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2026-06-05

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chopratejas/headroom

Python · ★ 12,374 · 🍴 807 · 📈 3,139 stars today

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, same answers. Library, proxy, MCP server.

中文介绍 在传递给LLM之前压缩工具输出、日志、文件和RAG块,减少60-95%的token消耗同时保持答案不变。以库、代理或MCP服务器形式集成,适用于降低API成本、提升效率的AI开发场景。

NousResearch/hermes-agent

Python · ★ 180,910 · 🍴 31,033 · 📈 1,951 stars today

The agent that grows with you

中文介绍 一个随用户成长而进化的AI代理框架,注重可扩展性与个性化定制。支持技能、记忆、安全等模块,适合需要长期适配的智能助手应用场景。

affaan-m/ECC

JavaScript · ★ 207,172 · 🍴 31,806 · 📈 1,736 stars today

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

中文介绍 为Claude Code、Codex等代码代理设计的性能优化系统,集成技能、记忆、安全等模块,以研究驱动的方式提升代理执行效率,适用于AI辅助编程工具链深度优化。

PaddlePaddle/PaddleOCR

Python · ★ 79,832 · 🍴 10,597 · 📈 105 stars today

Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.

中文介绍 轻量级OCR工具包,支持100+语言,可将PDF或图片文档转为结构化数据,直接对接LLM。适用于文档数字化、发票识别、表格提取等场景,填补图像与AI之间的鸿沟。

github/spec-kit

Python · ★ 108,549 · 🍴 9,594 · 📈 311 stars today

💫 Toolkit to help you get started with Spec-Driven Development

中文介绍 GitHub推出的规范驱动开发(Spec-Driven Development)工具包,提供模板、指南和最佳实践,帮助团队从需求规范出发,系统化构建高质量软件。

NVIDIA/cosmos

Jupyter Notebook · ★ 8,974 · 🍴 579 · 📈 244 stars today

NVIDIA Cosmos is an open platform of world models, datasets, and tools that enables developers to build Physical AI for robots, autonomous vehicles, smart infrastructure, and more.

中文介绍 NVIDIA开源的物理AI平台,提供世界模型、数据集和工具,用于构建机器人、自动驾驶、智能基础设施等物理智能系统,降低开发门槛。

lfnovo/open-notebook

TypeScript · ★ 24,962 · 🍴 2,910 · 📈 482 stars today

An Open Source implementation of Notebook LM with more flexibility and features

中文介绍 Notebook LM的开源实现,支持自托管,具备更灵活的文档笔记、内容生成与AI辅助功能,适合偏好隐私控制或需要自定义功能的用户。

Open-LLM-VTuber/Open-LLM-VTuber

Python · ★ 9,559 · 🍴 1,148 · 📈 583 stars today

Talk to any LLM with hands-free voice interaction, voice interruption, and Live2D taking face running locally across platforms

中文介绍 跨平台本地运行的VTuber应用,支持与任意LLM免提语音交互、语音打断及Live2D面部动画。适用于虚拟直播、AI聊天伴侣等需要实时语音+视觉交互的场景。

jwasham/coding-interview-university

★ 349,690 · 🍴 83,224 · 📈 740 stars today

A complete computer science study plan to become a software engineer.

中文介绍 完整的计算机科学学习计划,涵盖算法、数据结构、系统设计等知识,系统性地帮助求职者准备软件工程师面试,适合转行或夯实基础的自学者。

github/copilot-sdk

Java · ★ 8,954 · 🍴 1,210 · 📈 107 stars today

Multi-platform SDK for integrating GitHub Copilot Agent into apps and services

中文介绍 GitHub官方推出的多平台SDK,用于将Copilot Agent集成到自有应用和服务中,支持自定义指令、上下文注入,适合构建基于代码的AI助手。

aquasecurity/trivy

Go · ★ 35,656 · 🍴 430 · 📈 255 stars today

Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more

中文介绍 全能安全扫描器,可检测容器、Kubernetes、代码仓库、云环境中的漏洞、错误配置、密钥泄露和SBOM,适合DevSecOps流程中的持续安全审计。

openclaw/openclaw-windows-node

C# · ★ 1,310 · 🍴 167 · 📈 358 stars today

Windows companion suite for OpenClaw - System Tray app, Shared library, Node, and PowerToys Command Palette extension

中文介绍 OpenClaw的Windows配套套件,包含系统托盘应用、共享库、Node模块和PowerToys命令面板扩展,提供便捷的桌面集成与扩展能力。

reconurge/flowsint

TypeScript · ★ 5,286 · 🍴 637 · 📈 308 stars today

A modern platform for visual, flexible, and extensible graph-based investigations. For cybersecurity analysts and investigators.

中文介绍 面向网络安全分析师的图形化调查平台,支持灵活扩展的图结构分析和可视化,适用于威胁情报关联、事件溯源等复杂调查场景。

mvanhorn/last30days-skill

Python · ★ 27,545 · 🍴 2,345 · 📈 173 stars today

AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary

中文介绍 AI代理技能,可跨Reddit、X、YouTube、Hacker News、Polymarket等多平台研究任意主题,并综合生成基于事实的摘要,适合信息获取与舆情分析。

Cosmos 3: Omnimodal World Models for Physical AI

👍 64

We introduce Cosmos 3, a family of omnimodal world models designed to jointly process and generate language, image, video, audio, and action sequences within a unified mixture-of-transformers architecture. By supporting highly flexible input-output configurations, Cosmos 3 seamlessly unifies critica

中文介绍 Cosmos 3是一族全模态世界模型,采用统一的mixture-of-transformers架构,联合处理与生成语言、图像、视频、音频和动作序列。支持灵活输入输出配置,统一关键模态,为物理AI提供基础。

Where Do Deep-Research Agents Go Wrong? Span-Level Error Localization in Agent Trajectories

👍 44

Deep-research agents solve tasks through long trajectories of search, tool use, evidence inspection, and answer synthesis. Evaluation based on final answers shows whether an agent succeeds, but not which parts of the trajectory make the answer unreliable. We study span-level error localization for d

