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2026-06-13

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addyosmani/agent-skills

Shell · ★ 56,717 · 🍴 6,111 · 📈 2,660 stars today

Production-grade engineering skills for AI coding agents.

中文介绍 为AI编码代理提供生产级工程技能集合,涵盖代码审查、测试编写、性能优化等最佳实践,帮助代理像资深工程师一样工作,适用于AI辅助编程场景。

music-assistant/server

Python · ★ 1,763 · 🍴 422 · 📈 6 stars today

Music Assistant is a free, opensource Media library manager that connects to your streaming services and a wide range of connected speakers. The server is the beating heart, the core of Music Assistant and must run on an always-on device like a Raspberry Pi, a NAS or an Intel NUC or alike.

中文介绍 Music Assistant 是一款免费开源媒体库管理器,整合 Spotify、Tidal 等流媒体服务和多种智能音箱,通过统一界面管理音乐播放。服务器端是系统核心,适合家庭音乐爱好者。

mattermost/mattermost

TypeScript · ★ 37,614 · 🍴 8,712 · 📈 391 stars today

Mattermost is an open source platform for secure collaboration across the entire software development lifecycle..

中文介绍 Mattermost 是一个开源、自托管的协作平台,为软件开发团队提供即时通讯、文件共享、工作流集成等功能,强调安全性和数据主权,适用于企业或组织内部沟通。

apple/container

Swift · ★ 35,012 · 🍴 974 · 📈 3,513 stars today

A tool for creating and running Linux containers using lightweight virtual machines on a Mac. It is written in Swift, and optimized for Apple silicon.

中文介绍 Apple 官方推出的 macOS 容器工具,利用轻量级虚拟机在 Mac(尤其是 Apple Silicon)上运行 Linux 容器,无需完整虚拟化,Swift 编写,性能高效,适合开发者测试 Linux 环境。

iptv-org/iptv

TypeScript · ★ 118,005 · 🍴 6,300 · 📈 142 stars today

Collection of publicly available IPTV channels from all over the world

中文介绍 收集全球可公开访问的 IPTV 频道列表,涵盖各国电视直播源,支持导入 VLC、Kodi 等播放器,适用于需要免费观看国际电视的用户。

obra/superpowers

Shell · ★ 225,959 · 🍴 20,081 · 📈 1,276 stars today

An agentic skills framework & software development methodology that works.

中文介绍 Superpowers 是一个代理技能框架和软件开发方法论,通过结构化技能集和流程提升 AI 代理的工程效率,适用于构建自主编码代理的团队。

refactoringhq/tolaria

TypeScript · ★ 15,735 · 🍴 1,075 · 📈 369 stars today

Desktop app to manage markdown knowledge bases

中文介绍 Tolaria 是一款桌面应用,专为管理 Markdown 知识库设计,提供笔记组织、搜索和编辑功能,支持本地优先,适合知识工作者和个人笔记管理。

maziyarpanahi/openmed

Python · ★ 3,179 · 🍴 304 · 📈 517 stars today

open-source healthcare ai

中文介绍 OpenMed 是一个开源医疗 AI 项目,提供医疗领域的人工智能模型和工具,涵盖诊断、影像分析等,适用于医疗研究者和开发者。

LMCache/LMCache

Python · ★ 8,624 · 🍴 1,288 · 📈 17 stars today

LMCache: Supercharge Your LLM with the Fastest KV Cache Layer

中文介绍 LMCache 是一个针对大语言模型(LLM)的 KV 缓存加速层,通过优化缓存管理显著提升推理速度和降低延迟,适用于需要高吞吐量 LLM 服务的场景。

phuryn/pm-skills

★ 16,941 · 🍴 1,737 · 📈 823 stars today

PM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.

中文介绍 PM Skills 是一个面向产品经理的代理技能市场,提供 100 多种从发现、策略到执行、增长全流程的技能、命令和插件,帮助 AI 代理辅助产品管理工作。

masterking32/MasterDnsVPN

Go · ★ 5,990 · 🍴 538 · 📈 401 stars today

Advanced DNS tunneling VPN for censorship bypass, optimized beyond DNSTT and SlipStream with low-overhead ARQ, resolver load balancing, high packet-loss stability and speed.

中文介绍 MasterDnsVPN 是一款基于 DNS 隧道的 VPN 工具,专为绕过网络审查设计,采用低开销 ARQ、解析器负载均衡等技术,在高速丢包环境下保持稳定,适合需要翻墙的用户。

msitarzewski/agency-agents

Shell · ★ 112,356 · 🍴 18,335 · 📈 1,040 stars today

A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables.

中文介绍 Agency-Agents 提供一套完整的 AI 代理集合,涵盖前端开发、社交媒体运营、创意生成等角色,每个代理都有独特个性和工作流程,适用于自动化多角色任务。

microsoft/PowerToys

C · ★ 134,317 · 🍴 8,063 · 📈 104 stars today

Microsoft PowerToys is a collection of utilities that supercharge productivity and customization on Windows

中文介绍 Microsoft PowerToys 是微软官方推出的 Windows 系统增强工具集,包含窗口管理、批量重命名、色彩选择器等实用工具,提升工作效率和自定义能力,适合所有 Windows 用户。

EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments

👍 102

Large language model (LLM) agents have achieved strong performance on a wide range of benchmarks, yet most evaluations assume static environments. In contrast, real-world deployment is inherently dynamic, requiring agents to continually align their knowledge, skills, and behavior with changing envir

中文介绍 提出EvoArena,通过追踪记忆演化使LLM Agent在动态环境中保持鲁棒性。核心思路是让智能体持续对齐知识与行为以适应环境变化,在动态评估中优于静态基线。

SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning

👍 79

Spatial reasoning, the ability to determine where objects are, how they relate, and how they move in 3D, remains a fundamental challenge for vision-language models (VLMs). Tool-augmented agents attempt to address this by augmenting VLMs with specialist perception modules, yet their effectiveness is

