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2026-10-10

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morluto/rea

TypeScript · ★ 46,037 · 🍴 7,338 · 📈 14,927 stars today

Reverse engineer anything with agents, from app behavior down to native binaries.

中文介绍 基于智能体(AI Agent)构建的自动化逆向工程工具,覆盖从应用层交互行为分析到底层原生二进制逆向。面向安全研究员与逆向分析师,利用大模型 Agent 自主分析代码结构、反编译逻辑与执行流,加速漏洞挖掘与软件逆向分析流程。

boykopovar/AnyPS5

C++ · ★ 22,345 · 🍴 1,819 · 📈 5,868 stars today

Tool for automatic PS5 executables porting to Linux and Windows

中文介绍 专为 PlayStation 5 可执行文件设计的跨平台移植工具,支持将 PS5 程序自动转换并适配至 Linux 与 Windows 系统。面向游戏逆向研究者与模拟器开发者,旨在简化主机可执行文件的解析与指令集重定位流程,实现跨平台运行。

mattpocock/skills

Shell · ★ 282,682 · 🍴 23,683 · 📈 1,687 stars today

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

中文介绍 面向软件工程师的 AI Agent 实用技能集合,源自作者实战环境沉淀。为 Claude Code、Cursor 等编程智能体提供针对性工程技能扩展与最佳实践规则,帮助开发者提升日常编码、代码重构与架构设计等任务中智能体协同的准确度。

cathrynlavery/diagram-design

HTML · ★ 47,861 · 🍴 3,033 · 📈 1,739 stars today

Editorial diagram design for Claude Code, Codex, GitHub Copilot, Factory Droid, and Pi. 42 diagram types. Self-contained HTML + SVG. No shadows. No Mermaid slop.

中文介绍 专为 Claude Code、GitHub Copilot 等 AI 编程助手打造的高质量图表生成方案。提供 42 种图表类型的独立 HTML 与 SVG 模板,摒弃冗余阴影与生硬的 Mermaid 语法,适合技术作者与工程师生成专业出版级架构图及流程图。

alibaba/open-code-review

Go · ★ 45,210 · 🍴 3,261 · 📈 326 stars today

Secure, 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 阿里巴巴开源的混合架构代码审查工具,融合确定性检测流水线与大模型 Agent。内置空指针等多种语言缺陷规则集,支持生成精确到行级别的代码建议与审查意见。适合中大型企业工程团队集成至 CI/CD 流程,兼顾自动化审查的安全性与效率。

anthropics/knowledge-work-plugins

Python · ★ 28,253 · 🍴 3,243 · 📈 709 stars today

Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork

中文介绍 Anthropic 官方开源的知识工作者插件库,主要配合 Claude Cowork 协同工具使用。面向办公与研究人员,通过模块化插件将 Claude 的推理能力接入日常办公工作流,用于文档处理、跨系统协作与知识检索等生产力场景。

BerriAI/litellm

Python · ★ 60,659 · 🍴 12,186 · 📈 95 stars today

The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]

中文介绍 高性能轻量级 AI 网关,采用 Rust 核心搭配 Python SDK。支持以统一的 OpenAI 格式调用 Bedrock、Azure、Anthropic 等上百种模型 API,并提供负载均衡、成本追踪、安全围栏与请求日志功能,是企业和开发者统一管理模型调用的利器。

addyosmani/agent-skills

JavaScript · ★ 103,989 · 🍴 10,868 · 📈 436 stars today

Production-grade engineering skills for AI coding agents.

中文介绍 由 Google 工程师 Addy Osmani 推出的生产级 AI 编码技能规范库。面向使用 AI 编程智能体的软件工程师,通过规范化的提示词策略与工程上下文约束,指导智能体编写符合工业标准、具备高可维护性与测试覆盖率的代码。

storytold/artcraft

Rust · ★ 11,489 · 🍴 1,735 · 📈 3,752 stars today

ArtCraft is an intentional crafting engine for artists, designers, and filmmakers

中文介绍 专为艺术家、设计师与电影制作人打造的定向创作引擎。该项目通过结构化工作流与创意辅助技术,帮助数字创作者在概念设计、分镜编排和视觉制作中实现精准且可控的艺术表达,适合创意团队加速前期视效构思与内容落地。

Robbyant/lingbot-map

Python · ★ 17,695 · 🍴 1,951 · 📈 110 stars today

[ECCV 2026 Best Paper Award Candidate] LingBot-Map: Geometric Context Transformer for Streaming 3D Reconstruction

中文介绍 基于几何上下文 Transformer 的流式三维重建系统 LingBot-Map。面向机器人导航与三维视觉研究,通过实时提取连续帧的几何特征与上下文先验,解决动态与流式输入下的高精度场景重建难题,为具身智能感知提供底层支撑。

twostraws/SwiftUI-Agent-Skill

★ 5,424 · 🍴 196 · 📈 65 stars today

SwiftUI agent skill for Claude Code, Codex, and other AI tools.

中文介绍 由知名 iOS 教程作者 Paul Hudson 打造的 SwiftUI 智能体技能包,适配 Claude Code 与 Codex 等 AI 工具。为 AI 补充最新的 SwiftUI 语法规则与开发范式,帮助 Apple 生态开发者生成符合现代规范、避免弃用 API 的原生代码。

MiMo-V2.6: Scaling Reinforcement Learning Towards Self-Improvement

👍 56

Reinforcement learning (RL) is the central training paradigm for advancing large foundation models towards self-improvement. This report introduces the MiMo-V2.6 series, an omni-modal family that pushes the frontier of model intelligence by scaling RL compute. Prior to RL, we conduct mid-training on

中文介绍 介绍 MiMo-V2.6 全模态模型系列,旨在通过扩展强化学习算力推动大模型实现自我改进。模型在强化学习前结合了中期训练(mid-training),系统探索了扩展 RL 计算规模对提升跨模态智能极限与自我优化能力的效果。

Multi-Agent Egocentric World Model with Fine-Grained Embodied Interaction

👍 43

Egocentric world models predict first-person observations conditioned on an agent's actions, but most focus on a single agent. Real embodied settings often involve multiple agents that act and interact within a shared environment. Existing multi-agent world models rely on coarse actions like locomot