中文介绍 针对深度研究代理长轨迹中的错误定位,提出span级错误定位方法。通过分析搜索、工具使用、证据检查等环节,定位导致答案不可靠的具体片段,超越仅基于最终答案的评估。

Reproducing, Analyzing, and Detecting Reward Hacking in Rubric-Based Reinforcement Learning

👍 35

Rubric-based reinforcement learning (RL) uses an LLM-as-a-Judge (LaaJ) to score model outputs according to rubrics as rewards. However, policy models may exploit latent biases in the judge, leading to reward hacking and ineffective or unsafe training outcomes. In real-world rubric-based RL, such hac

中文介绍 在基于评分的强化学习中,策略模型可能利用LLM评判器的潜在偏差导致奖励破解。本文重现并分析了此类破解,提出检测方法以保障训练安全性,避免无效或不安全结果。

OVO-S-Bench: A Hierarchical Benchmark for Streaming Spatial Intelligence in Multimodal LLMs

👍 28

Multimodal agents in robotics, AR, and autonomous driving must reason about places and layouts from continuous egocentric streams, often using evidence outside the current view. Existing benchmarks either evaluate offline over full videos or target events rather than spatial structure. We introduce

中文介绍 提出OVO-S-Bench,用于评估多模态大模型在连续自中心视频流中的空间推理能力。通过层次化基准测试,考察模型对超出当前视野的空间布局和场所的理解,面向机器人、AR和自动驾驶。

ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning

👍 24

Large Reasoning Models (LRMs) have achieved remarkable progress thanks to Reinforcement Learning with Verifiable Rewards (RLVR) on Chain-of-Thoughts (CoTs). However, since long CoTs naturally contain trial and errors and mainstream RLVR approaches choose outcome-correct CoT trajectories for memoriza

中文介绍 大推理模型通过可验证奖励的强化学习在思维链上取得进展。但长CoT包含试错,主流RLVR只选择结果正确的轨迹。提出ThoughtFold,通过内省偏好学习折叠推理链,改进训练效率。

M^3Eval: Multi-Modal Memory Evaluation through Cognitively-Grounded Video Tasks

👍 24

As multi-modal models advance towards long-form video understanding, memory emerges as a critical capability. Despite substantial efforts in developing video datasets and benchmarks, existing works primarily focus on perception and reasoning, without systematically evaluating memory: what models ret

中文介绍 多模态模型长视频理解中记忆能力至关重要。现有基准聚焦感知与推理,缺乏系统记忆评估。提出M^3Eval,通过认知启发的视频任务评估模型记忆能力。

Streaming Communication in Multi-Agent Reasoning

👍 22

Multi-agent reasoning systems adopt a "generate-then-transfer" paradigm that forces end-to-end latency to scale linearly with pipeline depth. We introduce StreamMA, a multi-agent reasoning system that streams each reasoning step to downstream agents as soon as it is generated, pipelining adjacent ag

中文介绍 多智能体推理系统采用「生成-传递」范式导致延迟随流水线深度线性增长。提出StreamMA,将每一步推理结果流式传输给下游智能体,实现相邻智能体流水线化,降低端到端延迟。

Benchmarks are Not Enough: RAMP for Runtime Assessing of Agentic Models in Production Systems

👍 20

LLM agents are rapidly evolving from coding assistants into autonomous software engineering systems. However, existing evaluation methodologies remain largely centered on static, isolated, and short-horizon benchmarks that fail to capture the dynamic complexity of real-world production workflows. As

中文介绍 LLM代理从代码助手演进为自主软件工程系统,现有静态基准无法捕捉生产动态复杂性。提出RAMP,用于运行时评估代理模型在生产系统中的表现,弥补基准不足。

MemTrain: Self-Supervised Context Memory Training

👍 13

Memory is an indispensable capability for long-horizon LLM agents, enabling them to preserve and utilize information accumulated across extended interactions. Existing memory-agent approaches are typically trained end-to-end with reinforcement learning on downstream tasks. However, collecting high-q

中文介绍 长时LLM代理需要记忆能力。现有方法需在下游任务上用RL端到端训练,但高质量长期交互数据难收集。提出MemTrain,通过自监督方式训练上下文记忆,无需下游任务标签。

MMG2Skill: Can Agents Distill In-the-Wild Guides into Self-Evolving Skills?

👍 12

Abundant procedural knowledge on the Web holds great potential for helping agents solve long-horizon tasks. However, such knowledge is often multimodal, heterogeneous, noisy, and implicitly assumes human executors, making it difficult to use directly as the skills required by agents. To bridge the g

中文介绍 Web上丰富的程序知识是异构、多模态、带噪音的,且隐含人类执行者假设。提出MMG2Skill,让代理从野外指南中蒸馏出可自我进化的技能,弥合知识与代理所需技能之间的鸿沟。

Filter, Then Reweight: Rethinking Optimization Granularity in On-Policy Distillation

👍 11

On-Policy distillation (OPD) in large language models is shifting from full-trace KL supervision toward more selective training paradigms. Recent OPD methods increasingly focus on selecting which trajectories to learn from, which tokens are most informative, and which supervision signals are most re

中文介绍 在线策略蒸馏正向选择性训练范式转变。本文重新思考优化粒度,提出先过滤再重加权的方法,选择更有信息的轨迹、令牌和监督信号进行学习,提升蒸馏效率。

MapAgent: An Industrial-Grade Agentic Framework for City-scale Lane-level Map Generation

👍 11

Lane-level maps are critical infrastructure for autonomous driving and lane-level navigation, yet constructing and maintaining standardized lane networks for hundreds of cities remains highly labor-intensive. Recent end-to-end vectorized mapping methods can predict lane geometry and topology directl

中文介绍 车道级地图是自动驾驶的关键基础设施,但人工构建数百城市的标准车道网络劳动密集。提出MapAgent,一个工业级代理框架,通过智能体协作自动生成车道几何与拓扑。

