in-One medical image restoration (MedIR) aims to address diverse tasks across modalities and degradation types using a single universal model. Existing methods typically prioritize modeling inter-task heterogeneity (e.g., distinct data distributions and degradation types). However, they largely
中文介绍 All-in-One 医学图像复原需用单一通用模型处理多模态、多退化类型任务，现有方法偏重任务间异质性建模，忽略其同质性。提出 UniH^3，统一建模层级化的同质与异质特征，在跨任务共享与任务特化之间取得平衡，提升通用复原性能。
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Invasive coronary angiography (CAG) is the gold standard for diagnosing coronary artery disease, but interpretation varies substantially among observers. Existing AI systems can improve consistency but lack auditable decision processes and are limited in comprehensive open-ended assessment, undermin
中文介绍 侵入性冠状动脉造影（CAG）是诊断冠心病的金标准，但观察者间判读差异大。现有 AI 虽可提升一致性，却缺乏可审计的决策过程与开放的全面评估。提出 CARDEA，以空间证据为锚点进行可审计推理，实现端到端 CAG 解读，增强临床可信度。
@IAmPascio · 124.8K 粉丝 · 812.5K 阅 · 881 赞 · 140 转
The superintelligence, the singularity, AGI, whatever you call it, the one we're so scared of is, ironically, also the one we most likely won't see coming. This essay is going to probably be a pretty
中文介绍 一篇反思性长文，提出一个反直觉观点：我们害怕的超级智能、奇点、AGI，恰恰最可能是我们看不见它到来的那一个。作者把 AGI 类比为「孩子」，讨论其成长式、非爆发式的演化路径，属于哲学视角而非技术发布。
@builtbysketch · 1.4K 粉丝 · 717.2K 阅 · 518 赞 · 79 转
I built a full game with GPT-6 Astra, and it kinda blew up on X. Initially it was just the demo, but 4 days later we have the full playable Okay, not just a crappy one-run demo. Check PaperRoute
中文介绍 用 Blender 加 GPT-6 Astra 从零做出一款完整可玩的游戏，而非只跑一次的 demo。推主称最初只发了演示，4 天后已扩展成完整版本，并在 X 上走红，附带 PaperRoute 相关链接，属于 AI 辅助游戏开发的实操案例分享。
@mayukh_panja · 9.8K 粉丝 · 311.6K 阅 · 501 赞 · 75 转
There seems to be a widespread impression that OpenAI has somehow “solved the Navier–Stokes equations,” and that this represents some enormous breakthrough for fluid dynamics and engineering. It
中文介绍 针对近期流传的「OpenAI 解决了 Navier–Stokes 方程」说法做澄清。作者指出这一印象被广泛误解，认为它并非流体力学与工程领域的重大突破，属于对 AI 科研新闻的祛魅式技术解读。
@docmilanfar · 116.7K 粉丝 · 126.0K 阅 · 512 赞 · 63 转
In AI circles, Recursive Self-Improvement (RSI) is talked about in almost magical terms: a model tweaks itself, becomes smarter, uses that intellect to rewrite itself again, and this leads to
中文介绍 讨论递归自我改进（RSI）为何常被赋予近乎魔法的色彩。作者提出「智能存在速度上限」的观点，认为模型自我改写再变强的循环受限于某些根本性约束，不会无限加速，属于对 AI 增长叙事的冷静分析。
@mbeisen · 73.0K 粉丝 · 113.7K 阅 · 528 赞 · 68 转
Over the last few months, the cancer-curing capabilities of LLMs have improved dramatically, to the point that they have cured previously untreatable types of cancer and are on the cusp of developing