中文介绍 针对现有第一视角世界模型局限于单智能体且动作粗糙的问题,提出支持细粒度具身交互的多智能体第一视角世界模型。该模型能够在多智能体共享环境中,基于各自的高保真具身交互动作准确预测第一人称视角观测。

Foundations of Large Language Models

👍 30

This is a book about large language models. As indicated by the title, it primarily focuses on foundational concepts rather than comprehensive coverage of all cutting-edge technologies. The book is structured into six main chapters, each exploring a key area: pre-training, generative models, prompti

中文介绍 系统梳理大语言模型(LLM)的基础核心概念,涵盖预训练、生成模型、Prompting 提示工程等六大核心章节。内容深入剖析基础理论与通用机制,为理解和构建现代大模型提供了全面的基础理论参考。

U-Space: Uncovering When and Why Uncertainty Arises in Language Models

👍 29

Large language models are informing decisions with ever-higher stakes. As the consequences of their errors grow, a central question becomes harder to ignore: how much can we trust an individual answer? Yet recognizing when to defer remains difficult because language models can present incorrect conc

中文介绍 针对大模型难以判断何时该拒答或求助的信任难题,提出 U-Space 框架,系统探究大模型在决策时产生不确定性的时机与根因。该方法有助于刻画模型置信度边界,提升模型在高风险场景下的可靠性与可解释性。

TestPrism: Rethinking Test Evaluation Beyond a Single Reference

👍 28

Large language model (LLM) coding agents have advanced test generation across diverse programming tasks. However, the common practice of evaluating tests against a single reference solution overlooks alternative valid implementations and can overstate test quality. We introduce TestPrism, comprising

中文介绍 针对当前代码测试评估依赖单一参考实现而易高估测试质量的问题,提出 TestPrism 评估框架。该方法打破单基准局限,综合考虑多种有效实现变体,从而更全面、真实地评估 LLM 编程智能体生成测试用例的质量。

Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks

👍 24

Learning to act in unfamiliar environments requires agents to infer how the world works and revise that understanding as new evidence arrives. Yet limited observations can support multiple world models that explain past interactions but predict different outcomes in unseen states. We introduce Memen

中文介绍 针对智能体在未知环境中难以根据新证据更新世界模型的问题,提出 Memento 3 框架。该方法通过反思性规则手册(Reflective Rulebooks)实现基于模型的递归自我改进,动态修正对环境的认知以消除预测歧义。

Post-Training Frontier Text-to-Image Models by Composing Preference and Rubric Rewards

👍 24

Recent text-to-image generation models have achieved remarkable visual quality, but improving them through post-training remains challenging because no single reward signal captures the full range of human preference. In this work, we develop a simple and effective post-training recipe for open-doma

中文介绍 针对文生图后训练中单一奖励信号无法覆盖复杂人类偏好的问题,提出一种组合偏好奖励与细则奖励(Rubric Rewards)的后训练配方。通过多维奖励协同优化,显著提升了前沿开源文生图模型的综合生成质量与指令遵循能力。

OneSearch-VL: Unified Multimodal Deep Research Agent for Image and Video

👍 16

Single-image, multi-image, and video deep research require different visual operations but share a workflow of visual grounding, external retrieval, and fact composition. A key challenge is to preserve the dependencies linking localized visual anchors, entity relations, source-supported facts, and a

中文介绍 提出统一的多模态深度研究智能体 OneSearch-VL,适用于单图、多图与视频场景。该框架统一了视觉定位、外部检索与事实整合工作流,有效保持视觉锚点、实体关系与事实之间的长程依赖,提升复杂多模态推理能力。

SparseEngine: Sparse-First Inference Engine

👍 13

Long-context LLM agents accumulate interaction histories that strain KV-cache memory and attention computation. Although sparse attention reduces these costs, heterogeneous cache representations and workflows hinder integration with existing inference engines, while prior sparse-serving abstractions

中文介绍 针对长上下文 LLM 智能体中 KV 缓存与注意力计算开销过大的问题,提出稀疏优先推理引擎 SparseEngine。该系统通过定制的稀疏服务抽象与底层执行协同设计,解决了异构缓存表示难以集成的问题,显著提升长程推理效率。

OmniCapBench: A Deep-Structured Evaluation Framework for Fine-Grained Audio-Visual Captioning

👍 11

Multimodal large language models (MLLMs) are rapidly evolving toward continuous audio--visual reasoning, creating an urgent need for evaluations that expose their capability limits. Audio--visual captioning is an ideal diagnostic task, yet current benchmarks face a coupled trade-off: whole-caption s

中文介绍 针对多模态大模型视听生成评测指标单一、难以反映真实能力边界的问题,构建了深度结构化评测框架 OmniCapBench。该基准聚焦细粒度视听字幕生成任务,从多层次维度全面解耦并诊断模型的视听联合推理能力。

Embodied Turing Machines: Stateful Code for Robot Recursive Self-Improvement

👍 10

Most robot policies keep a model in the control loop: a VLA maps observations to actions, and an Agent Harness, such as Agent-as-Policy or Harness VLA queries a VLM for decision making at run time. We propose a different view: the embodied world is an Embodied Turing Machine, whose tape is the robot

中文介绍 提出将具身世界视作具身图灵机(Embodied Turing Machines)的全新范式,打破传统策略中模型必须常驻控制回路的限制。通过将物理环境与状态转化为可执行代码逻辑,为机器人系统的递归自我改进提供了灵活高效的新途径。

ReSPO: Reshaped Sequence Policy Optimization for Gradient Starvation in Off-Policy Learning

👍 8

Reinforcement learning from verifiable rewards (RLVR) frequently reuses rollouts across multiple policy updates, increasing the mismatch between the current policy and the data-generating policy. We identify a sign-dependent gradient starvation problem in clipped policy optimization: clipping suppre

中文介绍 针对可验证奖励强化学习(RLVR)中经验复用导致策略偏移与符号依赖型梯度饥饿的问题,提出重塑序列策略优化算法 ReSPO。该方法重构了裁剪策略的梯度机制,有效缓解离线学习中的梯度不足,提升样本利用率与训练稳定性。