ZipSplat: Fewer Gaussians, Better Splats

👍 10

Feed-forward 3D Gaussian Splatting methods reconstruct a scene from posed or pose-free images in a single forward pass, yet current approaches predict one Gaussian per input pixel, tying the representation budget to camera resolution rather than scene complexity. A flat wall and a richly textured ob

中文介绍 前馈3D高斯泼溅方法每像素预测一个高斯,表示预算受限于相机分辨率而非场景复杂度。提出ZipSplat,以更少高斯实现更好的泼溅效果,根据场景复杂度自适应分配表示资源。

KletterMix: Climbing Toward High-Quality German Pretraining Data

👍 10

High-quality pretraining data is a central ingredient in modern language models, but German-language resources remain far less developed than their English counterparts: they are often smaller, less carefully curated, weakly documented, and rarely validated through controlled training experiments. W

中文介绍 高质量预训练数据对语言模型至关重要,但德语资源远少于英语:规模小、筛选差、文档弱。提出KletterMix,旨在系统构建高质量德语预训练数据,并通过受控训练实验验证。

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?

👍 9

Scientific and engineering progress is fundamentally a long-horizon iterative process: proposing changes, running experiments, measuring outcomes, and continuously refining artifacts. Yet existing benchmarks for frontier models primarily evaluate either single-turn responses or short-horizon agent t

中文介绍 科学和工程进步本质是长周期迭代过程:提出变更、运行实验、测量结果、优化工件。现有基准评估单轮或短周期任务。提出AutoLab,评估前沿模型在自动科研和工程长周期任务上的能力。

WebRISE: Requirement-Induced State Evaluation for MLLM-Generated Web Artifacts

👍 8

Existing benchmarks for MLLM-generated web artifacts assess interaction through local evidence and miss the requirement-induced states and transitions that determine whether a page works. We introduce WebRISE, which compiles task requirements into Interaction Contract Graphs (ICGs) of observable sta

中文介绍 现有MLLM生成网页工件基准通过局部证据评估交互,忽略需求诱导的状态和转换。提出WebRISE,编译任务需求为交互合约图(ICG),对可观测状态和转换进行验证。

AUDITFLOW: Executable Symbolic Environments for Structured Financial Reporting Verification

👍 6

Structured financial audit verification is difficult for language-model agents because correctness depends on structured evidence rather than text alone. A model must link reported facts to taxonomy concepts, traverse calculation or dimensional relations, and recompute expected values before applyin

中文介绍 结构化财务审计验证对语言模型代理困难,因为正确性依赖于结构化证据而非文本。提出AUDITFLOW,构建可执行符号环境,让代理链接报告事实与分类概念、遍历计算关系并重新计算预期值。

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions

👍 5

How can a population of agents self-orchestrate and self-adapt into stronger collective intelligence without centralized control? Inspired by Friedrich Hayek's economic theory of decentralized coordination in markets, we study this question through an agent economy in which agents compete via auctio

中文介绍 受哈耶克经济理论启发,研究去中心化市场中智能体如何通过拍卖竞争自我组织为更强的集体智能。提出智能体经济,无需中心控制,通过经济交互涌现集体智慧。

BraveGuard: From Open-World Threats to Safer Computer-Use Agents

👍 5

Computer-use agents extend language models from text generation to sustained interaction with files, terminals, browsers, and external tools. This shift creates safety risks that are difficult to detect from isolated prompts or final responses, because harm often emerges only through multi-step exec

中文介绍 计算机使用代理在文件、终端、浏览器等持续交互中引入安全风险,且危害常通过多步操作显现。提出BraveGuard,防范开放世界威胁,保障代理安全。

Access Sets Matter: Budgeting Expert Reads for Scalable Weight-Space Model Merging

👍 4

Weight-space model merging is usually formulated as an algebraic operation on checkpoints, yet at LLM scale the limiting resource is often the set of expert weights that must be read. We introduce MergePipe, a budget-aware execution layer that casts LLM merging as an expert access-set problem: given

中文介绍 权重空间模型合并通常视为代数操作,但在LLM规模下限制因素是专家权重读取集。提出MergePipe,一种预算感知的执行层,将LLM合并建模为专家访问集问题,优化读取预算以实现可扩展合并。

Context as Topology: Why Your Agent's Memory Forgets, and How Structure Escapes It

@elpresidank · 116 粉丝 · 2.9M 阅 · 543 赞 · 35 转

Most AI agent memory is built on embeddings. And there's now a proof that this entire class of system is going to forget what you stored in it — and confidently make up things you never stored at all.

中文介绍 探讨AI代理记忆基于嵌入的局限性,最新证明该类系统会遗忘存储内容并虚构未存信息。提出将记忆视为拓扑结构,跳出传统嵌入方法,为记忆架构提供新视角。

How to master Dynamic Workflows in Claude Code: 6 patterns and 14 steps Anthropic engineers actually

@0xCodez · 3.3K 粉丝 · 637.2K 阅 · 510 赞 · 59 转

Most Claude Code users still write their workflows by hand. They chain prompts, copy outputs, paste them into the next prompt, fix what went wrong, repeat. 9 out of 10 builders haven’t tried Dynamic

中文介绍 分享Claude Code动态工作流6种模式与14个步骤,指出90%开发者仍手工编写工作流,未利用动态功能。教程性质,帮助用户掌握智能体自主编排工作流的能力。

Generative UI Is the New Frontend

@Saboo_Shubham_ · 116.2K 粉丝 · 263.3K 阅 · 517 赞 · 74 转

The frontend used to be a fixed thing. Designers drew it. Engineers built it. Users got what shipped. That's over. The interfaces shipping in 2026 are drawn partly by the agent itself, in real time,

中文介绍 生成式UI成为前端新范式——2026年界面由智能体实时绘制,不再固化。打破设计师-工程师-用户的线性流程,前端从静态产物变为动态生成过程。

State of Memory in Agent Harness

@mem0ai · 17.6K 粉丝 · 82.8K 阅 · 520 赞 · 60 转

Agent harnesses are where AI software actually runs. Cursor, Devin, Claude Code, Codex: these environments handle context, orchestrate tools, coordinate agents, and increasingly, manage memory. The