中文介绍 指出 AI 与癌症生物学之间存在严重的方向错配。作者承认近几个月 LLM 在「治愈癌症」上的能力提升明显，甚至已治愈部分此前无法治疗的癌症类型，但强调这种能力与真实生物学研究的结合方式仍存在结构性问题。
@EXM7777 · 142.6K 粉丝 · 94.6K 阅 · 501 赞 · 56 转
I'm basically giving you the full system i'd use to automate content creation for ANY business... every tool in the chain, every step in order, and where it breaks because a content agent is just a
中文介绍 一份完整的内容自动化课程，给出适用于任意业务的整套内容创作自动化系统：链条上的每个工具、每一步执行顺序，以及系统在哪些环节会崩掉。作者强调内容 agent 并非万能，附踩坑说明，偏工作流教学。
@ForwardEditor · 11.7K 粉丝 · 57.6K 阅 · 511 赞 · 32 转
Hey, I’m Brian. Let’s get you started with vibe editing. 1. What I highly suggest having DaVinci Resolve Studio - $295 USD. It’s a one-time purchase, not a subscription. In my experience, Studio
中文介绍 面向新手的 vibe editing 入门「无废话」指南。作者 Brian 建议先配 DaVinci Resolve Studio（295 美元一次性买断，非订阅制），再按步骤讲剪辑流程，属于 AI 时代视频剪辑的轻量起步教程。
@OpenAIDevs · 421.3K 粉丝 · 51.6K 阅 · 677 赞 · 54 转
We shipped GPT-6 Astra. Builders took it from there: Explore 2,234 modeled anatomical parts in 3D: A Manhattan recreation built in Unreal Engine: Six Van Gogh paintings become a walkable
中文介绍 OpenAI 官方开发者账号展示 GPT-6 Astra 发布后社区作品：3D 探索 2,234 个建模解剖部件、用 Unreal Engine 重建曼哈顿、把六幅梵高画作变成可行走空间等，属于官方转发的社区案例合集，展示模型的多场景应用。
@AndrewYNg · 1.9M 粉丝 · 43.5K 阅 · 722 赞 · 105 转
When you’re skilled at AI Engineering, your best work won’t be merely implementing a product that someone else spec’ed out. Instead, you will actively shape the build. Before modern AI tools
中文介绍 吴恩达谈 AI 工程技能图谱：具备 AI 工程能力后，最好的工作不是实现别人已写好的产品规格，而是主动塑造构建过程。文章讨论现代 AI 工具出现之前与之后工程师角色的变化，偏职业能力框架。
@anshuc · 15.6K 粉丝 · 41.4K 阅 · 544 赞 · 36 转
Most people say to use the big, expensive model as an orchestrator, delegating grunt work to small, cheap workers. That's the opposite of what you should do. Here's why. Comparing different approaches
中文介绍 反直觉的模型配额策略：多数人主张用大而贵的模型做编排者、把小而便宜的模型当苦力，作者认为恰好相反，并用「傻子老板」类比解释原因，对比不同方案后说明如何拿到更多 Astra/Fable 调用配额。
@Didotxyz_ · 63.6K 粉丝 · 17.9K 阅 · 516 赞 · 388 转
Model access is becoming easier to buy, compare, route, and replace. Public API menus now include premium reasoning models, lower-cost variants, cached inputs, batch processing, and models optimized
中文介绍 核心观点：模型本身越来越便宜，上下文却不然。公开 API 菜单已包含高端推理模型、低价变体、缓存输入、批处理和专用优化模型，模型可随时比较、路由、替换，但上下文的成本与复杂度成为真正的瓶颈。
Perplexity uses Astra to write communications, change software, and monitor production systems, and checks in much less frequently than with earlier models.
中文介绍 Perplexity 使用 GPT-6 Astra 撰写通信内容、修改软件并监控生产系统，相比早期模型，人工核查频率大幅降低。
Before co-founding Kepler, Vinoo Ganesh led Spark at Palantir and built Project Frontline — a pioneering program for Forward Deployed Engineers. He takes us through the best practices of FDEs.