Do LLMs Understand Sequential Structure? A Controlled Study of Inference and Generation

👍 8

Large language models (LLMs) are increasingly used as interactive agents and simulators, yet it remains unclear whether they can recover latent sequential structure beyond surface action frequencies. This distinction is critical for behavioral simulation, where actions are often shaped by prior cont

中文介绍 针对 LLM 是否真正理解潜在序列结构还是仅依赖表面动作频率进行了受控实验研究。通过在推断与生成任务中的严格对比测试,揭示了当前大语言模型在行为模拟和时序因果推理上的能力边界与认知局限。

Opera: A Verbal Critic Framework for Long-horizon Coding Agents

👍 7

Long-horizon coding agents need timely corrections, yet feedback can be ineffective or even harmful when it misjudges ongoing work or fails to address the underlying problem. Existing critics focus on evaluating trajectories and generating feedback, but rarely track what happens after feedback is de

中文介绍 针对长流程编程智能体中反馈评价容易误判且缺乏后续追踪的问题,提出言语评论家框架 Opera。该方法不仅实时提供错误修正反馈,还主动追踪反馈执行后的状态轨迹变化,大幅提升了智能体在复杂软件工程任务中的纠错成功率。

Can AI Agents Make Open-Ended Scientific Discovery? Evidence from Station

👍 4

Recent AI systems have made rapid progress in scientific discovery when given well-defined metrics, but whether they can autonomously undertake open-ended scientific discovery remains unclear. We investigate AI's ability to tackle open-ended tasks in Station, an open-world environment in which multi

中文介绍 探讨 AI 智能体自主进行开放式科学发现的能力。研究构建了开放世界环境 Station,评估多智能体在没有预设狭义指标的情况下探索未知、提出假设并验证科学规律的自主能力,为开放式 AI 科学研究提供了实证参考。

A Closer Look at Agentic BBO: Benchmarking LLM Agents for Black-Box Optimization

👍 4

Black-box optimization (BBO) arises in many scientific and engineering problems where objective evaluations are expensive and limited. Recent large language model (LLM) agents offer a new way to approach BBO by combining task semantics, computation, optimization tools, and feedback-driven decision m

中文介绍 针对高成本黑盒优化(BBO)问题,系统评测了结合任务语义、工具调用与反馈决策的 LLM 智能体优化能力。构建了专门基准深入对比智能体方法与传统优化算法的优劣势,揭示了 LLM 在黑盒优化中的潜力与局限。

REMORY: Learning Residual Memory for Context Compaction

👍 4

Long-horizon agents compact their history to continue within a finite context window, but a textual summary alone may not support every subsequent decision. We introduce REMORY, a neural memory network that supplements the summary with a bounded sequence of soft memory tokens. Given the history and

中文介绍 针对长程智能体单纯依赖文本摘要会导致关键信息丢失的问题,提出残差记忆网络 REMORY。该方法在文本摘要基础上补充有界的软记忆标记(soft memory tokens),以紧凑的隐空间表征弥补上下文压缩损失,提升后续决策表现。

Synthesis Through Simulation: Generating Coherent Enterprise Data via Scalable Agent-System Interaction

👍 3

Tool-calling agents have become central to enterprise AI, yet training and evaluating them at scale remains severely constrained due to business and legal restrictions on enterprise systems, data, and database schemas. Tabular data synthesis offers a natural alternative, but its effectiveness is fun

中文介绍 针对企业级智能体因合规与权限限制缺乏真实训练数据的问题,提出基于仿真的数据合成框架。通过大规模智能体与系统的交互模拟生成连贯的企业级表格与调用数据,有效解决了企业应用场景下高质量训练与评估数据稀缺的难题。

One Block, Multiple Depths: Recurrent Vision Transformers with Depth-Programmed Experts

👍 3

In this work, we show that a single Transformer block, applied recurrently, can match the accuracy of a full-depth vision encoder at comparable inference FLOPs without intermediate feature distillation. reViT restores depth-specific transformations by representing the FFN at each recurrent depth as

中文介绍 提出 reViT,通过循环应用单个 Transformer 块即可匹敌完整深度视觉编码器的精度,且无需特征蒸馏。模型将各循环深度的 FFN 建模为深度可编程专家,在保持相当计算量(FLOPs)的同时大幅减少参数量。

BrickBench: Evaluating Agentic Brick Design

👍 3

We propose BrickBench, a benchmark for agentic text-conditioned LEGO-set design. Given a prompt, an agent is tasked with producing an assembly that not only satisfies semantic and design criteria, but that can also be physically built. To do so, it must select parts from a discrete library and reaso

中文介绍 提出文本驱动的乐高积木设计智能体评测基准 BrickBench。该基准要求智能体根据提示从离散组件库中选件并推理物理搭建约束,生成兼具语义保真度与物理可建造性的拼接方案,全面评估具身设计与装配推理能力。

How to use Claude Opus 5.5 for SEO so well it feels illegal

@NicholasDulait · 3.7K 粉丝 · 226.7K 阅 · 503 赞 · 38 转

THIS IS THE ARTICLE IS WAS NOT GOING TO PUBLISH. It's the most in-depth course you will get on doing SEO with AI (and i'm sharing it all for free). TLDR: 1. How to pick the keywords that pay. 2. Build

中文介绍 一套用 Claude 进行 AI SEO 的实战教程,免费开源核心工作流。重点涵盖如何筛选高变现潜力的关键词、自动化搭建内容矩阵等环节,适合希望通过大模型提升自然搜索流量的创作者。

How to scale your app with an AI UGC Army (Full Workflow)

@jakecastilloooo · 18.7K 粉丝 · 141.1K 阅 · 507 赞 · 40 转

AI UGC (when done correctly) is one of the greatest hacks for finding and scaling winning videos for organic and paid social. (FYI I’m giving away 13 prompts throughout this article AND a AI UGC skill

中文介绍 利用 AI 规模化制作 UGC 视频推广 App 的完整工作流。主要面向社媒自然流增长与付费投放,通过批量产出爆款视频素材实现转化,内含 13 个提示词模板和自动化实操技能配置方案。