中文介绍 盘点Agent Harness(Cursor、Devin、Claude Code、Codex等)的内存管理现状。这些环境处理上下文、编排工具与协调智能体,内存管理日益成为核心挑战。

A harness for every task: dynamic workflows in Claude Code

@trq212 · 263.1K 粉丝 · 75.7K 阅 · 542 赞 · 36 转

Last week, we released dynamic workflows in Claude Code. Claude can now write its own harness on the fly, custom-built for the task at hand. While the default Claude Code harness is built for coding,

中文介绍 Claude Code发布动态工作流功能:智能体可即时编写自定义harness,为每项任务动态生成执行环境,不再依赖固定模板,大幅提升灵活性与效率。

A Functional Taxonomy of World Models

@drfeifei · 738.0K 粉丝 · 72.2K 阅 · 699 赞 · 144 转

“The world is everything that is the case.” — Ludwig Wittgenstein, Tractatus Logico-Philosophicus, 1921 The world is not made of words. In an earlier essay, we argued that spatial intelligence is AI’s

中文介绍 提出世界模型的功能分类法。引用维特根斯坦“世界就是实际情况”,延续此前关于空间智能的论述,探讨AI如何超越语言构建对世界的多维理解。

How to Build a Custom Agent Harness

@sydneyrunkle · 7.5K 粉丝 · 69.5K 阅 · 511 赞 · 74 转

Building useful agents is largely about customization: connecting your agent to the right context, data, and environment(s) for the task at hand. At its core, an agent is a model calling tools in a

中文介绍 教程:如何构建自定义Agent Harness。核心是将智能体连接到正确的上下文、数据和环境,实现针对任务的定制化,避免使用通用框架的局限。

Every Agentic Engineering Hack I Know (June 2026)

@mvanhorn · 27.6K 粉丝 · 54.5K 阅 · 545 赞 · 44 转

Three months ago I posted "Every Claude Code Hack I Know." It hit 913K views. @kevinrose had asked what IDE to use, and my answer was: "No IDE. Just plan.md files and voice." This used to be called

中文介绍 总结2026年6月所有智能体工程技巧。延续此前爆款帖(91万观看),核心思路:不用IDE,用plan.md文件+语音驱动开发,强调最小化工具依赖。

Your token spend is an AI architecture problem, not just a model problem

@jainarvind · 9.3K 粉丝 · 53.7K 阅 · 505 赞 · 68 转

Enterprise AI token spend is scaling quickly, especially as the technology shifts from simple chat assistants into coding agents, AI coworkers, and long-running workflows. These systems do far more

中文介绍 企业AI token消耗快速增长,问题根源在架构设计而非模型本身。从聊天助手转向编码智能体、AI同事等长期工作流,token开销因架构不合理而失控。

10 HERMES AGENT HACKS THAT TURNED MY CHAT AGENT INTO A 24/7 SYSTEM

@IBuzovskyi · 1.2K 粉丝 · 50.1K 阅 · 500 赞 · 51 转

These 10 Hermes Agent hacks saved me 15+ hours every week - and they work for any workflow you run repeatedly. Content, software development, business operations, client management, research, sales.

中文介绍 10个Hermes Agent技巧,将聊天智能体变为24/7自动化系统。适用于内容、软件开发、业务运营等重复工作流,每周节省15小时以上,强调实用性强。

Feedback loops: Help Claude Code complete ambitious tasks with less babysitting

@delba_oliveira · 74.0K 粉丝 · 37.4K 阅 · 533 赞 · 38 转

As we delegate more ambitious tasks to Claude, it becomes increasingly important that it can verify its own work. The more Claude can self-verify: the more independently it can work on long-running

中文介绍 通过反馈循环让Claude Code自我验证,减少人工监督。自主验证能力越强,智能体越能独立完成长期复杂任务,提升任务交付的可靠性与效率。

Don't let your agent guess, give it runtime context

@ericzakariasson · 67.9K 粉丝 · 37.3K 阅 · 507 赞 · 27 转

If you've ever watched an agent try to fix a bug, you've watched it guess. It reads the code, comes up with a theory, makes an edit, and hopes. Sometimes it's right. A lot of the time you get a fix

中文介绍 智能体修Bug时常靠猜测。应给予运行时上下文(如错误日志、环境状态)而非仅代码,让智能体基于事实而非猜想行动,显著提高修复成功率。

May Recap, June Direction: Building the Agent-Native Internet

@OptimaiNetwork · 98.8K 粉丝 · 5.7K 阅 · 542 赞 · 110 转

May was an important month for OptimAI because it marked a shift from proving the product to expanding the platform. The broader market is moving in the same direction: AI is no longer just about

中文介绍 OptimAI五月回顾与六月方向:从验证产品转向扩展平台,构建智能体原生互联网。AI不再仅是工具,正成为网络基础设施,驱动去中心化应用生态。

Reality: The Final Eval — Lukas Petersson and Axel Backlund of Andon Labs

We talk with the VendingBench authors on evaling Claudes from Haiku to Mythos, and how they build leading, and lasting, frontier evals from scratch.

中文介绍 Andon Labs的Lukas Petersson和Axel Backlund讨论VendingBench评估方法,涵盖从Haiku到Mythos的Claude模型评估,以及如何从头构建领先且持久的前沿评估。

How Endava is redesigning software delivery around AI agents

Learn how Endava is using AI agents, ChatGPT Enterprise, and Codex to accelerate software delivery, automate workflows, and build an AI-native culture across the enterprise.

中文介绍 Endava利用AI代理、ChatGPT Enterprise和Codex加速软件交付、自动化工作流,并在企业内建立AI原生文化。

How courts are coping with a flood of AI-generated lawsuits

Most days in her chambers, Judge Maritza Braswell, a federal magistrate judge in Colorado, sifts through stacks of documents written by people without a lawyer. Many of them can’t afford to hire a lawyer, and others have cases too weak or too small to interest one. She reads each one carefully, mind

中文介绍 美国科罗拉多州联邦治安法官Maritza Braswell每天处理大量由无律师人士撰写的文件,其中许多由AI生成。法院正应对AI引发的大量诉讼涌入。

Dreaming: Better memory for a more helpful ChatGPT

ChatGPT introduces a new memory system to better remember preferences, keeping context fresh and relevant across conversations.