中文介绍 Vinoo Ganesh 在联合创立 Kepler 前，曾在 Palantir 负责 Spark 并创建前沿部署工程师项目 Frontline。他分享了前沿部署工程师（FDE）的最佳实践。
We agree with Sebastian: this should have been DeepSeek v5
中文介绍 DeepSeek 发布 v4.1-Flash，采用 763B-P8B-D16B 的新型因果编码器-解码器架构并支持视觉，被评价为「Whale 回归」，有观点认为应命名为 v5。
Employees at the world’s leading AI labs are saying there’s a real possibility that advanced AI could destroy humanity. Are they right? Or is this more scaremongering and hype? Join MIT Technology Review executive editor Niall Firth for a conversation with senior AI editor Will Douglas Heaven and AI
中文介绍 全球领先 AI 实验室的员工表示，先进 AI 确实存在毁灭人类的可能。MIT 科技评论就此举办圆桌讨论，探讨这一担忧是否成立，抑或只是危言耸听。
GPT‑6 Astra improves Devin’s ability to test software and show that it works, with the goal of helping engineers review less code and ship more.
中文介绍 Cognition 借助 GPT-6 Astra 提升 Devin 测试自身代码的能力，以证明软件可正常运行，目标是让工程师减少代码审查、加快交付。
Learn how OpenAI evolved Habitat from a Python library into a globally distributed storage platform serving 1 billion ChatGPT users and 22M requests per second.
中文介绍 OpenAI 介绍其存储系统 Habitat 如何从 Python 库演进为全球分布式存储平台，目前服务 10 亿 ChatGPT 用户，每秒处理 2200 万次请求。
中文介绍 本期 TLDR AI 简报聚焦：Agents API、Cognition 的 SWE-2，以及 Muse 共享智能体。
César de la Fuente’s lab uses Codex and ChatGPT to search living and extinct genomes for antimicrobial candidates to fight drug-resistant infections.
中文介绍 César de la Fuente 的实验室利用 Codex 与 ChatGPT，在现存及已灭绝生物的基因组中搜寻抗菌分子候选物，以对抗耐药性感染。
Meet the Data agent in ChatGPT Work. Connect company data, uncover insights, and build interactive dashboards with AI using natural language.
中文介绍 ChatGPT Work 推出数据智能体，用户可用自然语言连接企业数据、挖掘洞察并构建交互式仪表盘。
On July 22, 2026, a transmission line fault in Ashburn, Virginia—the heart of the world’s largest data center cluster—knocked more than 3 gigawatts of load off the grid in seconds. And it wasn’t the first time. Two years earlier, a single failed surge arrester dropped roughly 60 Virginia facilities
中文介绍 2026 年 7 月 22 日，弗吉尼亚州阿什本一条输电线路故障，数秒内使电网损失超 3 吉瓦负荷。该地是全球最大数据中心集群所在地，类似事件此前已有先例。
Introducing ChatGPT for Financial Services, combining built-in financial data and GPT-6 Astra for research, modeling, and client-ready materials.
中文介绍 OpenAI 推出面向金融服务的 ChatGPT，内置金融数据，并结合 GPT-6 Astra，用于研究、建模及生成面向客户的资料。
OpenAI and GSA will offer eligible federal, state, local, and tribal governments $0 license fees, 50% off usage, and expanded cyber defense support.
中文介绍 OpenAI 与 GSA 合作，向符合条件的联邦、州、地方及部落政府提供零许可费、使用费五折及扩展的网络防御支持。
a quiet day
中文介绍 当日 AI 领域新闻较少，较为平静。
GPT‑Live‑1 brings natural, full-duplex voice conversations to the API, with stronger instruction following, custom voices, and telephony support.
中文介绍 GPT-Live-1 在 API 中提供自然全双工语音对话，指令遵循能力更强，支持自定义音色与电话功能。
Build and launch cloud agents with the Agents API, a managed service powered by the Codex harness for orchestration, long-running sessions, and tool use.