中文介绍 提出SpatialClaw,重新设计动作接口以增强VLM Agent的3D空间推理能力。通过改进工具增强型Agent的交互方式,在空间关系理解与物体定位任务上显著提升。

MiniMax Sparse Attention

👍 78

Ultra-long-context capability is becoming indispensable for frontier LLMs: agentic workflows, repository-scale code reasoning, and persistent memory all require the model to jointly attend over hundreds of thousands to millions of tokens, yet the quadratic cost of softmax attention makes this untena

中文介绍 提出MiniMax稀疏注意力机制,解决超长上下文下softmax注意力的二次复杂度。通过稀疏化计算实现百万token级别的有效上下文建模,显著降低推理成本,适用于Agent工作流和仓库级代码推理。

InterleaveThinker: Reinforcing Agentic Interleaved Generation

👍 72

Recent image generators have demonstrated impressive photorealism and instruction-following capabilities in single-image generation and editing. However, constrained by their architectures, they cannot achieve interleaved generation (text-image sequence), which has crucial applications in visual nar

中文介绍 提出InterleaveThinker,用于图文交错生成(文本-图像序列)。通过强化学习让图像生成器具备生成连续叙事序列的能力,突破单图架构限制,在视觉叙事中表现优异。

Robust-U1: Can MLLMs Self-Recover Corrupted Visual Content for Robust Understanding?

👍 71

Multimodal Large Language Models (MLLMs) have demonstrated remarkable success in visual understanding, yet their performance degrades significantly under real-world visual corruptions. While existing robustness enhancement approaches exist, they are limited: black-box feature alignment lacks interpr

中文介绍 提出Robust-U1,让MLLM在视觉输入被污染时自我恢复。利用可解释反馈和自适应修复策略,在多种真实世界视觉退化场景下恢复理解能力,优于黑盒特征对齐方法。

FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents

👍 70

Training deep search agents requires verifiable questions whose answers remain unavailable until sufficient evidence has been acquired through search. Existing synthesis methods often increase apparent difficulty by enriching graph structures, but structural complexity alone does not guarantee reali

中文介绍 提出FORT-Searcher,生成抗捷径的搜索任务用于训练深度搜索Agent。设计「不可通过简单模式获得答案」的问题,迫使Agent多步推理与证据收集,提升搜索泛化能力。

WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces

👍 54

Computer-use agents (CUAs) increasingly operate in runtimes that combine visual desktop control, command-line execution, code editing, browsers, and external tools. Existing benchmarks, however, often evaluate these interfaces as separable capabilities, leaving long-horizon cross-interface orchestra

中文介绍 提出WeaveBench,面向混合接口计算机使用Agent的长周期真实世界基准。涵盖桌面控制、命令行、代码编辑、浏览器等多模态接口的跨步骤协调任务,填补接口协同评估空白。

LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories

👍 49

Scientific laboratories increasingly rely on AI systems to reason about experiments, but the physical act of doing science remains largely outside their reach. AI can help read literature, generate hypotheses, and plan protocols, yet the execution of those protocols at the bench still requires a hum

中文介绍 提出LabVLA,将视觉-语言-动作模型嵌入科学实验室,使AI不仅能规划实验还能物理执行。通过融合操作技能与推理,让机器人在实验台完成移液、混合等真实操作。

HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers

👍 23

Holistic visual tokenizers are fundamental to unified multimodal models (UMMs) as they map diverse visual inputs into a unified representation space. In this paper, we present HYDRA-X, the first UMM that unifies image and video tokenization within a single Vision Transformer (ViT). Our design is dri

中文介绍 提出HYDRA-X,首个在单一ViT中统一图像与视频原生分词的多模态模型。通过全局视觉分词器将不同视觉输入映射到统一表示空间,在多项图像与视频理解基准上领先。

N-GRPO: Embedding-Level Neighbor Mixing for Enhanced Policy Optimization

👍 20

The success of Large Language Models in mathematical reasoning relies heavily on the generation of diverse and valid solution paths during the rollout phase. However, current rollout techniques face a fundamental trade-off: token-level sampling often yields redundant trajectories that differ only in

中文介绍 提出N-GRPO,通过嵌入级邻域混合增强策略优化中的轨迹多样性。在rollout阶段混合token嵌入生成更多样化的有效解路径,提升数学推理性能、减少冗余。

EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery

👍 18

LLM-based agents have shown increasing potential in automating scientific discovery. Given an optimizable metric and an execution environment, they can propose, validate, and iterate scientific solutions, and have produced results that outperform human-designed approaches. As model capabilities cont

中文介绍 提出EurekAgent,强调「Agent环境工程」即可实现自主科学发现。通过设计可优化度量和执行环境,让LLM Agent自动提出、验证和迭代科学方案,多项任务超越人类设计。

Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning

👍 15

Latent chain-of-thought compresses reasoning by replacing visible reasoning traces with continuous hidden-state recurrence, but existing formulations are difficult to optimize with standard on-policy reinforcement learning (RL) and hard to interpret causally. Our key insight is that a single pair of

中文介绍 揭示隐状态循环机制,提出可切换潜在推理与在线策略RL训练方法。通过一对隐状态实现推理开关,使连续隐状态推理可优化且因果可解释,在复杂推理任务上效果显著。

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning

👍 14

Reinforcement Learning with Verifiable Rewards (RLVR) has emerged as a leading paradigm for enhancing visual reasoning in Multimodal Large Language Models (MLLMs). However, existing RLVR methods optimize primarily for the reasoning outcome, fundamentally overlooking the fine-grained cross-modal coor

中文介绍 提出DyCo-RL,在RLVR框架中引入动态跨模态协调机制。不仅优化推理结果,还精细协调视觉与语言模态间的信息交互,显著提升MLLM在视觉推理任务上的性能。

VIA-SD: Verification via Intra-Model Routing for Speculative Decoding

👍 11

Speculative decoding (SD) addresses the high inference costs of LLMs by having lightweight drafters generate candidates for large verifiers to validate in parallel. Existing draft-verify methods use binary decisions: accept or fully recompute. Yet we find that many rejected tokens can be verified co