中文介绍 ChatGPT推出新记忆系统「Dreaming」,能更好记住用户偏好,在对话中保持上下文的新鲜度和相关性。

Biodefense in the Intelligence Age

An action plan for AI-powered biological resilience

中文介绍 OpenAI发布「智能时代的生物防御」行动计划,旨在利用AI增强生物弹性。

Introducing new capabilities to GPT-Rosalind

GPT-Rosalind advances life sciences research with enhanced biological reasoning, medicinal chemistry expertise, genomics analysis, and experimental workflow capabilities.

中文介绍 OpenAI为GPT-Rosalind引入新功能:增强生物推理、药物化学专业知识、基因组学分析和实验工作流能力,推进生命科学研究。

How Wasmer used Codex to build a Node.js runtime for the edge

See how Wasmer used Codex with GPT-5.5 to build a Node.js runtime for the edge, accelerating development 10x to 20x and shipping in weeks instead of months.

中文介绍 Wasmer利用Codex和GPT-5.5构建边缘Node.js运行时,开发速度提升10至20倍,数周内完成交付。

市场总览

美股整体偏强,标普500 ETF SPY多头排列且RSI 69.7接近超买但未过热,纳斯达克100 ETF QQQ则因RSI超买(73.5)及MACD死叉出现短期过热信号。加密市场极度恐慌,恐慌贪婪指数仅12(极度恐慌),加密总市值24小时下跌1.88%至2.28T美元;BTC-USD、ETH-USD、SOL-USD均处于RSI超卖区域(17.8~19.6),价格远低于所有均线,空头趋势持续。中概股延续弱势,拼多多、阿里巴巴等空头排列,RSI低于45,技术面承压。商品外汇方面,黄金期货在SMA200上方但低于短期均线,原油期货跌破SMA20和SMA50,美元指数多头排列且接近52周高,美元/人民币空头排列并接近52周低。总体技术面呈现美股分化、加密极度悲观、中概偏弱、美元偏强的格局。

今日关注

BTC-USD Bitcoin
偏下行

BTC当前价格63389远低于SMA20(74026)、SMA50(76655)和SMA200(78930),呈空头排列;RSI 17.8处于严重超卖区域;MACD值-2986.8低于信号线-1613.4,空头动能强劲;5日跌幅达14.05%,技术面整体偏空。

SPY S&P 500 ETF
偏上行

SPY价格757.09高于SMA20(745.99)、SMA50(711.9)和SMA200(683.44),均线多头排列;RSI 69.7接近超买但未超,反映强势;MACD线11.945略低于信号线12.584形成死叉,但正值区域且价格结构完好,上行趋势未破。

PDD 拼多多 (PDD)
偏下行

PDD价格85.88低于SMA20(93.3)、SMA50(97.59)和SMA200(112.62),空头排列明显;RSI 37.3处于弱势;MACD负值-3.628且信号线-2.807,空头动能延续;距52周高点-38.4%,反弹压力较大。

DXY 美元指数 DXY
偏上行

DXY当前99.43高于SMA20(98.93)、SMA50(98.9)和SMA200(98.59),呈多头排列;RSI 58.4处于偏强区域;MACD 0.190高于信号线0.140,金叉向上;接近52周高点,技术面维持上行趋势。

0700.HK 腾讯控股 (0700.HK)
中性

腾讯股价459站上SMA20(453.15)但低于SMA50(478.03)和SMA200(572.62),短期均线纠缠;RSI 49.2接近中性;MACD线-7.85上穿信号线-12.01形成金叉,但整体仍处空头排列,多空信号交织,技术面中性。

全部资产

^VIX

VIX 恐慌指数

$15.40 -4.11%
5 日
-2.16%
距 52w 高
-56.4%
RSI(14)
38.2
趋势
中性
SMA 20 / 50 / 200
16.91 / 19.11 / 18.39
MACD / 信号
-0.880 / -0.867
MACD 死叉 (今天)

^TNX

10Y 美债收益率 (%)

$4.48 -0.31%
5 日
+0.49%
距 52w 高
-10.4%
RSI(14)
51.9
趋势
多头
SMA 20 / 50 / 200
4.50 / 4.40 / 4.20
MACD / 信号
0.024 / 0.039
多头排列

DX-Y.NYB

美元指数 DXY

$99.43 -0.10%
5 日
+0.42%
距 52w 高
-1.2%
RSI(14)
58.4
趋势
多头
SMA 20 / 50 / 200
98.93 / 98.90 / 98.59
MACD / 信号
0.190 / 0.140
接近 52 周高多头排列

SPY

S&P 500 ETF

$757.09 +0.38%
5 日
+0.33%
距 52w 高
-0.4%
RSI(14)
69.7
趋势
多头
SMA 20 / 50 / 200
745.99 / 711.90 / 683.44
MACD / 信号
11.945 / 12.584
接近 52 周高多头排列

QQQ

Nasdaq 100 ETF

$740.61 -0.48%
5 日
+0.68%
距 52w 高
-1.1%
RSI(14)
73.5
趋势
多头
SMA 20 / 50 / 200
721.50 / 665.46 / 621.14
MACD / 信号
21.055 / 21.514
MACD 死叉 (今天)RSI 超买接近 52 周高多头排列

AAPL

Apple

$311.23 +0.31%
5 日
-0.41%
距 52w 高
-1.8%
RSI(14)
66.5
趋势
多头
SMA 20 / 50 / 200
303.26 / 280.14 / 264.81
MACD / 信号
9.154 / 9.628
MACD 死叉 (1 天前)接近 52 周高多头排列