Short Thoughts: The AI Cloud Oligopoly, Stages of Grief & a Flashing Bear Market Indicator

@michaeljburry · 2.1M 粉丝 · 133.3K 阅 · 504 赞 · 56 转

Other Peoples’ Money, Market Breadth & Market Structure, The Difference This Time Michael Burry Join the Chat See Trading Posts Read Articles I have recently considered that the tech giants,

中文介绍 著名投资人 Michael Burry 对当前 AI 云计算寡头垄断的宏观思考。从市场宽度、资本结构及潜在熊市信号切入,警示科技巨头过度投资风险,提供与主流 AI 狂热情绪不同的看空观察视角。

The Infinite SaaS Factory

@satyanadella · 9.6M 粉丝 · 82.6K 阅 · 587 赞 · 73 转

So much of what we do at work is still spent working around software. We switch between apps, rebuild context each time, and translate what we want to do into the steps each system expects. AI is

中文介绍 微软 CEO Satya Nadella 探讨 AI 对传统软件的颠覆。指出当前职场人在跨应用切换和重建上下文上消耗大量精力,而 AI 将打破僵化的系统限制,开启按需生成能力的「无限 SaaS 工厂」时代。

How to Cut Your AI Coding Bill to $0 in 10 Minutes (Full Setup)

@igus_ai · 157.8K 粉丝 · 76.2K 阅 · 526 赞 · 7 转

Claude Code costs $2,400 a year. That's the top plan, and it's what a lot of us pay just to code without hitting a wall by lunch. This guide replaces it with a free terminal agent in about 10 minutes:

中文介绍 一套将 AI 编程成本归零的终端配置教程。针对 Claude Code 年费高达 2400 美元的痛点,提供 10 分钟内搭建免费开源终端 Agent 的平替方案,解决高频编码触碰用量额度的问题。

Grok Bot + Opus 5.5: The Ultimate Agent Harness in 10 Steps

@0xMorlex · 3.3K 粉丝 · 62.3K 阅 · 500 赞 · 44 转

Every agent you have used so far came as one package. The harness - the computer, the logins, the memory, the routines - and the brain that drives it were built by the same company and sold together.

中文介绍 提出「框架(Harness)与模型解耦」的 Agent 构建新思路。打破厂商一体化绑定,通过 10 个步骤将外部控制系统(登录、记忆与调度)与顶尖大模型结合,打造高度灵活的定制智能体。

We reverse engineered ChatGPT Intelligent UI. Here's how it actually works

@rabi_guha · 3.1K 粉丝 · 52.8K 阅 · 622 赞 · 31 转

ChatGPT launched Generative UI (finally) and renamed the field over night to Intelligent UI. We had to see how they implemented it. This post is an in depth study of how OpenAI implemented their

中文介绍 对 ChatGPT 刚推出的「智能 UI(Intelligent UI / 生成式 UI)」进行逆向工程深度分析。拆解 OpenAI 在前端动态组件生成、上下文渲染及交互层面的技术实现,硬核揭秘其运行机制。

How to make a cartoon explainer video with Claude

@free_ai_guides · 60.4K 粉丝 · 28.6K 阅 · 501 赞 · 44 转

I made a 78-second cartoon video with one prompt and four approvals. Claude wrote the script, recorded the voice, drew three cartoon characters into 28 shots and cut it all together with captions. My

中文介绍 单条提示词生成卡通动画视频的实操案例。仅通过 4 次交互确认,用 Claude 完成 78 秒视频的全流程制作:包括剧本编写、配音、28 个分镜角色绘制以及带字幕的成片自动剪辑。

how to use AI agents to run your marketing team (the playbook)

@aashatwt · 16.5K 粉丝 · 24.8K 阅 · 513 赞 · 43 转

i haven’t built a million-dollar app yet. but i’ve worked with many of the top AI companies over the last six months, and one thing is obvious: they move so fucking fast. here’s what that speed can

中文介绍 借鉴头部 AI 团队高迭代经验的营销 Agent 实战手册。拆解如何用多智能体替代传统市场团队的日常运作,重塑内容生产与推广流程,为初创团队提供以极低人力实现极速扩张的落地范式。

Why AlphaFold Didn't Solve Protein Folding — Pushmeet Kohli, Google DeepMind & Sal Candido, Biohub

From the Bitter Lesson of AI scaling to the unsolved mysteries of protein folding, Google DeepMind’s Pushmeet Kohli and Biohub’s Sal Candido are rethinking what it takes to build AI that truly understands biology.

中文介绍 Google DeepMind的Pushmeet Kohli与Biohub的Sal Candido共同探讨了AlphaFold为何尚未彻底解决蛋白质折叠问题,并重新审视如何构建真正理解生物学的AI系统。

Impactful scheduling for GPU clusters

中文介绍 Allen AI在Hugging Face博客探讨了GPU集群的高效调度策略,旨在优化算力资源分配并提升AI基础设施的整体运行与训练效益。

We’re putting too much faith in AI’s ability to say no

Ever since people first seriously contemplated giving machines an intelligence modeled on our own, there has never been any question that they would, like us, be able to say no. The sci-fi canon is full of stories of robotic disobedience. Most of these capers are, of course, cautionary. But recently

中文介绍 《麻省理工科技评论》发文探讨公众可能过于迷信AI的拒绝能力,指出尽管科幻作品常描绘机器抗命,但现实中过度信任AI的自主判定与拒绝机制存在安全隐患。

Sophos cuts threat investigation time by 96% with OpenAI Daybreak

Discover how Sophos uses OpenAI’s Daybreak to cut cyber-threat investigation time by 96% and automate 52% of MDR cases while preserving human oversight.

中文介绍 网络安全公司Sophos采用OpenAI的Daybreak工具,将网络威胁调查时间缩短96%,并在保持人工监督的同时实现了52%托管检测与响应(MDR)案例的自动化处理。

Asana cuts model costs 76x in browser tests with GPT-6.1 Sol

Using GPT-6 Astra in Codex, Asana made its browser agent 76x cheaper and 5x faster in tests to offer customers more capable models.