中文介绍 提出VIA-SD,通过模型内部路由实现投机解码中部分拒绝token的高效验证。避免全量重算,利用路由机制以较低成本确认可接受token,进一步加速LLM推理。

From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion

👍 10

Multimodal image fusion aims to integrate complementary information from different modalities into a fused image that preserves rich local details while maintaining globally consistent appearance. Existing approaches build shared representations on 2D feature grids, which excel at modeling local str

中文介绍 提出将多模态图像融合的共享表示从2D网格改造为1D Token序列。在保留局部细节的同时更好建模全局一致性,解决2D网格在全局结构上的不足,融合质量显著提升。

MoVerse: Real-Time Video World Modeling with Panoramic Gaussian Scaffold

👍 10

We present MoVerse, a real-time video world model that creates an interactively navigable scene from a single narrow-field-of-view image. This setting is challenging because the input observes only a small fraction of the environment, while interactive roaming requires a complete surrounding world,

中文介绍 提出MoVerse,从单张窄视角图像实时生成可交互导航的全景3D世界。利用全景高斯支架在视频流中持续构建环绕场景,支持自由视角漫游,实现实时视频世界建模。

TreeSeeker: Tree-Structured Trial, Error, and Return in Deep Search

👍 9

Deep search requires agents to answer complex questions through multi-step web search, browsing, evidence comparison, and synthesis. A central challenge is deciding how to search when several directions look plausible but only some will later lead to reliable evidence. If an agent greedily follows t

中文介绍 提出TreeSeeker,在深度搜索中引入树状试错与回溯机制。当多个搜索方向貌似可行时,Agent通过树结构探索并记录失败路径,避免贪婪决策,显著提升复杂多步搜索成功率。

Risk Under Pressure: Compute-Aware Evaluation of Adversarial Robustness in Language Models

👍 7

Adversarial robustness evaluations of large language models (LLMs) typically report attack success rate (ASR) under fixed query budgets, implicitly treating all attacks as equally costly. In practice, the computational expense of different attack strategies can vary by orders of magnitude. Consequen

中文介绍 提出计算感知的对抗鲁棒性评估框架,考虑攻击策略的计算成本差异。在相同计算预算下比较不同攻击威胁,更公平评估LLM鲁棒性,揭示传统ASR指标的局限性。

Visual Para-Thinker++: A Single-Policy Multi-Agent Framework for Visual Reasoning

👍 6

Visual reasoning requires integrating evidence distributed across regions, attributes, and relations, making single-chain reasoning prone to early perceptual commitment and hallucination. We propose Visual Para-Thinker++, a single-policy multi-agent framework in which one shared MLLM policy is insta

中文介绍 提出Visual Para-Thinker++,单策略多Agent框架用于视觉推理。共享一个MLLM策略但实例化为多个并行思考者,减少早期感知承诺和幻觉,在需要分散证据整合的任务上表现优异。

SG-OPD: Sign-Gated On-Policy Distillation via Sign-Consistency Gating and Phased Teacher Sampling

👍 6

On-policy distillation (OPD) trains a student on its own trajectories with dense per-token supervision from a stronger teacher, and often outperforms off-policy distillation and standard reinforcement learning. However, we find that its effectiveness implicitly relies on two assumptions that frequen

中文介绍 提出SG-OPD,通过符号一致性门控和分阶段教师采样改进在线策略蒸馏(OPD)。解决OPD在假设不成立时的性能下降问题,在多个语言任务上学生模型获得更稳定提升。

Fable 5 (Mythos) Prompting Masterclass by Anthropic

@aiedge_ · 69.5K 粉丝 · 700.1K 阅 · 506 赞 · 68 转

TLDR: Anthropic just published the official playbook for prompting the most powerful AI model on earth - I translated it. Most people won't read this guide (it's buried in the API docs), which is

中文介绍 Anthropic 官方发布 Fable 5 (Mythos) 提示词大师课,作者将其从 API 文档中翻译出来并分享,强调大多数人不会读这份官方指南。

Everything Is Recorded Now

@dhaber · 50.0K 粉丝 · 497.3K 阅 · 500 赞 · 57 转

One of the biggest ways that AI is transforming work (and also one of the most taboo subjects inside companies at the moment) is that most work discussions are being recorded now by default. This

中文介绍 AI 正在改变工作的一大方式:多数工作讨论默认被记录,但这是公司内部的禁忌话题。

First Steps Toward Automated AI Research

@Recursive_SI · 6.3K 粉丝 · 465.1K 阅 · 516 赞 · 71 转

Early results from Recursive’s automated AI research system on model training and GPU kernel benchmarks Today we are releasing early results from Recursive’s automated AI research system. Across three

中文介绍 Recursive 发布自动化 AI 研究系统的早期结果,涵盖模型训练和 GPU 内核基准测试,展示了自主研究的初步进展。

Build self-improving agent system with Fable 5 in 14 steps : loops, dynamic workflows, routines

@0xCodez · 6.4K 粉丝 · 371.8K 阅 · 515 赞 · 56 转

Most people are using Claude Fable 5 like Sonnet 4.6 with a bigger context window. They prompt it. It works for 5 minutes. They close the tab. 9 out of 10 users have never run an agent system that

中文介绍 大多数用户将 Fable 5 当作大上下文版 Sonnet 4.6 使用,从未运行过真正的 agent 系统。作者给出 14 步构建自改进 agent 系统的完整方法。

The Untrainable

@saranormous · 143.5K 粉丝 · 194.8K 阅 · 614 赞 · 40 转

The mid-2026 investor's version of AI psychosis is a despair that nothing is investable, that we should put all our money into Anthropic and Nvidia and go home. I have never felt it. I have been sure

中文介绍 2026 年中投资者对 AI 的绝望:觉得只有 Anthropic 和 Nvidia 可投,其他不值得。作者不认同此观点,认为仍有大量机会。

How to Build a Self-Improving Loop in Claude Code (Exact Setup Inside)