MSFT

Microsoft

$428.05 +0.17%
5 日
+0.25%
距 52w 高
-22.9%
RSI(14)
52.9
趋势
中性
SMA 20 / 50 / 200
422.79 / 407.44 / 456.85
MACD / 信号
7.112 / 6.349
MACD 金叉 (4 天前)

NVDA

Nvidia

$218.66 +1.82%
5 日
+2.06%
距 52w 高
-7.6%
RSI(14)
54.2
趋势
多头
SMA 20 / 50 / 200
219.42 / 202.92 / 188.43
MACD / 信号
3.570 / 4.749
多头排列

GOOGL

Alphabet

$372.19 +3.68%
5 日
-4.60%
距 52w 高
-8.9%
RSI(14)
48.6
趋势
多头
SMA 20 / 50 / 200
386.85 / 352.95 / 303.21
MACD / 信号
2.604 / 8.143
多头排列

TSLA

Tesla

$418.45 -1.24%
5 日
-5.35%
距 52w 高
-16.1%
RSI(14)
51.0
趋势
中性
SMA 20 / 50 / 200
426.91 / 395.19 / 413.83
MACD / 信号
7.329 / 9.723
MACD 死叉 (3 天前)

META

Meta

$627.57 +0.74%
5 日
-1.22%
距 52w 高
-21.2%
RSI(14)
53.1
趋势
中性
SMA 20 / 50 / 200
613.91 / 619.56 / 663.24
MACD / 信号
-1.926 / -3.427
MACD 金叉 (1 天前)
加密恐慌贪婪
12
极度恐慌
加密总市值
$2.28 T
-1.88% / 24h
BTC 主导率
55.8%
ETH 9.3%
24h 成交量
$214.6 B
活跃币 17,380

BTC-USD

Bitcoin

$63,389.41 -0.98%
5 日
-14.05%
距 52w 高
-49.8%
RSI(14)
17.8
趋势
空头
SMA 20 / 50 / 200
74,026.34 / 76,655.30 / 78,930.62
MACD / 信号
-2,986.826 / -1,613.446
RSI 超卖空头排列

ETH-USD

Ethereum

$1,757.35 -3.00%
5 日
-12.98%
距 52w 高
-64.5%
RSI(14)
17.8
趋势
空头
SMA 20 / 50 / 200
2,038.03 / 2,205.29 / 2,471.58
MACD / 信号
-101.273 / -74.874
RSI 超卖接近 52 周低空头排列

SOL-USD

Solana

$68.09 -4.92%
5 日
-17.51%
距 52w 高
-73.1%
RSI(14)
19.6
趋势
空头
SMA 20 / 50 / 200
82.21 / 85.52 / 103.12
MACD / 信号
-3.639 / -2.024
RSI 超卖接近 52 周低空头排列

BABA

阿里巴巴 (BABA)

$125.95 -0.99%
5 日
-0.17%
距 52w 高
-34.6%
RSI(14)
42.4
趋势
空头
SMA 20 / 50 / 200
132.72 / 131.28 / 149.71
MACD / 信号
-2.150 / -1.401
空头排列

PDD

拼多多 (PDD)

$85.88 +0.56%
5 日
+3.43%
距 52w 高
-38.4%
RSI(14)
37.3
趋势
空头
SMA 20 / 50 / 200
93.30 / 97.59 / 112.62
MACD / 信号
-3.628 / -2.807
空头排列

JD

京东 (JD)

$29.19 -0.75%
5 日
+0.17%
距 52w 高
-20.8%
RSI(14)
43.0
趋势
空头
SMA 20 / 50 / 200
30.75 / 30.18 / 30.40
MACD / 信号
-0.288 / -0.009
空头排列

0700.HK

腾讯控股 (0700.HK)

HK$459.00 -1.59%
5 日
+8.00%
距 52w 高
-32.8%
RSI(14)
49.2
趋势
空头
SMA 20 / 50 / 200
453.15 / 478.03 / 572.62
MACD / 信号
-7.853 / -12.013
MACD 金叉 (2 天前)空头排列

GC=F

黄金期货

$4,499.40 +1.41%
5 日
+0.00%
距 52w 高
-19.5%
RSI(14)
44.3
趋势
中性
SMA 20 / 50 / 200
4,565.35 / 4,628.79 / 4,393.54
MACD / 信号
-53.559 / -51.357

CL=F

WTI 原油期货

$92.83 -3.32%
5 日
+4.42%
距 52w 高
-22.3%
RSI(14)
46.0
趋势
中性
SMA 20 / 50 / 200
96.97 / 97.86 / 72.65
MACD / 信号
-1.515 / -0.848

USDCNY=X

美元 / 人民币

¥6.77 +0.06%
5 日
-0.10%
距 52w 高
-6.1%
RSI(14)
37.2
趋势
空头
SMA 20 / 50 / 200
6.79 / 6.82 / 6.98
MACD / 信号
-0.015 / -0.015
接近 52 周低空头排列
风险提示

过去走势不代表未来表现,本报告仅基于公开行情数据的技术指标解读,不构成任何投资建议。任何使用本报告的读者均已了解并接受这一限定。

Mangrove forests are healing after decades of human destruction

Swampy mangrove forests are staging a surprise comeback - which is good news for coastal communities and the climate.

中文摘要 全球红树林森林在经历数十年人类破坏后正在意外恢复,这对沿海社区和气候带来积极影响。

Australia news live: Jane Hume says Labor being ‘sneaky’ on tax changes; John Howard signs open letter urging gambling reforms

Follow today’s news live Get our breaking news email, free app or daily news podcast Jane Hume, the deputy opposition leader, accused the government of being “sneaky”, saying discussions around tax reforms in parliament were much too short to properly address so-called “generational” tax reforms. “W

中文摘要 澳大利亚反对党副领袖Jane Hume指责工党在税收改革讨论中“偷偷摸摸”;前总理John Howard签署公开信呼吁赌博改革。

Democrats force vote on Trump’s $1.8bn settlement fund in ‘vote-a-rama’

Republicans seek to pass $70bn immigration-enforcement funding, but must endure series of votes on controversial issues.