中文介绍 协作软件公司Asana在测试中采用GPT-6 Astra与Codex,使其浏览器代理模型的运行成本降低至原本的1/76(降幅达76倍),响应速度提升5倍。

Roundtables: A Conversation With the Creator of AI-Designed Viruses

Friday, October 16, 2026 Can AI design new life forms? In 2025, Stanford University PhD student Samuel King came up with a preliminary answer when he used a generative AI model to propose genetic blueprints for microscopic viruses. It isn’t yet an example of AI-generated life, but that could be next

中文介绍 斯坦福大学博士生Samuel King接受圆桌访谈,探讨其利用生成式AI模型设计微观病毒遗传蓝图的研究,展现了AI构想生命遗传蓝图的潜力与相关伦理探讨。

[AINews] not much happened today

a quiet day.

中文介绍 Latent Space发布AI行业日常速报,简短总结当天行业动态相对平淡,未出现重大的标志性新闻发布。

How Oracle turns days of work into minutes with ChatGPT and Codex

Across recruiting, engineering, and operations, Oracle turns specialist knowledge into fast, repeatable workflows with ChatGPT Work and Codex.

中文介绍 甲骨文(Oracle)在招聘、工程和运营等部门引入ChatGPT Work与Codex,将原本需要数天完成的专业工作转化为数分钟内即可执行的高效可重复工作流。

Pollo AI turns creative ideas into campaigns with OpenAI

With GPT-5.6, GPT-6 Astra, and GPT‑Image‑2.5, Pollo AI helps creators turn bold ideas into detailed images and cinematic video ads.

中文介绍 Pollo AI结合使用GPT-5.6、GPT-6 Astra以及GPT-Image-2.5技术,帮助创作者将创意构想直接转化为精细图像与电影级视频广告方案。

LegalOn halves Codex costs while maintaining development speed

LegalOn cut estimated daily Codex costs by 65% while maintaining development speed. It matched Astra, Sol, and Luna to tasks and managed budgets strategically.

中文介绍 法律科技公司LegalOn通过战略性地将Astra、Sol和Luna模型与不同任务匹配,在保持开发速度的同时,将每日预估Codex调用成本降低了65%。

AI breakthroughs in robotics won’t change your life any time soon

The story is a collaboration between MIT Technology Review and Aventine, a non-profit research foundation that creates and supports content about how technology and science are changing the way we live. A robot shaped like a human—white with a black head and torso—has been popping up on video feeds.

中文介绍 《麻省理工科技评论》与Aventine合作发文指出,尽管人形机器人等AI突破频现,但受限于技术落地与实用场景,短期内机器人技术并不会对普通人的日常生活产生颠覆性改变。

Building a safer path to autonomous industrial AI

Industrial AI is entering a new phase. After decades of predictive analytics and other specialized applications, advances in foundation models, physical AI, and agentic AI are making it possible to automate more complex tasks across industrial environments. But unlike AI that operates purely in the

中文介绍 工业AI正迈入新阶段,基础模型、具身实体AI与智能体AI的进步使其能自动化处理更复杂的工业任务,业界当前正探索如何构建更安全的路径推进工业自主化部署。

市场总览

全市场资产呈现明显的技术分化态势。美股大盘维持上行格局,SPY 与 QQQ 均线多头排列完好,SPY 现价 778.57 距 52 周高点仅 -0.39%,VIX 回落至 14.84 表明波动率处于低位;加密资产短期动能有所收敛,加密总市值报 2.80T USD(24h 下跌 1.86%),恐慌贪婪指数录得 64(贪婪),BTC 处于 82472.82 附近震荡且 RSI 位于 49.9 中轴;中概股出现单日超跌反弹,如阿里巴巴(+4.08%)与拼多多(+3.63%),但中长周期仍承压于 SMA200 空头排列;商品与外汇方面,黄金期货在 4220.3 延续空头弱势,而美元指数 DX-Y 攀升至 102.23 贴近 52 周高点,美元兑人民币则受压跌至 6.68 且 RSI 超卖(22.5)。

今日关注

SPY S&P 500 ETF (SPY)
偏上行

当前价格 778.57 维持在各均线上方,SMA20 (767.26)、SMA50 (766.84) 与 SMA200 (722.46) 形成多头排列。MACD 指标形成金叉,DIF (2.8422) 位于信号线 (1.8223) 之上且柱状图为正;RSI(14) 报 56.1,处于良性偏强区间,距离 52 周高点仅差 0.39%,整体技术结构保持上行通道。

USDCNY=X 美元 / 人民币 (USDCNY)
偏下行

汇率报价 6.68,均线系统呈现 SMA20 (6.70)、SMA50 (6.72)、SMA200 (6.82) 的空头排列。MACD 位于零轴下方维持死叉(DIF -0.0062 低于 DEA -0.0059)。RSI(14) 下探至 22.5 进入超卖区间,距离 52 周低点仅 0.03%,反映出持续偏弱的单边下行技术形态。

BTC-USD 比特币 (BTC-USD)
中性

当前报价 82472.82,5 日累计回撤 4.63%,价格跌破 SMA20 (84281.08) 但仍受 SMA50 (80717.07) 支撑。长周期 SMA 多头框架未破,但 MACD 动能走弱(DIF 1128.31 低于 DEA 1700.12),RSI(14) 降至 49.9 紧贴 50 中轴,短期多空博弈力量趋于均衡,进入震荡整固状态。

全部资产

^VIX

VIX 恐慌指数

$14.84 -3.70%
5 日
-3.07%
距 52w 高
-58.0%
RSI(14)
45.4
趋势
空头
SMA 20 / 50 / 200
15.65 / 15.49 / 18.07
MACD / 信号
-0.153 / -0.079
MACD 死叉 (3 天前)空头排列

^TNX

10Y 美债收益率 (%)

$5.24 +0.25%
5 日
-0.63%
距 52w 高
-2.2%
RSI(14)
65.8
趋势
多头
SMA 20 / 50 / 200
5.15 / 4.89 / 4.48
MACD / 信号
0.116 / 0.123
MACD 死叉 (1 天前)接近 52 周高多头排列