@0x_rody · 1.7K 粉丝 · 193.2K 阅 · 513 赞 · 72 转

Claude writes your code, hands it over, and 3 tests are failing. You paste the errors back, it fixes one thing, breaks another, and you spend the evening as a messenger between Claude and your

中文介绍 解决 Claude Code 反复修 bug 的痛点:作者分享如何构建自我改进循环,让 agent 自主迭代代码而非手动传递错误信息。

Building a Good Vertical Agent

@BrainsAndTennis · 10.5K 粉丝 · 187.4K 阅 · 539 赞 · 45 转

How do you build an agent that actually performs in a domain — one customers pick because it's better? The basics have been standardized over the past year: an agent is a while-loop around a model

中文介绍 构建实际可用的垂直 agent 的关键:基础模式已标准化(while-loop + 模型),重点在于领域适配和客户选择。

Anthropic's War on Opensource AI

@TheAhmadOsman · 61.0K 粉丝 · 74.9K 阅 · 507 赞 · 98 转

Anthropic wants the public to see one thing: the careful lab, the safety lab, the grown-up in the room trying to keep frontier AI from running off a cliff. However, the pattern around Anthropic does

中文介绍 Anthropic 表面是安全实验室,实则通过禁止配套条款、法律威胁等方式打压开源 AI,形成反竞争模式。

Coinbase for Agents: Your AI Agent Can Now Trade and Pay with Coinbase

@coinbase · 7.0M 粉丝 · 72.8K 阅 · 500 赞 · 62 转

TL;DR: Coinbase for Agents connects your AI agent directly to your Coinbase account so it can trade, pay, and execute workflows on your behalf, all within limits you control. Available today as an MCP

中文介绍 Coinbase 推出「Agent 版」功能:AI agent 可通过 MCP 协议直接连接用户 Coinbase 账户,在可控额度内进行交易、支付和自动化工作流。

Principled Thinking and AI Need to Go Together

@RayDalio · 2.2M 粉丝 · 72.6K 阅 · 515 赞 · 93 转

What is the best approach to being effectively intelligent now that human intelligence and artificial intelligence are merging? Because I have been building computerized investment decision-making

中文介绍 Ray Dalio 谈原则性思维与 AI 结合:他认为人机智能正在融合,并分享了自己构建计算机化投资决策系统的经验。

ORACLE: Official AI Agents Trade on Polymarket

@ORACLEAIFND · 31.9K 粉丝 · 63.6K 阅 · 1.5K 赞 · 563 转

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

中文介绍 2026 年自主 AI agent 已成为预测市场最有效策略之一:Polymarket 上超过 30% 的活动来自算法和 AI 钱包。

ORACLE: Official AI Agents Trade on Polymarket

@OracleTrdading · 39.7K 粉丝 · 61.5K 阅 · 1.5K 赞 · 577 转

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

中文介绍 2026 年自主 AI agent 已成为预测市场最有效策略之一:Polymarket 上超过 30% 的活动来自算法和 AI 钱包。

ORACLE: Official AI Agents Trade on Polymarket

@OracleTrdade · 41.7K 粉丝 · 60.6K 阅 · 1.5K 赞 · 560 转

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

中文介绍 2026 年自主 AI agent 已成为预测市场最有效策略之一:Polymarket 上超过 30% 的活动来自算法和 AI 钱包。

ORACLE: Official AI Agents Trade on Polymarket

@OracleMarkett · 45.0K 粉丝 · 60.1K 阅 · 1.5K 赞 · 568 转

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

中文介绍 2026 年自主 AI agent 已成为预测市场最有效策略之一:Polymarket 上超过 30% 的活动来自算法和 AI 钱包。

/goal + Loss Functions: How to Distill a Product in 30 Hours with One Prompt [Full Playbook]

@elvissun · 45.0K 粉丝 · 42.0K 阅 · 502 赞 · 45 转

99% people are using /goal and loops wrong. The hype they hear is "long-running loops prompting autonomous agent": point it at a task, walk away, come back to working code. But top agentic engineers

中文介绍 99% 的人错误使用 /goal 和循环。作者分享完整策略:用一条 prompt 在 30 小时内将产品从概念提炼到实现,核心是正确设计 loss function。

Building recursive agent systems

@leerob · 258.6K 粉丝 · 36.8K 阅 · 586 赞 · 40 转

At Cursor, we run thousands of agents to help us train the next version of Composer. We give them research tasks, and if they aren't succeeding or run into issues, they DM us on Slack or page us via

中文介绍 Cursor 内部运行数千个 agent 训练下一代 Composer,给它们布置研究任务,失败时会通过 Slack 或 PagerDuty 通知开发团队。

New OpenAI Academy courses for the next era of work

OpenAI introduces three Academy courses that help people build practical AI skills, create repeatable workflows, and apply agents in everyday work.

中文介绍 OpenAI Academy推出三门新课程,重点培养实用AI技能、创建可重复工作流程,以及在日常工作中应用AI代理,助力新时代工作方式转型。

How Preply combines AI and human tutors to personalize learning

Preply uses OpenAI to launch AI-generated lesson summaries, providing personalised feedback and language learning exercises.

中文介绍 Preply与OpenAI合作,推出AI生成的课程摘要功能,结合人类导师提供个性化反馈和语言学习练习,实现定制化语言学习体验。

Google DeepMind is worried about what happens when millions of agents start to interact

Google DeepMind is funding research into the potential dangers of situations where millions of different AI agents interact with each other online. According to Rohin Shah, who directs the company’s AGI safety and alignment research, the mass-market arrival of agents that can carry out tasks without

中文介绍 Google DeepMind资助研究,关注数百万AI代理在线交互的潜在危险。AGI安全与对齐研究负责人Rohin Shah指出,代理大规模商用可能带来风险。

Supporting Europe’s work in ensuring a trustworthy AI ecosystem

OpenAI supports the EU Code of Practice on AI content transparency, advancing provenance standards and tools to help people understand AI-generated content.