中文摘要 美国民主党在参议院“投票马拉松”中迫使对特朗普18亿美元和解基金进行投票;共和党试图通过700亿美元移民执法资金。

Kenyan president defends US Ebola facility amid deadly protests

Kenyan President William Ruto said allowing the US to build an Ebola quarantine facility in Kenya was the “right thing”.

中文摘要 肯尼亚总统威廉·鲁托为美国在肯尼亚建设埃博拉隔离设施辩护,称此举是“正确的事”,该国正面临致命抗议。

Zelenskyy calls for face-to-face Ukraine war negotiations in letter to Putin

Ukrainian president proposes meeting in neutral third country as Trump says both sides have to ‘make compromises’ The Ukrainian president, Volodymyr Zelenskyy, has called for face-to-face negotiations in a public letter addressed directly to the Russian president, Vladimir Putin. The letter, the fir

中文摘要 乌克兰总统泽连斯基在致俄罗斯总统普京的公开信中呼吁举行面对面谈判,提议在第三国举行;特朗普称双方均须做出妥协。

Mideast Live Updates: Hezbollah Rejects Cease-Fire Deal Between Lebanon and Israel

Hezbollah’s leader said the Iran-backed group, which was not included in U.S.-brokered talks, said a truce worked out between Israel and the Lebanese government amounted to surrender for his group.

中文摘要 真主党领导人拒绝美国斡旋的黎巴嫩与以色列停火协议,称该协议意味着投降,其组织未参与谈判。

Why is the US so invested in Colombia’s election?

Al Jazeera’s Hala Al Shami explains why US officials are invested in Colombia's presidential elections.

中文摘要 半岛电视台记者解释美国官员为何深度参与哥伦比亚总统选举,背后涉及地缘政治与经济利益。

Mistrust Spreads With the Ebola Virus in Congo

In a remote mining town at the center of the Democratic Republic of Congo’s Ebola outbreak, grief and mistrust are complicating efforts to stop the virus. Health workers are trying to treat the ill and bury the dead, but some residents are still in denial that the disease is even real.

中文摘要 刚果民主共和国埃博拉疫情中心的偏远矿镇,居民的悲痛和不信任使防疫工作复杂化,部分居民仍否认疾病存在。

As Trump Toughens Rules on Cuba’s Economy, Hotel Chains Withdraw

The Trump administration’s efforts to tighten the economic noose on Cuba appear to be working, as more international firms announced they would leave the island.

中文摘要 特朗普政府收紧对古巴经济制裁,多家国际酒店连锁宣布撤离古巴,制裁效果显现。

Lebanon latest: Hezbollah rejects US plan as Israel continues attacks

Al Jazeera’s Obaida Hitto has the latest from Lebanon where a new diplomatic push has done little to quell violence.

中文摘要 黎巴嫩最新消息:真主党拒绝美国提出的和平方案,以色列继续发动攻击,外交努力未能平息暴力。

Zelensky proposes face-to-face talks in open letter to Putin

Ukraine's president tells the Russian leader that only "direct engagement" between the two countries could end the war, with the US focused on Iran.

中文摘要 乌克兰总统泽连斯基在致普京的公开信中提议直接面对面谈判,称只有两国“直接接触”才能结束战争,美国目前聚焦伊朗。

The ancient trick making food waste useful and tasty

Instead of throwing away byproducts of food processing, fermentation is making them valuable.

中文摘要 发酵这一古老技术将食品加工副产品转化为有用且美味的食材,既减少浪费又创造价值。

Mark Zuckerberg's longest-serving employee on AI, jobs - and her boss

Naomi Gleit has weathered many controversies at Meta, but remains in what she tells the BBC is her "dream job".

中文摘要 Meta最资深员工Naomi Gleit向BBC分享对AI、就业及老板Mark Zuckerberg的看法,称经历多次争议仍留在Meta是因为这是她的「梦想工作」。

Sempra Unit Starts Producing LNG at New Export Plant in Mexico

Sempra Infrastructure said it began producing liquefied natural gas from Mexico’s first West Coast export terminal, with plans to ultimately ship the fuel to Asia in a move that could add relief to a market hurt by tightened global supply due to the Iran war.

中文摘要 Sempra Infrastructure在墨西哥西海岸首个出口终端开始生产液化天然气,计划运往亚洲,以缓解因伊朗战争导致的全球供应紧张。

Thinking Machines’ Murati on AI’s Next Chapter

Mira Murati, Co-Founder & CEO of Thinking Machines Lab, discusses the future of human-AI interaction, evolving AI products and the biggest opportunities ahead with Bloomberg’s Emily Chang at Bloomberg Tech 2026 in San Francisco. (Source: Bloomberg)

中文摘要 Thinking Machines Lab联合创始人兼CEO Mira Murati在旧金山彭博科技2026大会上与彭博社Emily Chang探讨了AI下一阶段的人机交互、产品进化及最大机遇。

Cracks Emerge in Kospi’s 105% Rally as Breadth Concerns Mount

South Korea’s $4.9 trillion stock market is starting to flash signs of strain after a world-beating rally.

中文摘要 韩国Kospi指数在经历105%的上涨后,市值4.9万亿美元的股市开始显现疲态,市场广度问题引发担忧。

Wall Street Sees SpaceX’s AI Revenue 100 Times Higher by 2030

Research analysts across Wall Street are telling would-be SpaceX IPO buyers that they’re modeling for the company’s artificial intelligence division to see 100 times revenue growth at the end of the decade, to help justify a targeted $1.8 trillion valuation.

