每日简报

2026-06-12

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apple/container

Swift · ★ 32,263 · 🍴 905 · 📈 2,419 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 苹果官方开源的 Linux 容器管理工具,基于轻量级虚拟机在 macOS 上运行容器。采用 Swift 编写并针对 Apple Silicon 深度优化,适合开发者在本地测试或调试 Linux 环境。

addyosmani/agent-skills

Shell · ★ 54,614 · 🍴 5,936 · 📈 3,275 stars today

Production-grade engineering skills for AI coding agents.

中文介绍 面向 AI 编码代理的生产级工程技能集合,涵盖代码审查、测试生成等能力。帮助开发者快速构建可靠的 AI 辅助编程工作流,提升工程效率。

maziyarpanahi/openmed

Python · ★ 2,727 · 🍴 268 · 📈 427 stars today

open-source healthcare ai

中文介绍 开源医疗健康 AI 系统,可能涉及诊断辅助、数据处理等。面向医疗领域开发者与研究人员,提供可定制的 AI 工具来提升医疗信息化水平。

phuryn/pm-skills

★ 16,167 · 🍴 1,682 · 📈 1,944 stars today

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

中文介绍 项目管理技能市场,提供 100 余种代理技能、命令和插件。覆盖从需求发现到增长的全流程,适合产品经理与项目经理快速获取专业能力。

NVIDIA/SkillSpector

Python · ★ 2,601 · 🍴 208 · 📈 308 stars today

Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, and security risks.

中文介绍 NVIDIA 开源的 AI 代理技能安全扫描工具,可检测漏洞、恶意模式和安全隐患。保障 AI agent 技能集的安全性,适用于企业安全审计。

soxoj/maigret

Python · ★ 32,579 · 🍴 2,386 · 📈 665 stars today

🕵️‍♂️ Collect a dossier on a person by username from 3000+ sites

中文介绍 开源个人信息搜集工具,通过用户名在 3000 余个社交平台及网站中查找关联信息。适用于安全研究、数字取证及社交工程防御。

x1xhlol/system-prompts-and-models-of-ai-tools

★ 139,851 · 🍴 34,615 · 📈 369 stars today

FULL Augment Code, Claude Code, Cluely, CodeBuddy, Comet, Cursor, Devin AI, Junie, Kiro, Leap.new, Lovable, Manus, NotionAI, Orchids.app, Perplexity, Poke, Qoder, Replit, Same.dev, Trae, Traycer AI, VSCode Agent, Warp.dev, Windsurf, Xcode, Z.ai Code, Dia & v0. (And other Open Sourced) System Prompts

中文介绍 系统提示词与 AI 工具模型信息集合,汇总了 Claude Code、Cursor 等 20 余款工具的 system prompt 与模型配置。供开发者参考或反向工程。

refactoringhq/tolaria

TypeScript · ★ 15,367 · 🍴 1,059 · 📈 604 stars today

Desktop app to manage markdown knowledge bases

中文介绍 桌面端 Markdown 知识库管理工具,支持笔记组织、全文搜索与分类浏览。适合个人知识管理和大纲整理,轻量高效。

obra/superpowers

Shell · ★ 224,765 · 🍴 19,980 · 📈 1,323 stars today

An agentic skills framework & software development methodology that works.

中文介绍 一套代理技能框架与软件开发方法论,强调实用性和工程化。旨在提升 AI 代理的自主编程能力,适合需要构建智能工作流的团队。

restic/restic

Go · ★ 34,136 · 🍴 1,785 · 📈 33 stars today

Fast, secure, efficient backup program

中文介绍 开源备份工具,主打快速、安全、高效。支持加密、增量备份和多种存储后端,适用于个人或服务器数据保护,简单可靠。

msitarzewski/agency-agents

Shell · ★ 111,491 · 🍴 18,246 · 📈 1,235 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 全栈 AI 代理框架,包含前端专家、社区运营等专业代理。每个代理有独立人格与工作流程,可用于自动化营销、内容生成等业务场景。

masterking32/MasterDnsVPN

Go · ★ 5,663 · 🍴 518 · 📈 510 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 基于 DNS 隧道的 VPN 工具,采用低开销 ARQ、解析器负载均衡等技术。优化了在高丢包环境下的稳定性与速度,用于网络审查规避。

chatwoot/chatwoot

Ruby · ★ 30,333 · 🍴 7,503 · 📈 191 stars today

Open-source live-chat, email support, omni-channel desk. An alternative to Intercom, Zendesk, Salesforce Service Cloud etc. 🔥💬