中文介绍 OpenAI支持欧盟AI内容透明度行为准则,推动溯源标准与工具建设,帮助用户识别AI生成内容,助力欧洲构建值得信赖的AI生态系统。

BBVA puts AI at the core of banking with OpenAI

Learn how BBVA scaled ChatGPT Enterprise to 100,000 employees and partnered with OpenAI to accelerate AI-powered banking transformation worldwide.

中文介绍 BBVA与OpenAI合作,将ChatGPT Enterprise部署至10万名员工,将AI置于银行业务核心,加速全球AI驱动的银行业转型。

How an astrophysicist uses Codex to help simulate black holes

Discover how astrophysicist Chi-kwan Chan uses Codex to build black hole simulations, helping scientists study extreme physics and test Einstein’s theory of general relativity.

中文介绍 天体物理学家Chi-kwan Chan利用OpenAI Codex构建黑洞模拟程序,帮助科学家研究极端物理学,并检验爱因斯坦的广义相对论。

OpenAI to acquire Ona

OpenAI plans to acquire Ona to expand Codex with secure, persistent cloud environments, enabling long-running AI agents across enterprise workflows.

中文介绍 OpenAI计划收购Ona,以扩展Codex平台的安全持久云环境能力,支持企业工作流中长时间运行的AI代理。

Access OpenAI models and Codex through your Oracle cloud commitment

Access OpenAI models and Codex through Oracle Cloud, using existing commitments to build and deploy AI with enterprise security and governance.

中文介绍 用户可通过Oracle云承诺直接访问OpenAI模型和Codex,利用现有云资源构建并部署AI应用,享受企业级安全与治理。

DiffusionGemma: 4x faster text generation

中文介绍 Google DeepMind发布DiffusionGemma模型,基于扩散架构实现文本生成速度提升四倍,为高效文本生成提供新方案。

市场总览

当前市场整体技术面呈现分化。美股方面,标普500 ETF(SPY)和纳斯达克100 ETF(QQQ)仍处于多头排列,但价格略低于20日均线,RSI在50附近,动量有所减弱。加密市场极度疲弱,加密恐慌贪婪指数仅12(极度恐慌),总市值2.25T,BTC-USD、ETH-USD、SOL-USD均处于空头排列,RSI接近30超卖区域,MACD绿柱扩大,下行趋势明确。中概股同样承压,阿里巴巴(BABA)RSI 29.6进入超卖,但趋势仍为空头排列。商品外汇中,黄金期货与原油期货均跌破短期均线,RSI在37附近,偏空;美元指数DXY则高位震荡,RSI 60,仍呈多头排列。整体上,空头力量占优,恐慌情绪主导。

今日关注

QQQ Nasdaq 100 ETF
偏上行

当前价格721.34美元,略低于20日均线721.5美元,但高于50日均线681.81美元和200日均线625.38美元,呈多头排列。RSI 55.2处于中性偏强区域,MACD值为8.3152,虽低于信号线13.6038,但正柱仍在。近5日涨幅2.31%优于大盘,技术结构仍偏上行。

ETH-USD Ethereum
偏下行

价格1659.52美元,远低于20日(1845.19)、50日(2093.12)及200日均线(2420.77),空头排列明确。RSI 30.6接近超卖,但MACD为-138.9286,绿柱持续扩大(MACD信号-130.5703),动能仍偏弱。加密市场恐慌指数12,进一步压制反弹。

BABA 阿里巴巴 (BABA)
偏下行

价格112.82美元,低于所有主要均线(20日125.81/50日130.33/200日149.57),空头排列。RSI 29.6进入超卖区,但MACD -4.9544,绿柱仍在放大(信号-3.3542),下行趋势未变。近5日跌幅6.81%,短期空方占优。

^VIX VIX 恐慌指数
偏下行

当前17.68,低于50日均线18.25和200日均线18.54,形成死叉(SMA50下穿SMA200),空头排列。RSI 48.6中性,MACD 0.3092高于信号-0.0977,但近5日下跌17.81%显示市场恐慌情绪快速消退,技术指标指向下行。

TSLA Tesla
中性

价格406.43美元,介于20日均线415.74美元和50日均线398.3美元之间,与200日均线415.69美元接近,均线走平。RSI 48.9中性,MACD -2.1734低于信号2.1956,但绿柱无明显扩张。近期波动较小,方向不明确,呈中性盘整形态。

全部资产

^VIX

VIX 恐慌指数

$17.68 -9.05%
5 日
-17.81%
距 52w 高
-49.9%
RSI(14)
48.6
趋势
空头
SMA 20 / 50 / 200
17.53 / 18.25 / 18.54
MACD / 信号
0.309 / -0.098
死叉(SMA50↓SMA200) (2 天前)空头排列

^TNX

10Y 美债收益率 (%)

$4.49 +0.54%
5 日
-1.08%
距 52w 高
-10.2%
RSI(14)
50.8
趋势
多头
SMA 20 / 50 / 200
4.52 / 4.42 / 4.21
MACD / 信号
0.020 / 0.029
多头排列

DX-Y.NYB

美元指数 DXY

$99.81 -0.05%
5 日
-0.26%
距 52w 高
-0.8%
RSI(14)
60.0
趋势
多头
SMA 20 / 50 / 200
99.42 / 98.90 / 98.64
MACD / 信号
0.312 / 0.262
接近 52 周高多头排列

SPY

S&P 500 ETF

$741.75 +0.54%
5 日
+0.57%
距 52w 高
-2.5%
RSI(14)
52.9
趋势
多头
SMA 20 / 50 / 200
745.07 / 722.80 / 686.30
MACD / 信号
3.772 / 7.393
接近 52 周高多头排列

QQQ

Nasdaq 100 ETF

$721.34 +0.59%
5 日
+2.31%
距 52w 高
-3.6%
RSI(14)
55.2
趋势
多头
SMA 20 / 50 / 200
721.50 / 681.81 / 625.38
MACD / 信号
8.315 / 13.604
多头排列