中文摘要 华尔街分析师向潜在SpaceX IPO投资者表示,预计其AI部门到2030年收入将增长100倍,以支撑1.8万亿美元的目标估值。

Music Producer Hit-Boy on AI Democratizing Creativity

Hit-Boy, Grammy-Winning Artist & Producer discusses AI tools, music production and creative experimentation with Bloomberg’s Emily Chang and Tom Giles at Bloomberg Tech 2026 in San Francisco. (Source: Bloomberg)

中文摘要 格莱美获奖音乐制作人Hit-Boy在旧金山彭博科技2026大会上,与彭博社记者探讨了AI工具如何民主化创造力及音乐制作创新。

World Labs' Fei-Fei Li on Creating Large World Models

Fei-Fei Li, Co-Founder & CEO at World Labs discusses spatial intelligence, large world models and real-world AI applications with Bloomberg’s Emily Chang at Bloomberg Tech 2026 in San Francisco. (Source: Bloomberg)

中文摘要 World Labs联合创始人兼CEO李飞飞在旧金山彭博科技2026大会上,与彭博社Emily Chang探讨了空间智能、大型世界模型及AI的现实应用。

Asian Stocks Poised to Edge Lower, Oil Steadies: Markets Wrap

Stocks in Asia were set to edge lower on Friday as investors grappled with a pullback in artificial-intelligence shares and hopes of a diplomatic resolution to tensions in the Middle East.

中文摘要 亚洲股市周五预计小幅走低,因人工智能股回调及中东紧张局势有望外交解决,油价企稳。

Oil Steadies After First Drop This Week on Peace Talk Optimism

Oil was steady after its first decline this week on optimism that talks between the US and Iran will see energy flows resume through the Strait of Hormuz.

中文摘要 油价在本周首次下跌后企稳,市场乐观认为美伊谈判将推动能源重新通过霍尔木兹海峡流通。

SpaceX, Other Mega IPOs Denied Fast Index Entry by S&P

S&P Dow Jones Indices will keep its existing eligibility requirements for main benchmarks like the S&P 500 Index, rejecting proposals that would have made it faster for mega-cap companies such as Elon Musk’s SpaceX to gain rapid entry into the benchmark after going public.

中文摘要 标普道琼斯指数公司拒绝修改规则,维持现有纳入标准,意味着SpaceX等超级大盘股在IPO后无法快速进入标普500等主要基准指数。

『君の公益』 服务器迁移完成

应该没问题了 muyuan.do 不要在我这里浪费时间,去做你该做的事情,去爱你该爱的人 123 个帖子 - 122 位参与者 阅读完整话题

入行AI漫剧3个月,刚刚完结了一部S+的海外狼人剧,一些心得和大家分享一下

L站的佬友们好,我入行这个AI漫剧这行已经三个月了,基本都是接触的海外项目,然后这个月刚做了海外阅文和抖音合作的海外项目,在审核阶段,就和大家分享一下自己做真人海外的心得 人物站位和人物走位控制 情绪参考 工具使用 画面,镜头的参考 最后,大家做这个真人时候,我建议大家看着提示词过一遍画面,脑子里面有这个画面的详细情况,你能知道这个画面是不是符合你的想法,还有就是,剪辑,配乐真的很重要,有能力的佬友可以去抖音找找suno ai音乐的教程,我这几天都在做这个的广告项目 欢迎佬友来问我问题,但是我上班时间一般不会登陆L站,但是晚上9点钟后到家一般会回复,还有如果是小白要入这行现在,我的建议是,先按

ai图生视频公益站推出基于ltx的数字人模型

l0veyou公益站推出了数字人模型,一次可生成10秒,效果非常逼真,没过多久我会给它支持到生成20秒一个视频,这样更好 在这里选择音频(上传的音频需要大于两秒,否则会生成视频失败),然后点击上传模型,我需要在右下角的加号,点击上传参考图,然后提示词可以这样填:她在说话。 另外提醒一下, Ai生图暂时用不了了。我今天修了一天也没修好,可能至少要明天才能好了。今晚也不知道还有没有得睡,因为明天我还要上架新模型,明天我要上架gemini3.1pro(0.1ldc一句话)和3d模型生成(生成出来的3d模型,它的零件可以直接拆分,而不是一整块模型,效果非常好) 14 个帖子 - 9 位参与者 阅读完整

【GPT订阅额度解析】通过9个GPT Pro 20x账号计算额度

今日早上八点半奥特曼重置了所有账号,当前正在管理9个Pro20x,刚好可以拿来估计一波GPT订阅的额度。 账号: 到截图时间的用量数据: 模型 输入 输出 缓存读取 合计 Token GPT5.5 62,178,157 1,759,623 245,985,792 309,923,572 GPT5.4 284,049,752 12,110,928 1,555,673,600 1,851,834,280 平均缓存命中率: 83.2% 到截图时间的费用数据: GPT5.4:1313 美元 到截图时间9个账号合计使用周限制: 7% + 9% + 8% + 8% + 8% + 7% + 11% + 10

教育部:推动录取通知书回归一页纸

转自新华社 记者从教育部获悉,今年全国高考报名人数为1290万人。 对于高校招生宣传工作,教育部强调,严禁虚假宣传、违规承诺,严禁以任何形式炒作“高考状元”“高分考生”“升学率”。推动高校录取通知书回归“一页纸”,坚决纠治奢华录取通知书、新生礼盒等不良风气。 来源:新华社微信公众号综合人民日报客户端(记者:吴丹) 有佬友知道这是何意味吗? 86 个帖子 - 38 位参与者 阅读完整话题

服务器给我干冒烟了

我合计合计得买个新服务器了 极其的夸张 137 个帖子 - 128 位参与者 阅读完整话题

Ramp报告:为省成本,大量美国公司直接购买中国DeepSeek官方API

美国企业支出管理平台 Ramp 发布的 2026 年 6 月报告显示,中国 AI 公司 DeepSeek 登上了热门软件榜首。尽管美国官方先前高度防范中国大模型,但真实的商业交易数据却揭示了相反的现状。Ramp 分析了平台上 5 万多家企业的信用卡消费记录,发现许多美国公司并未在本地部署开源模型,而是直接掏钱购买 DeepSeek 官方的托管 API 服务。这意味着,大量美国企业的数据正直接发送并存储在位于中国的服务器上。 真实的资金流向与一年多前美国社会对 DeepSeek R1 刚发布时的警惕态度形成了强烈反差。当时出于对泄密和安全的担忧,美国大公司和政府机构普遍限制使用中国模型。然而,面