中文介绍 开源全渠道客服平台,支持在线聊天、邮件、社交媒体等。作为 Intercom、Zendesk 的替代品,适合中小团队快速搭建客户支持系统。

kenn-io/agentsview

Go · ★ 1,608 · 🍴 172 · 📈 98 stars today

Local-first session intelligence and analytics for coding agents, supporting Claude Code, Codex, and more than 20 other agents. Also: 100x faster replacement for ccusage!

中文介绍 本地优先的 AI 编码代理会话分析工具,支持 Claude Code、Codex 等 20 余种代理。提供智能分析和性能指标,比 cusage 快 100 倍。

alchaincyf/zhangxuefeng-skill

★ 7,926 · 🍴 2,411 · 📈 131 stars today

张雪峰.skill — 张雪峰的认知操作系统。高考志愿/考研/职业规划的实战思维框架。由女娲.skill生成。

中文介绍 基于 AI 代理技能的认知操作系统,模拟张雪峰的实战思维框架。用于高考志愿填报、考研及职业规划指导,由女娲.skill 生成。

TapXWorld/ChinaTextbook

Roff · ★ 73,914 · 🍴 16,537 · 📈 345 stars today

所有小初高、大学PDF教材。

中文介绍 中国小学至大学各阶段 PDF 电子教材合集,涵盖主流版本。适用于学生、教师或自学者离线查阅,全面且易获取。

hexo-ai/sia

Python · ★ 1,255 · 🍴 156 · 📈 177 stars today

SIA is a Self Improving AI framework to autonomously improve the performance of any AI system (Model / Agent) on a benchmark task.

中文介绍 自我改进 AI 框架 (SIA),能自动优化任何 AI 模型或代理在基准任务上的表现。无需人工干预,适用于模型调优与持续提升。

mattermost/mattermost

TypeScript · ★ 37,288 · 🍴 8,696 · 📈 26 stars today

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

中文介绍 开源安全协作平台,专为软件开发生命周期设计。提供消息、文件共享、集成等,是 Slack 的替代品,强调合规性与可定制性。

bannedbook/fanqiang

Kotlin · ★ 46,731 · 🍴 8,002 · 📈 243 stars today

翻墙-科学上网

中文介绍 提供翻墙/科学上网相关资源集合,包含工具、教程等,帮助用户突破网络审查。内容持续更新,适合有访问需求的用户。

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

👍 68

Scientific progress depends on a repeated loop of exploration, experimentation, and abstraction. Researchers test candidate directions, interpret the evidence, and carry the resulting lessons into later attempts. We study how an AI agent can run this loop autonomously over long horizons. We introduc

中文介绍 提出Hypothesis-Tree Refinement方法,让AI智能体自主执行科学研究的探索-实验-抽象循环,实现长期自主研究。通过构建和细化假设树,智能体可规划实验、解释证据并积累经验,推动通用科研自动化。

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

👍 56

Environments serve as interactive systems for large language model (LLM) based agents across diverse scenarios and play a crucial role in driving the continual evolution of model capabilities. Despite this importance, existing work lacks a systematic categorization and deep analysis. This paper syst

中文介绍 系统综述LLM智能体的环境工程,涵盖环境建模、合成、评估与应用四个维度。对现有工作进行了分类与深度分析,揭示该领域缺乏系统性分类的现状,为后续研究提供结构化参考。

Claw-SWE-Bench: A Benchmark for Evaluating OpenClaw-style Agent Harnesses on Coding Tasks