AAPL

Apple

$291.13 -1.52%
5 日
-5.27%
距 52w 高
-8.3%
RSI(14)
44.0
趋势
多头
SMA 20 / 50 / 200
303.88 / 285.49 / 266.87
MACD / 信号
2.261 / 5.760
多头排列

MSFT

Microsoft

$390.74 +0.10%
5 日
-6.22%
距 52w 高
-29.7%
RSI(14)
37.1
趋势
空头
SMA 20 / 50 / 200
419.75 / 411.80 / 453.73
MACD / 信号
-4.135 / 1.271
空头排列

NVDA

Nvidia

$205.19 +0.16%
5 日
+0.04%
距 52w 高
-13.3%
RSI(14)
45.2
趋势
中性
SMA 20 / 50 / 200
214.62 / 206.91 / 189.26
MACD / 信号
-1.101 / 1.257

GOOGL

Alphabet

$359.68 +0.53%
5 日
-2.40%
距 52w 高
-12.0%
RSI(14)
42.4
趋势
中性
SMA 20 / 50 / 200
376.42 / 362.26 / 307.94
MACD / 信号
-2.903 / 1.104

TSLA

Tesla

$406.43 +1.82%
5 日
+3.95%
距 52w 高
-18.5%
RSI(14)
48.9
趋势
中性
SMA 20 / 50 / 200
415.74 / 398.30 / 415.69
MACD / 信号
-2.173 / 2.196

META

Meta

$566.98 -0.26%
5 日
-4.39%
距 52w 高
-28.8%
RSI(14)
34.7
趋势
空头
SMA 20 / 50 / 200
604.21 / 621.83 / 658.09
MACD / 信号
-12.809 / -7.969
空头排列
加密恐慌贪婪
12
极度恐慌
加密总市值
$2.25 T
-0.32% / 24h
BTC 主导率
56.4%
ETH 8.9%
24h 成交量
$126.1 B
活跃币 17,477

BTC-USD

Bitcoin

$63,417.20 -0.23%
5 日
+0.28%
距 52w 高
-49.7%
RSI(14)
32.6
趋势
空头
SMA 20 / 50 / 200
68,135.30 / 74,416.20 / 77,883.86
MACD / 信号
-3,811.418 / -3,572.966
空头排列

ETH-USD

Ethereum

$1,659.52 -0.76%
5 日
-1.59%
距 52w 高
-66.5%
RSI(14)
30.6
趋势
空头
SMA 20 / 50 / 200
1,845.19 / 2,093.12 / 2,420.77
MACD / 信号
-138.929 / -130.570
空头排列

SOL-USD

Solana

$66.51 -0.47%
5 日
+0.30%
距 52w 高
-73.7%
RSI(14)
34.0
趋势
空头
SMA 20 / 50 / 200
74.04 / 82.10 / 100.39
MACD / 信号
-5.539 / -5.011
空头排列

BABA

阿里巴巴 (BABA)

$112.82 +0.12%
5 日
-6.81%
距 52w 高
-41.4%
RSI(14)
29.6
趋势
空头
SMA 20 / 50 / 200
125.81 / 130.33 / 149.57
MACD / 信号
-4.954 / -3.354
RSI 超卖空头排列

PDD

拼多多 (PDD)

$81.56 +0.32%
5 日
-4.13%
距 52w 高
-41.5%
RSI(14)
32.4
趋势
空头
SMA 20 / 50 / 200
88.52 / 95.37 / 111.40
MACD / 信号
-4.262 / -3.794
空头排列

JD

京东 (JD)

$28.56 +1.78%
5 日
-1.11%
距 52w 高
-22.5%
RSI(14)
41.6
趋势
空头
SMA 20 / 50 / 200
29.87 / 30.11 / 30.31
MACD / 信号
-0.573 / -0.378
空头排列

0700.HK

腾讯控股 (0700.HK)

HK$463.60 +1.40%
5 日
+2.29%
距 52w 高
-32.1%
RSI(14)
51.6
趋势
空头
SMA 20 / 50 / 200
450.45 / 472.52 / 568.94
MACD / 信号
-3.291 / -6.866
空头排列

GC=F

黄金期货

$4,239.90 +3.66%
5 日
-2.24%
距 52w 高
-24.1%
RSI(14)
37.3
趋势
中性
SMA 20 / 50 / 200
4,423.13 / 4,588.26 / 4,419.63
MACD / 信号
-116.353 / -87.265

CL=F

WTI 原油期货

$84.29 -3.90%
5 日
-6.90%
距 52w 高
-29.5%
RSI(14)
37.4
趋势
中性
SMA 20 / 50 / 200
93.95 / 96.73 / 73.41
MACD / 信号
-2.726 / -1.876

USDCNY=X

美元 / 人民币

¥6.76 -0.20%
5 日
-0.05%
距 52w 高
-6.2%
RSI(14)
35.4
趋势
空头
SMA 20 / 50 / 200
6.78 / 6.81 / 6.97
MACD / 信号
-0.012 / -0.014
MACD 金叉 (3 天前)接近 52 周低空头排列
风险提示

过去走势不代表未来表现,本报告仅基于公开技术指标进行客观解读,不构成任何投资建议。所有结论均受时效性限制,仅供技术指标解读参考,请结合其他分析独立决策。

Afghans Hold Rare Public Protests Against Taliban Rules

The United Nations said it was “deeply concerned” about the arrests of dozens of women, and reported that two people were killed in protests organized to support them.

中文摘要 阿富汗民众罕见举行抗议反对塔利班统治,联合国表示“深切关注”数十名妇女被捕,抗议活动中有两人死亡。

Iran War Live Updates: Cease-Fire Deal Appears Within Reach, Officials Say

U.S. and Iranian officials said final details were still being worked out, but President Trump and Iran’s foreign minister both said they were close to an agreement. Previous potential deals have evaporated at the last minute.