中文介绍 OpenAI 推出 Agents API，这是由 Codex 框架驱动的托管服务，支持编排、长时间运行会话与工具调用，用于构建和上线云端智能体。
美股四大指数型工具呈多头排列但动能分化：SPY 现价 764.29 略低于 sma20 766.88、RSI14 50.3 中性，MACD 1.05 已低于信号线 2.48；QQQ 亦处 sma20 下方、RSI 50.8。个股层面 AAPL 涨 1.75%、RSI 62.8、MACD 3.23 高于信号线 1.90 相对偏强，MSFT 虽现金叉但 RSI 56.7 温和，NVDA 出现 MACD 死叉、五日 -4.45%。加密方面，恐慌贪婪指数 57 属「贪婪」，总市值 2.62T 美元、24h -4.29%，BTC 主导率 58.9%、ETH 11.6%；BTC 76810 美元处 sma20 78480 下方、RSI 53.2，ETH RSI 59.3，SOL RSI 53.6，整体为高位震荡、量能回落。中概股明显偏弱，BABA 109.3、RSI 36.6 空头排列，PDD RSI 30.3、JD RSI 32.1、0700.HK 428.4 均低于各期均线。商品外汇分化显著：CL=F 102.81 单日 +2.76%、五日 +12.39%、RSI 74.2 超买，^TNX 4.97、RSI 73.7 亦超买并逼近 52 周高，而 USDCNY 6.70 呈 RSI 14.4 深度超卖、MACD 死叉，DXY 99.19 则处 MACD 金叉、RSI 45.9 中性，风险偏好与避险定价并存。
现价 102.81，单日 +2.76%、五日 +12.39%，动能极强；RSI14 达 74.2 进入超买区，MACD 4.68 高于信号线 3.10，红柱扩张；价位于 sma20 89.54、sma50 83.91、sma200 79.81 之上形成多头排列，距 52 周高仅 -13.95%。超买与强趋势并存，指标状态偏上行但已属高位。
现价 648.03，五日 +6.12%，RSI14 67.2 为美股组最高，接近超买阈值；MACD 14.02 显著高于信号线 4.14，动量偏强；价格站上 sma20 586.47，但仍低于 sma200 623.23 之上方附近震荡，距 52 周高 -18.05%。短周期动量与均线修复并存，技术面偏上行。
读数 4.97，单日 +0.63%、五日 +4.47%，距 52 周高仅 -0.2%；RSI14 73.7 进入超买区，MACD 0.0665 高于信号线 0.0453，呈金叉后扩张；价高于 sma20 4.75、sma50 4.67、sma200 4.38，多头排列完整。收益率上行趋势明确，但超买读数需留意动量钝化。
现价 6.70，RSI14 仅 14.4，处深度超卖；MACD -0.0119 低于信号线 -0.0112 形成死叉，动能仍向下；价低于 sma20 6.72、sma50 6.75、sma200 6.85，空头排列，且逼近 52 周低点（距高点 -6.87%）。多重指标同向偏空，属典型弱势排列。
现价 77.81，五日 -4.68%，RSI14 30.3 逼近超卖区；MACD -2.27 低于信号线 -1.35，绿柱扩大；价位于 sma20 84.32、sma50 85.65、sma200 97.3 之下形成空头排列，距 52 周高 -44.19%。趋势与动量指标一致偏弱，技术状态偏下行。
VIX 恐慌指数
10Y 美债收益率 (%)
美元指数 DXY
S&P 500 ETF
Nasdaq 100 ETF
Apple
Microsoft
Nvidia
Alphabet
Tesla
Meta
Bitcoin
Ethereum
Solana
阿里巴巴 (BABA)
拼多多 (PDD)
京东 (JD)
腾讯控股 (0700.HK)
黄金期货
WTI 原油期货
美元 / 人民币
以上均为公开行情数据计算所得技术指标的客观描述，过去走势不代表未来表现；指标读数可能快速变化，本报告仅供技术指标解读参考，不构成任何投资建议或买卖依据。
Coalition says potholes must be fixed ‘as a matter of urgency’ after 71-year-old crashed and died on Western Highway at Trawalla, west of Ballarat, on Sunday Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast Emergency services were cal
中文摘要 澳大利亚维多利亚州一名71岁摩托车手周日在巴拉瑞特以西的特拉瓦拉西区高速公路上因路面坑洞事故身亡，联盟党呼吁「紧急」修复坑洞，并再次引发对该州「不断恶化」道路状况的争论。
Legal pioneer remembered as an advocate for equality and champion of women in the workplace Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast Mary Gaudron, the first woman appointed to the high court of Australia, has been honoured for
中文摘要 澳大利亚高等法院首位女性法官玛丽·高德伦去世，享年83岁。她被誉為法律先驱，长期倡导平等并推动女性职场权益。
Figures revealed in modelling commissioned by independent MP Monique Ryan. Follow the day’s news live Get our new political email, free app or daily news podcast Hanson’s comments on Albanese’s mother ‘gratuitous and unnecessary’: Hume Jane Hume has joined the pile on, blasting Pauline Hanson for he
中文摘要 独立议员莫妮克·瑞安委托的模型显示，养老金领取者将承担工党30亿澳元私人医保节省方案的一半；同时有推动澳大利亚人每年节省5000澳元的电动车普及倡议。
Vandals spray red paint on Charlie Kirk statue days after its unveiling to mark one year since his death.