👍 55

General-purpose agents such as OpenClaw are increasingly used as autonomous tool users, but their coding ability is difficult to measure under SWE-bench: a generic agent does not by itself satisfy the clean Docker workspace, patch, and prediction contract required for scoring. We introduce Claw-SWE-

中文介绍 提出Claw-SWE-Bench基准,专门评估类OpenClaw通用智能体的编程能力。通过适配SWE-bench的Docker工作区和补丁合约,解决了通用智能体在标准编程基准上难以评分的问题。

Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions

👍 51

Reward models are central to text-to-image post-training, but visual preference is subjective and better represented as a distribution over rubric scores than as a deterministic scalar. Existing scalar, score-token, and pairwise reward models over-compress uncertainty and fine-grained score differen

中文介绍 针对文本到图像后训练中的奖励模型,提出将推理内化到评分分布中,以分布而非确定性标量表示视觉偏好。该方法保留了不确定性和细粒度差异,优于现有的标量和成对奖励模型。

Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning

👍 41

Reinforcement learning with verifiable rewards (RLVR) has become standard for improving LLM reasoning. However, existing PPO-style trust-region mechanisms remain position-agnostic by enforcing uniform thresholds across all tokens independently. This pointwise treatment conflicts with autoregressive

中文介绍 针对LLM强化学习中PPO风格信任区域对所有token施加统一阈值的问题,提出位置感知的信任区域机制。该方法根据token在自回归序列中的不同角色动态调整约束,提升RLVR训练效果。

Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning

👍 28

Spatial reasoning from egocentric videos is inherently challenging because the observable evidence is constrained by the camera trajectory. Existing methods rely on single-turn inference, forcing models to resolve geometric ambiguity through semantic priors rather than verifiable evidence. We argue

中文介绍 提出跨视角回顾的空间推理方法,先进行一次推理,再通过回顾不同视角证据进行二次推理。该方法利用多次验证而非语义先验解决几何歧义,在基于第一视角视频的空间推理任务上取得改进。

DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch

👍 27

As the capabilities of LLM-based code agents continue to advance, their expected role is expanding beyond localized bug fixing in existing codebases toward architecting and implementing complete software repositories from high-level specifications. However, training agents for such long-horizon soft

中文介绍 提出DeNovoSWE框架,扩展长期环境以训练LLM代码智能体从零构建完整软件仓库。支持从高层规范进行架构设计和实现,弥补了现有代码智能体局限于局部修复的不足。

ComBench: A Benchmark for Rigorous Proof Reasoning and Constructive Realization in Olympiad-Level Combinatorics

👍 18

Combinatorics is central to Olympiad-level mathematical problem solving, requiring deep discrete reasoning, creative constructions, and rigorous structural insight. Recent evidence suggests that even today's strongest frontier models remain uneven on Olympiad combinatorics, revealing a gap in creati

中文介绍 提出ComBench基准,用于评估前沿模型在奥赛级组合数学中的严谨证明推理和构造性实现。测试发现最强模型在创造性和结构洞察上仍存在显著差距,为该领域提供标准化评估工具。

Grammar-Constrained Decoding Can Jailbreak LLMs into Generating Malicious Code

👍 17

Large Language Models (LLMs) are increasingly used for code generation, raising concerns that they may be misused to produce malicious code. Meanwhile, Grammar-Constrained Decoding (GCD) has been widely adopted to improve the reliability of LLM-generated code by enforcing syntactic validity. In this

中文介绍 研究发现语法约束解码(GCD)虽能提升LLM生成代码的句法可靠性,但同时可被攻击者利用进行越狱,诱使模型生成恶意代码。揭示了安全对齐下GCD的双刃剑效应。

InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning

👍 17

Recent progress in foundation models has shifted toward agentic behavior involving multi-step reasoning and tool use. However, open-source efforts largely focus on text-dominant settings, leaving long-horizon multimodal tasks underexplored. This gap is evident in video tasks requiring sustained temp