中文摘要 美伊官员称停火协议接近达成,终稿细节仍在敲定;特朗普与伊朗外长均表示接近协议,但此前类似谈判曾功亏一篑。

U.S. Says Iran Cease-Fire Deal ‘Very Close’

A senior administration official said the two sides were “not quite at the finish line yet.”

中文摘要 美国一名高级官员表示,伊朗停火协议“非常接近”,但“尚未完全冲过终点线”。

Here’s the latest.

中文摘要 暂无详细报道,仅提示为伊朗战争最新动态。

Middle East crisis live: Iran says Lebanon is part of deal with US but nuclear programme is not

Iran’s foreign minister says end to war on all fronts includes Lebanon but Tehran won’t give up nuclear programme; US president has reportedly talked to Netanyahu Iran’s official Islamic Republic News Agency (IRNA) has cautioned against media speculation about a potential memorandum of understanding

中文摘要 伊朗外长称黎巴嫩属于美伊协议一部分,但不会放弃核计划;美国总统已与内塔尼亚胡通话,警告媒体不要对谅解备忘录猜测。

China Arrests U.S. Scholar on Spying Charge

The arrest of U Min Zin, who did graduate studies at U.C. Berkeley and directs a research group on Myanmar, took place soon after President Trump met with Xi Jinping in China.

中文摘要 中国以间谍罪逮捕美国学者U Min Zin,其毕业于加州大学伯克利分校并领导缅甸研究小组,被捕时间紧接特朗普与习近平会面后。

Judge keeps order in place to remove Trump’s name from Kennedy Center

The US president has sought to reshape the capital city's image and institutions through series of plans and projects.

中文摘要 法官维持原判,继续执行将特朗普名字从肯尼迪中心移除的命令,特朗普曾试图重塑首都形象和机构。

Deal to end fighting would lead to Hormuz reopening, Iran says

The deal which will pave the way for hostilities to end is close to being finalised, the US, Iran and mediators Pakistan say.

中文摘要 美国、伊朗及调解方巴基斯坦称,结束敌对行动的协议即将敲定,将推动霍尔木兹海峡重新开放。

Western Australia Is Battling a Mouse Plague

For months, mice have been found in tea kettles, crunched by car tires and even appeared in people’s beds. In one town, the end might be in sight.

中文摘要 西澳大利亚州正遭受严重鼠患,老鼠出现在茶壶、汽车轮胎和床铺中,其中一个城镇可能即将结束灾情。

UAE to unlock frozen Iranian funds amid US ceasefire push: Sources

Reuters reports UAE agreed to unlock billions for Iran, but Abu Dhabi swiftly issued a categorical denial.

中文摘要 路透社称阿联酋同意解冻数十亿美元伊朗资金,但阿布扎比随即予以否认。美国正推动停火。

EU agrees launch of accession process for Ukraine and Moldova

Progress for Kyiv's membership bid given the green light after Hungary's new government lifts Budapest's veto.

中文摘要 欧盟同意启动乌克兰和摩尔多瓦的入盟谈判;匈牙利新政府取消否决权后,基辅的入盟进程获得进展。

With iPhones and Faxes, David Hockney Embraced Tech

Polaroids and photocopiers also gave the artist possibilities for creating in forms vastly different from his paintings.

中文摘要 大卫·霍克尼借助iPhone、传真机、宝丽来和复印机等科技手段进行创作,探索与油画截然不同的艺术形式。

Will there be a deal to end the Iran war this time?

After cancelling planned strikes on Iran, Trump has said an agreement to end the war will be finalised soon.

中文摘要 特朗普在取消对伊朗预定打击后表示,结束战争的协议将很快敲定。外界关注本次能否达成协议。

Knicks' Team Sacrifices and Success Inspire New York Optimism

Bill Bradley, former US Senator and two-time NBA champion, discussed the New York Knicks' recent success, highlighting how Jalen Brunson gave up millions in free agency to allow the team more financial flexibility to build a stronger roster. He emphasized that this special group's dedication and sha

中文摘要 前美国参议员、两届NBA冠军比尔·布拉德利讨论纽约尼克斯队近期的成功,强调杰伦·布伦森在自由市场上放弃数百万美元以增强球队薪资灵活性,这一团队牺牲提振了纽约的乐观情绪。

What to Know About SpaceX’s Record-Breaking IPO

SpaceX had the largest stock-market debut in history when it went public on June 12. The company raised $75 billion in the initial public offering and ended its first day on the public markets with a market capitalization of around $2.2 trillion. The IPO turned SpaceX founder Elon Musk into the worl

中文摘要 SpaceX于6月12日上市,创下史上最大IPO,募集750亿美元,首日市值约2.2万亿美元。创始人埃隆·马斯克成为全球首位万亿富翁。

SpaceX IPO Sparks Surge in Space Industry Investment and Market Optimism

Heather Pringle, CEO of the Space Foundation, discussed the impact of SpaceX's historic $75 Billion IPO on the broader space industry and investment landscape. She highlighted that SpaceX's public listing marks a significant milestone for a maturing space sector, demonstrating viable pathways to pro

中文摘要 太空基金会CEO希瑟·普林格表示,SpaceX历史性的750亿美元IPO标志着太空行业成熟的重要里程碑,激发了整个太空领域的投资热潮和市场乐观情绪。

Elon Musk becomes world's first trillionaire as SpaceX soars in stock market debut

Musk is now worth $1.11tn according to the Bloomberg rich list, while SpaceX listed on the Nasdaq stock exchange with a value of $2.2tn.