中文摘要 查理·柯克雕像在「美国转折点」总部外遭破坏，被喷上红色油漆；雕像数日前才揭幕，以纪念其去世一周年。
Fighting is intensifying in Yemen as Houthi fighters advance toward Saudi-backed government-held areas.
中文摘要 也门胡塞武装向沙特支持的政府军据点马里布和塔伊兹推进，战斗加剧。
Oman says Hormuz talks with Iran and Gulf states are postponed 'in the interests of consensus'.
中文摘要 阿曼表示，与伊朗及海湾国家就霍尔木兹问题的谈判已推迟，称此举是「为了共识利益」。
This live blog has now closed – you can read the latest news story here If you’re looking just for a single story to quickly catch up on the story of tonight, let’s cross to our Nordic correspondent, Miranda Bryant, for her preview. The prospect of far-right anti-immigration Sweden Democrats enterin
中文摘要 瑞典大选计票中，中左翼阵营领先。极右翼反移民的瑞典民主党有望首次进入政府，引发关注。
David Petraeus was at a rail station when a drone hit. Another train, with former Prime Minister Boris Johnson of Britain and other dignitaries, had just left, Ukrainian officials said.
中文摘要 俄罗斯对乌克兰发动袭击，一架无人机击中前中情局局长戴维·彼得雷乌斯所在的火车站附近。乌方官员称，载有英国前首相鲍里斯·约翰逊等人的另一列火车刚刚驶离。
With most of the votes counted on Sunday, it was basically a tie between the center-left and center-right coalitions.
中文摘要 瑞典大选结果难分胜负。周日大部分选票统计完毕后，中左翼与中右翼阵营基本持平。
New immigration policy has attracted bipartisan condemnation with Labor warning it would damage construction, aged care and agriculture Follow our Australia news live blog for latest updates Get our new political email, free app or daily news podcast One Nation says it will cut the number of tempora
中文摘要 一国党承诺削减75,000个移民名额，引发对养老护理等关键行业的担忧。新移民政策遭两党一致谴责，工党警告将损害建筑、养老护理和农业。
Video shows a low-flying Israeli quadcopter maneuvering between residential buildings in eastern Gaza City.
中文摘要 视频显示一架以色列四旋翼飞行器低空穿行于加沙城东部居民楼之间，令当地居民感到恐慌。
Trump downplays AI risks, saying he wants to maintain the US's lead over China in the emerging technology.
中文摘要 特朗普拒绝科技企业CEO放缓人工智能发展的呼吁，淡化AI风险，称希望保持美国在这一新兴技术上对中国的领先。
President Trump’s decision, announced while visiting his golf course in Ireland, was the latest shift in his trade policies.