中文介绍 提出InternVideo3,使基础模型具备多模态上下文推理能力,能处理需要长期时序理解的多步推理和工具使用任务。在视频理解等长时间多模态任务上显著优于现有开源模型。

Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling

👍 16

Reinforcement learning (RL) has become a key component in modern large language models, yet the rollout stage remains the key bottleneck in RL training pipelines. Although Multi-Token Prediction (MTP) offers a natural solution to accelerate rollouts through speculative decoding, many studies have ob

中文介绍 提出MTP+拒绝采样方法加速LLM强化学习的rollout阶段。通过多Token预测进行推测解码并配合拒绝采样校正分布偏移,突破传统RL的熵界瓶颈,显著提升训练效率。

TRACE: A Unified Rollout Budget Allocation Framework for Efficient Agentic Reinforcement Learning

👍 15

Reinforcement learning with verifiable rewards (RLVR) is a promising approach for enhancing reasoning and agentic behavior in large language models. However, rollout-intensive policy optimization is often limited by insufficient reward contrast, arising when overly simple or complex prompts generate

中文介绍 提出TRACE框架,统一分配RLVR中的rollout预算,根据提示难度动态调整计算资源,增强奖励对比度。有效缓解因提示过于简单或复杂导致的训练效率低下,提升智能体推理能力。

Reroute, Don't Remove: Recoverable Visual Token Routing for Vision-Language Models

👍 14

Vision-language models (VLMs) project images into hundreds to thousands of visual tokens, making decoder inference expensive in both attention computation and KV-cache memory. Existing visual-token reduction methods largely follow a rank-and-remove paradigm: they score visual tokens, keep a compact

中文介绍 提出可恢复视觉Token路由方法,通过重路由而非直接压缩视觉token来降低VLM推理开销。保留完整token信息,仅在需要时动态路由,相比传统排序移除方法在保持精度的同时大幅节省KV缓存和注意力计算。

ICA Lens: Interpreting Language Models Without Training Another Dictionary

👍 14

Finding interpretable directions in language-model representations is critical for understanding and controlling model behavior. Sparse autoencoders (SAEs) have become the standard tool for this purpose, but using them as the default first lens often requires training, storing, and evaluating large

中文介绍 提出ICA Lens,利用独立成分分析直接从语言模型表示中提取可解释方向,无需训练和存储庞大的稀疏自编码器。该方法轻量高效,可作为理解模型行为的即插即用工具。

SkillHarm: Lifecycle-Aware Skill-Based Attacks via Automated Construction

👍 10

Agent skills occupy a privileged position in the agent workflow, as agents are expected to implicitly follow and execute them, rendering third-party skills a vulnerable attack surface. Existing studies have revealed unsafe agent behaviors induced by skill-based attacks, but they primarily evaluate p

中文介绍 提出SkillHarm框架,自动化构造生命周期感知的技能攻击,针对智能体工作流中第三方技能的漏洞。全面评估攻击在技能获取、部署、执行各阶段的威胁,揭示现有防护的不足。

EvoTrainer: Co-Evolving LLM Policies and Training Harnesses for Autonomous Agentic Reinforcement Learning

👍 9

Autonomous LLM training is often framed as recipe search, which leaves the training harness largely static. This limitation sharpens in agentic RL, where shifting bottlenecks and scalar rewards mask diverse failure modes. We introduce EvoTrainer, an autonomous training framework that co-evolves LLM

中文介绍 提出EvoTrainer框架,让LLM策略与训练流程共同进化,实现自主智能体强化学习。动态适应训练瓶颈并揭示标量奖励掩盖的多种失败模式,显著提升训练效率和稳定性。

Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models

👍 8

We introduce Embodied-R1.5, a unified Embodied Foundation Model (EFM) that integrates comprehensive embodied reasoning capabilities, spanning embodied cognition, task planning, correction, and pointing, within a single architecture toward general physical intelligence. Leveraging three automated dat