DX-Y.NYB

美元指数 DXY

$102.23 +0.09%
5 日
+0.30%
距 52w 高
-0.3%
RSI(14)
69.2
趋势
多头
SMA 20 / 50 / 200
101.15 / 100.11 / 99.37
MACD / 信号
0.649 / 0.557
接近 52 周高多头排列

SPY

S&P 500 ETF

$778.57 +0.17%
5 日
+1.91%
距 52w 高
-0.4%
RSI(14)
56.1
趋势
多头
SMA 20 / 50 / 200
767.26 / 766.84 / 722.46
MACD / 信号
2.842 / 1.822
MACD 金叉 (3 天前)接近 52 周高多头排列

QQQ

Nasdaq 100 ETF

$751.27 -0.85%
5 日
+1.25%
距 52w 高
-1.5%
RSI(14)
58.8
趋势
多头
SMA 20 / 50 / 200
735.72 / 723.17 / 671.52
MACD / 信号
9.862 / 8.519
接近 52 周高多头排列

AAPL

Apple

$336.64 -0.01%
5 日
+1.91%
距 52w 高
-2.5%
RSI(14)
61.2
趋势
多头
SMA 20 / 50 / 200
335.17 / 322.32 / 290.42
MACD / 信号
3.551 / 3.981
接近 52 周高多头排列

MSFT

Microsoft

$535.07 +1.00%
5 日
+4.34%
距 52w 高
-3.4%
RSI(14)
61.7
趋势
多头
SMA 20 / 50 / 200
508.13 / 498.77 / 433.75
MACD / 信号
9.920 / 8.754
多头排列

NVDA

Nvidia

$229.28 -3.45%
5 日
-0.68%
距 52w 高
-5.8%
RSI(14)
54.5
趋势
多头
SMA 20 / 50 / 200
226.18 / 221.39 / 201.93
MACD / 信号
4.448 / 3.791
多头排列

GOOGL

Alphabet

$351.66 +0.33%
5 日
+3.97%
距 52w 高
-13.9%
RSI(14)
53.5
趋势
多头
SMA 20 / 50 / 200
345.26 / 345.89 / 339.82
MACD / 信号
0.836 / 0.099
MACD 金叉 (3 天前)多头排列

TSLA

Tesla

$382.70 +1.29%
5 日
+8.07%
距 52w 高
-23.3%
RSI(14)
55.8
趋势
中性
SMA 20 / 50 / 200
367.80 / 353.27 / 391.13
MACD / 信号
4.429 / 3.733
MACD 金叉 (2 天前)

META

Meta

$718.67 -0.37%
5 日
-1.00%
距 52w 高
-7.8%
RSI(14)
57.5
趋势
多头
SMA 20 / 50 / 200
715.65 / 636.14 / 629.85
MACD / 信号
27.441 / 32.256
金叉(SMA50↑SMA200) (2 天前)MACD 死叉 (4 天前)多头排列
加密恐慌贪婪
64
贪婪
加密总市值
$2.80 T
-1.86% / 24h
BTC 主导率
59.1%
ETH 10.8%
24h 成交量
$75.4 B
活跃币 22,120

BTC-USD

Bitcoin

$82,472.82 +0.98%
5 日
-4.63%
距 52w 高
-32.7%
RSI(14)
49.9
趋势
多头
SMA 20 / 50 / 200
84,281.08 / 80,717.07 / 71,855.93
MACD / 信号
1,128.314 / 1,700.121
多头排列

ETH-USD

Ethereum

$2,486.82 +0.60%
5 日
-8.79%
距 52w 高
-43.4%
RSI(14)
39.1
趋势
中性
SMA 20 / 50 / 200
2,669.70 / 2,554.21 / 2,130.30
MACD / 信号
13.171 / 49.101

SOL-USD

Solana

$109.28 -0.15%
5 日
-10.08%
距 52w 高
-51.3%
RSI(14)
42.9
趋势
多头
SMA 20 / 50 / 200
117.82 / 108.21 / 86.61
MACD / 信号
2.213 / 4.074
多头排列

BABA

阿里巴巴 (BABA)

$111.37 +4.08%
5 日
+3.65%
距 52w 高
-39.0%
RSI(14)
39.1
趋势
空头
SMA 20 / 50 / 200
109.51 / 116.38 / 130.13
MACD / 信号
-2.112 / -2.098
MACD 死叉 (今天)空头排列

PDD

拼多多 (PDD)

$81.35 +3.63%
5 日
+6.34%
距 52w 高
-41.6%
RSI(14)
45.2
趋势
空头
SMA 20 / 50 / 200
78.21 / 83.20 / 93.92
MACD / 信号
-1.291 / -1.616
MACD 金叉 (3 天前)空头排列

JD

京东 (JD)

$27.09 +0.22%
5 日
+2.73%
距 52w 高
-22.7%
RSI(14)
46.6
趋势
空头
SMA 20 / 50 / 200
26.77 / 28.64 / 28.84
MACD / 信号
-0.457 / -0.586
死叉(SMA50↓SMA200) (2 天前)MACD 金叉 (3 天前)空头排列

0700.HK

腾讯控股 (0700.HK)

HK$424.80 +3.26%
5 日
+0.85%
距 52w 高
-36.5%
RSI(14)
45.8
趋势
空头
SMA 20 / 50 / 200
430.29 / 444.41 / 494.29
MACD / 信号
-5.726 / -4.862
空头排列

GC=F

黄金期货

$4,220.30 +1.52%
5 日
+1.39%
距 52w 高
-24.5%
RSI(14)
43.9
趋势
空头
SMA 20 / 50 / 200
4,267.80 / 4,377.05 / 4,548.04
MACD / 信号
-64.066 / -57.956
空头排列

CL=F

WTI 原油期货

$91.66 +0.19%
5 日
+0.60%
距 52w 高
-23.3%
RSI(14)
49.7
趋势
多头
SMA 20 / 50 / 200
94.40 / 89.20 / 83.23
MACD / 信号
-0.296 / 0.451
多头排列

USDCNY=X

美元 / 人民币

¥6.68 -0.28%
5 日
-0.32%
距 52w 高
-7.1%
RSI(14)
22.5
趋势
空头
SMA 20 / 50 / 200
6.70 / 6.72 / 6.82
MACD / 信号
-0.006 / -0.006
MACD 死叉 (今天)RSI 超卖接近 52 周低空头排列
风险提示

本报告基于公开历史行情计算之技术指标,过去走势不代表未来表现。报告内容仅供技术指标解读参考,不构成任何形式的投资建议或操作指引,市场波动风险需自主审慎评估。

Israeli drone attack wounds six in Lebanon near Syria border

Five Syrians and one Lebanese wounded in latest Israeli attack, Lebanon's health authorities say.