中文摘要 特朗普在访问爱尔兰其高尔夫球场时宣布，将取消对爱尔兰威士忌的关税，这是其贸易政策的又一次转变。
Twenty-nine-year-old Queenslander was visiting Kelingking beach on a holiday, Nusa Penida police say The death of an Australian woman in a cliff fall at a popular Bali tourist destination has been described as “incredibly sad”. Police say the 29-year-old Queenslander was found stuck on the side of K
中文摘要 一名29岁的昆士兰女子在巴厘岛热门旅游地克林金海滩度假时从悬崖坠落身亡。努沙佩尼达警方称已发现其遗体，事件被形容为「令人无比悲痛」。
Race too close to call and may take days to become clear despite early exit polls suggesting left bloc win Sweden general election – live updates With most of the votes counted, Sweden’s national election remained too close to call on Sunday night, with left-wing parties holding a lead of just a sin
中文摘要 瑞典大选大部分选票统计后，中左翼阵营仅领先一个席位，结果难分胜负，可能需数日才能明朗；早前出口民调曾显示左翼阵营将获胜。
AI executives' calls to slow development of the technology are likely to weigh on chipmaker and supply-chain stocks in the near term. Bloomberg's Sunny Bangia and Anthony Stephens break down the news. (Source: Bloomberg)
中文摘要 彭博社报道，AI企业高管呼吁放缓该技术发展，短期内可能对芯片制造商及供应链股票构成压力。彭博的Sunny Bangia与Anthony Stephens对此进行解读。
DFO Management and Sequence near acquisition of Baldwin Group as industry undergoes wave of consolidation
中文摘要 戴尔家族办公室DFO Management与Sequence牵头一项77亿美元交易，拟将保险经纪公司Baldwin Group私有化，该行业正经历一波整合浪潮。
Gold edged lower, after hotter-than-expected US inflation data raised prospects that the Federal Reserve will hike interest rates later this week.
中文摘要 美国通胀数据高于预期，强化市场对美联储本周加息的押注，黄金价格小幅走低。
Haidilao International Holding Ltd.’s sudden slump after its co-founder sold about $350 million worth of shares is putting the spotlight on other stocks that may be vulnerable to similar selling.
中文摘要 海底捞国际控股联合创始人抛售约3.5亿美元股份后股价骤跌，引发市场对中国税务收紧背景下其他创始人减持风险的担忧。
What should new students consider to keep your belongings safe and covered by insurance?
中文摘要 BBC报道，新生入学应如何保护笔记本电脑、手机和自行车免遭盗窃，并确保相关财物纳入保险保障范围。
The cost of renting is expected to rise by 4% or 5% a year by December, according to property website Zoopla.
中文摘要 房产网站Zoopla预计，到12月英国租金年涨幅将达4%至5%，租户面临更严峻的租金上涨前景。
The loss of a fifth of liquefied natural gas supply due to the US-Iran war is blowing out costs for Asia’s developing markets, and forcing a rethink of the fuel’s long-term future in the region.
中文摘要 美伊战争导致全球五分之一液化天然气供应中断，亚洲发展中市场成本激增70亿美元，迫使该地区重新审视液化天然气的长期前景。
The Trump administration’s push to bring US drug spending down is a powerful incentive for pharmaceutical companies to boost prices and reduce access elsewhere in the world, a study found.
中文摘要 一项研究显示，特朗普政府降低美国药品支出的举措，会促使制药公司提高其他地区药价并减少供应，从而削弱美国以外市场的药品可及性。
Asian stocks and US equity-index futures retreated after major artificial intelligence companies called for a slowdown in the technology’s development, raising concerns about a sector that has powered this year’s rally. Oil rose.
中文摘要 多家主要人工智能企业呼吁放缓技术开发，引发对该板块的担忧，亚洲股市与美国股指期货下挫，油价上涨。
Oil advanced after Saudi Arabia shut a major crude pipeline following attacks, disrupting a route that’s been used to bypass the Strait of Hormuz during the US-Iran war and deepening a global energy crunch.
中文摘要 沙特阿拉伯在遭袭后关闭一条主要原油管道，该管道此前用于在美伊战争期间绕过霍尔木兹海峡，全球能源紧张加剧，油价上涨。
President denounces demands for regulation as existential fears over technology move to the centre of US politics
中文摘要 美国总统特朗普拒绝科技公司高管放缓AI发展的呼吁，将监管诉求斥为不可取，围绕该技术生存性担忧的政治争论升温。
Burnham has said those who take risks should be backed by government, but his government has been criticised for increasing business costs.
中文摘要 英国首相呼吁在商业经营方式上进行「文化转变」，称承担风险者应获政府支持，但其政府因提高企业成本而受到批评。
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