中文介绍 提出Embodied-R1.5,统一具身基础模型,在单一架构中整合具身认知、任务规划、纠错和指向等推理能力。利用三种自动数据管道训练,在物理世界任务中展现出通用智能体行为。

Verifiable Environments Are LEGO Bricks: Recursive Composition for Reasoning Generalization

👍 6

Reinforcement Learning (RL) with verifiable environments has emerged as a powerful approach for enhancing the reasoning capabilities of Large Language Models (LLMs). While prior research demonstrates that scaling environment quantity improves RL performance, existing manual or individual constructio

中文介绍 提出将可验证环境视为LEGO积木进行递归组合,自动生成多样化推理环境。该方法大幅扩展环境数量与复杂度,有效提升LLM在RL训练中的推理泛化能力,优于手动构造环境。

World Model Self-Distillation: Training World Models to Solve General Tasks

👍 6

Pretrained video generators are promising visual world models that exhibit emergent task-solving abilities; however, their reliance on detailed textual descriptions limits their direct use for planning and decision-making. Existing approaches either outsource this reasoning to language or vision-lan

中文介绍 提出世界模型自蒸馏,将预训练视频生成器转化为可直接用于规划决策的世界模型。通过自蒸馏将推理能力内化到视觉模型中,摆脱对详细文本描述的依赖,在多种物理任务上实现零样本规划。

i1: A Simple and Fully Open Recipe for Strong Text-to-Image Models

👍 5

Diffusion models have consistently driven progress in text-to-image generation. However, it is challenging to attribute recent progress to specific modeling and data choices: state-of-the-art open-weight models provide limited ablations, and do not disclose their training data and full training deta

中文介绍 提出i1,一个完全开源的文本到图像扩散模型配方,公开模型架构、训练数据和全部细节。通过系统性消融实验验证各组件贡献,在保持简洁的同时达到与闭源模型竞争的性能,促进可复现研究。

Loops: What Every AI Engineer Needs to Know in 2026

@sairahul1 · 113.0K 粉丝 · 852.6K 阅 · 600 赞 · 79 转

Peter Steinberger, creator of OpenClaw, who now works with OpenAI. Yesterday he posted this: "You shouldn't be prompting coding agents anymore. You should be designing loops that prompt your agents."

中文介绍 OpenClaw 创始人、现 OpenAI 员工 Peter Steinberger 提出,AI 工程师应转向设计循环来驱动编码代理,而非手动提示,强调流程自动化取代人工 prompt。

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 正在改变工作的最大方式之一是多数工作讨论默认被记录,这成为企业内部禁忌话题,探讨记录对工作透明度与隐私的影响。

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 作者反驳 2026 年中投资者对 AI 投资无物可选的绝望情绪,认为不应将所有资金投入 Anthropic 和 Nvidia,保持乐观与多样化的投资视角。

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 演示如何在 Claude Code 中构建自我改进循环:自动捕获测试失败,反馈给 Claude 修复,避免手动来回传递错误,并提供具体设置方法。

My Week with Fable

@MatthewBerman · 121.3K 粉丝 · 108.0K 阅 · 661 赞 · 26 转

tl;dr I've been testing Fable (Mythos) for the past week and it feels unlike any other model I've used. It feels, and is priced, like a next-generation model. It also has some real quirks. The Good

中文介绍 一周测试 Fable(Mythos)模型体验:感觉像下一代模型,但存在怪癖,分享其优点与缺点,评估定位与定价。

Kimi to Predict All 104 World Cup Matches: Germany May Be Underestimated

@Kimi_Moonshot · 172.7K 粉丝 · 106.6K 阅 · 500 赞 · 61 转

Our predictions will probably be wrong. But the World Cup offers a rare, public, verifiable, and constantly evolving real-world setting. Through this initiative, we hope to place analysis,

中文介绍 Kimi 宣布预测全部 104 场世界杯比赛,承认预测可能错误,但视其为公开、可验证的 AI 实时测试场景,特别指出德国队可能被低估。

Loop engineering: the 14-step roadmap from prompter to loop designer.