中文摘要 黎巴嫩卫生部门表示,以色列在靠近叙利亚边境地区发动无人机袭击,导致6人受伤,其中包括5名叙利亚人和1名黎巴嫩人。

Trump announces deal for Russian diesel as Zelensky calls it a gift to Putin

Ukraine's president sharply criticised the move, calling it an "investment in war that must be ended, not prolonged".

中文摘要 特朗普宣布达成购买俄罗斯柴油的协议。乌克兰总统泽连斯基对此强烈批评,称该交易是对普京的礼物,属于对战争的投资,将延长冲突而非终结战事。

Powerful 7.7-magnitude earthquake strikes Panama and triggers panic in capital

The quake caused buildings and roads to collapse but the country appeared to escape widespread destruction or deaths A magnitude 7.7 earthquake struck southern Panama on Friday, damaging buildings and sending thousands into the streets, but the country appeared to escape widespread destruction or de

中文摘要 巴拿马南部发生7.7级强震,引发首都恐慌并导致部分建筑和道路受损倒塌,数千人涌上街头避险。初步数据显示该国避免了大范围毁灭性破坏或人员死亡。

US immigration officials defend ICE agents who shot man in same car as child

Oscar Belgal, the 28-year-old man, survived the shooting and is now being held at a detention facility outside of New York, officials said.

中文摘要 美国移民官员为开枪击中一名与儿童同车男子的移民与海关执法局(ICE)特工辩护。28岁伤者奥斯卡·贝尔加尔幸免于难,目前被关押在纽约郊外拘留所。

Attacker in FlyDubai Flight Meant to Crash Into Israeli Airport, Emiratis Say

The attorney general of the United Arab Emirates said that the co-pilot had been inspired by the Sept. 11 attacks after years of developing extreme Islamist views.

中文摘要 阿联酋总检察长表示,迪拜航空一名副驾驶在长期形成极端伊斯兰观点后受到「9·11」袭击事件启发,曾企图驾驶客机撞向以色列机场。

Intercommunal clashes kill 71 people in South Sudan

Government security forces regain control of Rumbek town after outsiders attempted to seize the area.

中文摘要 南苏丹爆发族群冲突,已造成71人死亡。在外部武装势力企图占领伦贝克镇后,南苏丹政府安全部队已重新夺回该地区的控制权。

Questions remain over Ebola patient who travelled across three nations undetected

Fresh details reveal how the 40-year-old businessman flew and crossed regional borders while seriously ill.

中文摘要 最新细节显示,一名40岁的商人在身患重病的情况下乘机并穿越三国边境未被拦截,这一涉及埃博拉患者跨境移动的事件引发各方对防疫筛查漏洞的严重质疑。

Iran war live: Kremlin says Trump welcomed Russia’s effort in Iran deal

The Kremlin says the US president welcomes Russia's involvement in efforts aimed at reaching a settlement over Iran.

中文摘要 克里姆林宫表示,美国总统对俄罗斯参与促成伊朗问题和解的努力表示欢迎,俄方正持续参与旨在推动达成伊朗协议的相关外交与斡旋工作。

Zelenskyy furious as Trump announces deal to buy Russian diesel

President says deal essential to lower US fuel prices but move set to create fresh crisis with Ukraine and Nato allies US politics – live updates Donald Trump was on a fresh collision course with the Ukrainian president, Volodymyr Zelenskyy, and European allies on Friday after a stunning agreement t

中文摘要 特朗普宣布达成购买俄罗斯柴油的协议,称此举对降低美国燃油价格至关重要。乌克兰总统泽连斯基对此表示愤怒,该交易加剧了美方与乌克兰及北约盟友的矛盾。

7.7-Magnitude Panama Earthquake Sets Off Series of Aftershocks

The quake, which had a preliminary magnitude of 7.7, was centered in the country’s southern region.

中文摘要 巴拿马南部地区发生初测为7.7级的强烈地震,震源位于该国南部。强震随后引发了一系列余震,目前当地正密切监测灾情与潜在海啸风险。

Thousands of security personnel deployed as Delhi braces for ‘cockroach’ protest

Several trains to Delhi have been cancelled and dozens of metro stations are shut to stop protesters from gathering.

中文摘要 为防范抗议活动集结,印度德里部署了数千名安保人员。当局取消了数趟开往德里的火车列车,并关闭数十座地铁站,以阻止抗议人群聚集。

Human Rights Lawyer Navi Pillay Is Awarded Nobel Peace Prize

Ms. Pillay has served as a judge in her native South Africa and on international courts investigating war crimes. She led a U.N. panel that determined that Israel had committed genocide against Palestinians in Gaza, a finding the Israeli government rejected.

中文摘要 南非人权律师纳维·皮莱获颁诺贝尔和平奖。她曾任南非及国际法庭法官调查战争罪,并曾牵头联合国调查小组认定以色列在加沙构成种族灭绝,以色列政府否认该结论。

Women with PMOS should get subsidised weight-loss drugs, Australian advocates say

With GLP-1s to treat the condition not specifically approved by the TGA, patients are being prescribed them off-label Get our breaking news email, free app or daily news podcast Women living with a chronic hormonal condition should have access to taxpayer-funded weight-loss medications, advocates sa

中文摘要 澳大利亚健康倡导者呼吁政府为患有慢性激素疾病的女性提供GLP-1减肥药补贴。目前该药未获澳药监局(TGA)针对该病正式批准,多以超说明书方式开具。

Inside Erik Prince’s Mercenary Deal in Congo

The injury of a former Green Beret and death of an elite soldier from New Zealand have highlighted the Blackwater founder’s growing role in one of Africa’s most intractable conflicts.