中文摘要 据彭博富豪榜,马斯克净资产达1.11万亿美元,成为全球首位万亿富翁。SpaceX在纳斯达克上市,市值2.2万亿美元。

NYC Comptroller Raises Concerns Over SpaceX Index Inclusion and Governance Structure

New York City Comptroller Mark Levine discussed the fast-tracking of SpaceX's inclusion into major indexes such as MSCI Global Standard and FTSE Russell, highlighting concerns about the abandonment of traditional criteria like seasoning periods and earnings track records. Levine emphasized the unpre

中文摘要 纽约市主计长马克·莱文对SpaceX被快速纳入MSCI全球标准指数和FTSE罗素指数表示担忧,认为这放弃了传统的等待期和盈利记录标准。

Riding Global Tailwinds: Masters in Business with Jean Eric Salata

Barry speaks with Jean Eric Salata, chair of EQT group. They discuss his time working in Asian private equity investment along with what he sees as necessary to become a good investor across different cultures including what he learned in Japan and Hong Kong. (Source: Bloomberg)

中文摘要 EQT集团主席让·埃里克·萨拉塔在节目中讨论其在亚洲私募股权投资的经历,以及在不同文化背景下成为优秀投资者所需的素质。

Knicks Win Triggered Record Loss for Susquehanna Sports Traders

Jeff Yass, the founder of the Wall Street trading firm Susquehanna International Group, has long been a New York Knicks fan. But he couldn’t fully savor the moment when the team completed its epic comeback to win game four of the NBA finals.

中文摘要 华尔街交易公司Susquehanna创始人杰夫·亚斯是尼克斯球迷,但球队在NBA总决赛第四场逆转获胜导致该公司体育交易员创纪录亏损。

SpaceX’s surge on debut makes Musk world’s first trillionaire

Rocket and AI group’s shares jumped by nearly a fifth after raising $75bn in record initial public offering

中文摘要 SpaceX上市首日股价上涨近20%,公司通过史上最大IPO募集750亿美元,使创始人马斯克成为全球首位万亿富翁。

Look Ahead: Retail Sales, FMOC, NBA Finals

Bloomberg's Lisa Mateo joins Scarlet Fu and Tom Keene on "Bloomberg Money." (Source: Bloomberg)

中文摘要 彭博社记者丽莎·马特奥与主持人斯嘉丽·傅和汤姆·基恩在节目中讨论即将公布的零售销售数据、美联储会议及NBA总决赛。

Ice Cube: Ready To Take BIG3 to the Next Level

Rapper & Co-Founder of Big3 league Ice Cube, discusses the league preparing to go public after a $290 million valuation. He discusses the early days of the league, how the fans have really embraced it, and what it means to be the first publicly traded sports league. He speaks with Romaine Bostick &

中文摘要 说唱歌手、BIG3联赛联合创始人Ice Cube表示,该联赛在估值2.9亿美元后准备上市,将成为首个公开交易的体育联赛。

Chevron CEO Wirth on Energy Market Volatility

Michael K. Wirth, Chairman of the Board & CEO, Chevron Corporation discusses investment, scale and long-term strategy with Bloomberg’s Annmarie Hordern at the Bloomberg Energy Security Executive Briefing 2026 in Houston. (Source: Bloomberg)

中文摘要 雪佛龙董事长兼CEO迈克尔·沃思在彭博能源安全高管简报会上讨论能源市场波动下的投资、规模和长期战略。

Energy Market Leaders on Navigating Risk

Rebecca Babin, Managing Director & Senior Energy Trader, CIBC Private Wealth and Dan Pickering, Founder & Chief Investment Officer, Pickering Energy Partners discuss volatility, diversification and returns across energy markets with Bloomberg’s Julie Fine at the Bloomberg Energy Security Executive B

中文摘要 CIBC私人财富董事总经理丽贝卡·巴宾和Pickering能源合伙创始人丹·皮克林在彭博能源简报会上讨论能源市场的波动性、多元化及回报。

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目前从事这方面工作,因为架构设计需求分析都差不多了,顺手就实现了一套,功能日渐完善,计划开源。到时候欢迎大家试用呀。 11 个帖子 - 11 位参与者 阅读完整话题

感谢any,fable5是真NB

项目我一直是拿5.5xhigh开发的,系统里的tts一直有问题,因为是本地部署的所以一直在喊5.5改框架改参数修bug,但是一直有几个问题解决不了,但也能正常使用也就算了 但今天生成的音频又出问题,我真是艹了 又一次喊5.5定位问题的时候,看着没几个能用的公益站 ,突然想起来any大善人有fable5能用,于是赶快更新cc,接入ccs使用。retry几次后,从线程调用入手直接给我列了4个点,那是字字珠玑,一看5.5感觉纯在说废话(也有可能是对自己写的东西太信任了) 那还说啥了,赶紧给fable去写。才修了两步,完美解决了问题的同时,tts的生成速度还快了不少,给我高兴坏了 。而且在我指出之后,

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今天,我们发布并开源 Kimi K2.7 Code 编程模型。 内外部基准评估显示,Kimi K2.7 Code 相比 K2.6 模型显著提升了长上下文编程场景的指令遵循能力、长程编程任务的性能表现,并且大幅改善了在长程任务中的过度思考倾向,平均 token 消耗减少 30%。 在评估代码能力的内部外基准测试中,K2.7 Code 相比 K2.6 性能显著提升:Kimi Code Bench v2 提升 21.8%、Program-Bench 提升 11%、MLS Bench Lite 提升 31.5%。 模型代码能力的进化带来了 agentic 能力的提升。在评估 Agent 自主化执行能力

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docs.oracle.com Always Free Resources Learn what Always Free resources are available to all Oracle Cloud Infrastructure users. 甲骨文云的免费账号继arm机器限速和韩国春川地区无法注册和开出arm机器后,现在直接将之前的永久4C24G的额度砍半,最多只能2C12G。 6.13更新,之前在oracle系统里显示的4c24g的实例成本分析也跟着文档更新有计费了,接下来就看15号一个月过半后有没有账单了。 162 个帖子 - 107 位参与者 阅读完整话题

以后要对AI客气点,多用敬语

从fable 12万字提示词里,已经对侮辱谩骂ai的行为做了定性: 所以再骂ai有可能会被拒绝服务。 32 个帖子 - 27 位参与者 阅读完整话题

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