@0xCodez · 5.3K 粉丝 · 97.8K 阅 · 510 赞 · 80 转

Most developers still prompt their coding agents by hand. They type, they wait, they read the diff, they type again. 9out of 10 builders have never written a single loop that prompts the agent for

中文介绍 提出从手动 prompt 到循环设计者的 14 步路线图,指出 90% 的开发者从未编写过自动提示代理的循环,强调循环工程是提升效率的关键。

Designing loops with Fable 5

@RLanceMartin · 30.4K 粉丝 · 84.7K 阅 · 660 赞 · 50 转

Mythos-class models like Claude Fable 5 have changed the way many of us work at Anthropic. I want to share two tips for getting the most out of this class of models. Self-correction loops There’s been

中文介绍 Anthropic 员工分享使用 Mythos 级模型(如 Claude Fable 5)的两大技巧:自我纠正循环与循环设计,说明如何最大化这类模型的价值。

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 探讨人类智能与 AI 融合时代的最佳有效智能方法,基于其构建计算机化投资决策系统的经验,主张原则性思考与 AI 结合。

How to Build an AI GTM Brain using Claude Code

@nifinet · 10.2K 粉丝 · 60.9K 阅 · 522 赞 · 54 转

When a team says they want AI for growth, they usually mean a faster send. An agent that fires the same template at a longer list, day and night. That is the cheap half of the job, and it stopped

中文介绍 使用 Claude Code 构建 AI 增长引擎(GTM Brain),超越简单的模板群发,强调自动化智能流程而非廉价批量发送,提供具体实践方法。

Implications of Large-Scale Test-Time Compute

@polynoamial · 129.2K 粉丝 · 43.7K 阅 · 707 赞 · 80 转

tl;dr: As LLMs become more capable, benchmark performance is increasingly a function of test-time compute. In fact, we likely don't know what the capability ceiling is for modern LLMs because it's too

中文介绍 探讨大规模测试时计算的影响:随着 LLM 能力增强,基准测试性能越来越依赖于测试时计算量,指出当前可能未触及能力上限。

Loop Engineering.

@addyosmani · 395.5K 粉丝 · 42.7K 阅 · 577 赞 · 62 转

Loop engineering is replacing yourself as the person who prompts the agent. You design the system that does it instead. A loop here can be thought of a recursive goal where you define a purpose and

中文介绍 定义循环工程:用系统设计替代手动提示代理,循环可视为递归目标,设定目的后让代理自主迭代,这是 AI 工程师的新范式。

Fluid, natural voice translation with Gemini 3.5 Live Translate

@GoogleAIStudio · 176.3K 粉丝 · 32.2K 阅 · 517 赞 · 55 转

Twenty years ago, translation at Google began as one of our pioneering machine learning experiments to turn the science of language into the magic of human connection. That experiment has come a long

中文介绍 Google AI Studio 发布 Gemini 3.5 Live Translate,实现流畅自然的语音翻译,回顾谷歌翻译 20 年发展历程,从机器学习实验到实时语音翻译。

The AI layer Hyperliquid was missing.

@HYPERPEPS · 3.4K 粉丝 · 4.4K 阅 · 720 赞 · 79 转

You spend twenty minutes writing a brief. Then you open a second tab to turn it into code. A third for design. A fourth for the copy. Then you copy the output from tab four back into tab one, because

中文介绍 介绍 Hyperliquid 缺少的 AI 层:用户编写 brief 后需在多个标签页间手动转换代码、设计、文案,效率低下,揭示通过 AI 层统一工作流的必要性。

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 资助研究数百万AI代理在线交互的潜在危险,其AGI安全与对齐研究负责人Rohin Shah指出大规模代理市场到来可能带来风险。

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,以安全持久云环境扩展 Codex,支持企业工作流中长期运行的AI代理。

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内容透明度实践准则,推进溯源标准与工具,帮助人们理解AI生成内容。

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Codex构建黑洞模拟,帮助科学家研究极端物理并检验爱因斯坦广义相对论。

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 将ChatGPT Enterprise推广至10万名员工,并与OpenAI合作加速全球AI驱动的银行业转型。

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 Cloud现有承诺访问OpenAI模型和Codex,以企业级安全与治理构建和部署AI。

PRC-linked influence operations are targeting AI debates in the US

A new report from OpenAI details PRC-linked influence operations using AI to target U.S. tech debates, data center narratives, tariffs, and false claims about ChatGPT.