中文摘要 黑水公司创始人埃里克·普林斯在刚果的雇佣兵合同曝光。一名美军前绿贝雷队员受伤及一名新西兰士兵死亡事件,揭示出普林斯在非洲冲突中日渐深入的介入角色。

Trump announces deal for Russian diesel as Zelensky calls it a gift to Putin

Ukraine's president sharply criticised the move, calling it an "investment in war that must be ended, not prolonged".

中文摘要 特朗普宣布与俄罗斯达成采购柴油的协议。乌克兰总统泽连斯基对此予以强烈批评,称该交易是给普京的「礼物」,并指责此举是在对一场本应结束而非延长的战争进行投资。

Trump Says Putin to Supply US With Diesel

Bloomberg Television brings you the latest news and analysis leading up to the final minutes and seconds before and after the closing bell on Wall Street. Today's guests are ProShares' Alessio De Longis, Flexport's Ryan Peterson, Raymond James & Associates' Inc Savanthi Syth, Council of Economic Adv

中文摘要 特朗普表示俄罗斯总统普京将向美国供应柴油。彭博电视在华尔街收盘节目前后追踪该消息及市场分析,嘉宾包括ProShares、Flexport以及雷蒙德詹姆斯的行业高管与分析师。

Wall Street Week | Michigan Manufacturing, AI Debt Investments, Baby Bonds, Canadian Coal Fight

This week, Ford, JPMorgan and the state of Michigan team up to help domestic manufacturers turn new technology into factories and supply chains. And, hyperscalers and data centers are borrowing hundreds of billions of dollars to finance AI infrastructure, transforming the corporate bond market. Plus

中文摘要 福特汽车、摩根大通与密歇根州政府联手,协助美国本土制造业将新技术落地为工厂与供应链;与此同时,超大规模云服务商与数据中心正大举借入数千亿美元为人工智能基础设施融资,重塑企业信贷。

Flexport CEO on Oil Tanker Costs, Diesel Prices

Flexport CEO, Chairman, and Founder, discusses oil tanker costs, diesel prices and AI in an interview with Romaine Bostick on "The Close." (Source: Bloomberg)

中文摘要 物流平台Flexport首席执行官、董事长兼创始人接受彭博电视采访,就当前油轮运输成本、柴油价格走势以及人工智能在供应链领域的应用与影响展开了讨论。

Boots has a new owner: Three ways it could affect you

The stalwart of Britain's High Street has been sold to a Canadian billionaire family. What will that mean for you?

中文摘要 英国老牌连锁零售与药妆巨头博姿(Boots)已被出售给一个加拿大亿万富翁家族。作为英国主要商业街的核心支柱,该交易的完成预计将对英国消费者的零售和药房服务带来多方面影响。

Atomic Machines CEO on Developing 'Micro-Machines'

Atomic Machines CEO Jeffrey Holden discusses a new kind of factory that takes digital code and produces 'micro-machines.' He says the technology is being developed to support a broader range of 'micro-machines.' He speaks with Romaine Bostick on "The Close." (Source: Bloomberg)

中文摘要 制造科技公司Atomic Machines首席执行官杰弗里·霍尔登表示,公司正在开发一种利用数字代码直接生产「微型机器」的新型工厂技术,未来该技术将支持生产范围更广泛的微型精密设备。

Analysis: Trump's shock Russia deal highlights mounting pressure to curb fuel prices

The US president hopes to ease his party's pain before next month's midterm elections, writes the BBC's North America correspondent.

中文摘要 BBC分析指出,美国总统特朗普与俄罗斯达成燃料协议的举动,凸显了美国国内抑制燃油价格的巨大政治压力。特朗普希望在即将到来的中期选举前平抑油价,以减轻其所在政党的选情压力。

Bambusa Therapeutics Files for IPO to Fund Eczema Drug Trials

Bambusa Therapeutics Inc. filed for a initial public offering to help fund trials of its drugs to treat eczema and other inflammation disorders.

中文摘要 生物制药公司Bambusa Therapeutics提交首次公开募股(IPO)申请。该公司计划通过上市募集资金,用于推进其治疗湿疹及其他炎症性疾病药物的临床试验。

Trump agrees deal with Putin for Russia to release diesel

Pact between Washington and Moscow comes just weeks before critical midterm elections in the US

中文摘要 美国前总统/总统特朗普与俄罗斯总统普京达成协议,促使俄方供应柴油。华盛顿与莫斯科之间的这项协议是在美国关键中期选举前数周达成的,旨在缓解国内燃料供给压力。

Wall Street Rallies Ahead of Next Week's Earnings | Closing Bell

Comprehensive cross-platform coverage of the U.S. market close on Bloomberg Television, Bloomberg Radio, and YouTube with Romaine Bostick, Sally Bakewell, Carol Massar and Jess Menton. (Source: Bloomberg)

中文摘要 在下周最新财报季开启前,美股华尔街市场迎来反弹上涨。彭博电视及广播节目全面回顾并报道了美国股市收盘表现,分析了财报出炉前投资者的市场情绪与资金动态。

Why OpenAI’s revenue numbers really matter

Vague figures may lay the groundwork for inflated valuations when much-hyped companies finally go public

中文摘要 《金融时报》分析指出OpenAI的营收数据对市场至关重要。若备受关注的高热度科技公司披露的数据含糊不清,可能会在最终公开上市时推高虚高估值,从而埋下市场估值过热的隐患。

SpaceX’s Wireless Threat Rises With Spectrum Deal

SpaceX investors are finally getting some reprieve after months of being whipsawed by volatility as the Elon Musk-led company’s stock breaks above the level it’s been stuck below since July. SpaceX is closing in on a crucial swath of spectrum needed to turn the rocket, satellite and AI company into

中文摘要 埃隆·马斯克旗下的SpaceX正接近获得无线频谱资源的关键协议,对传统无线通信行业构成挑战;随着这一利好,数月来遭受波动困扰的投资者获得喘息,公司估值股价突破了自7月以来的盘整区间。