中文介绍 OpenAI报告详述与PRC关联的影响力行动利用AI针对美国科技辩论、数据中心叙事、关税及关于ChatGPT的不实说法。

Investing in multi-agent AI safety research

Google DeepMind and partners announce a $10M funding call for multi-agent safety research.

中文介绍 Google DeepMind与合作伙伴宣布1000万美元资金征集,用于多代理AI安全性研究。

From data to decisions: how LSEG is scaling trusted AI

See how LSEG uses OpenAI to scale trusted AI across its global business, accelerating insights, shrinking release cycles, and empowering 4,000 employees.

中文介绍 LSEG利用OpenAI在全球业务中扩展可信AI,加速洞察、缩短发布周期并赋能4000名员工。

市场总览

加密市场情绪极度恐慌(恐慌贪婪指数 12),总市值 2.26T 美元(24h +2.83%),BTC 主导率 56.3%、ETH 8.9%。BTC、ETH、SOL 均呈空头排列且 RSI 低于 35,短期超卖但趋势仍弱。美股方面,科技股(QQQ +3.38%、NVDA +2.22%)日内反弹,但 MSFT、META 等个股仍处于 MACD 死叉与空头排列中,整体多空分化。中概股普遍承压,BABA RSI 29.4 超卖,PDD、JD 亦为空头排列。商品端,黄金期货(GC=F)和 WTI 原油(CL=F)均跌破均线支撑,RSI 低于 40 指向下行动能。宏观方面,美元指数 DXY 保持多头排列且接近 52 周高位,10Y 美债收益率(^TNX)虽为多头但近期回落,VIX 恐慌指数单日大涨 11.83% 反映市场波动加剧。

今日关注

MSFT 微软 (MSFT)
偏下行

近1日下跌1.77%,近5日累计下跌8.81%。RSI 36.8 处于偏低区域,MACD 柱状线 -2.4731 已下穿信号线 2.6229 形成死叉。目前股价 390.34 低于 SMA20(420.68)、SMA50(411.37)、SMA200(454.29),呈现明确的空头排列形态。

DX-Y.NYB 美元指数 DXY
偏上行

RSI 57.4 处于偏强区间,MACD 柱状线 0.3049 位于信号线 0.2467 之上呈金叉形态。均线系统保持多头排列:SMA20(99.37)> SMA50(98.89)> SMA200(98.64)。当前价格 99.68 距离 52 周高点仅 -0.96%,显示持续上行动能。

TSLA 特斯拉 (TSLA)
中性

近1日反弹4.6%,但近5日仍跌4.61%。RSI 46.3 处于中性区间,MACD 柱状线 -2.2378 与信号线 3.2879 均无交叉信号,趋势判定为 neutral。股价 399.15 介于 SMA20(417.59)与 SMA50(397.8)之间,缺乏明确方向指引。

全部资产

^VIX

VIX 恐慌指数

$22.22 +11.83%
5 日
+38.36%
距 52w 高
-37.1%
RSI(14)
63.5
趋势
中性
SMA 20 / 50 / 200
17.46 / 18.48 / 18.50
MACD / 信号
0.357 / -0.352
死叉(SMA50↓SMA200) (今天)MACD 金叉 (3 天前)

^TNX

10Y 美债收益率 (%)

$4.46 -1.74%
5 日
-0.31%
距 52w 高
-10.7%
RSI(14)
48.2
趋势
多头
SMA 20 / 50 / 200
4.52 / 4.41 / 4.21
MACD / 信号
0.023 / 0.031
多头排列

DX-Y.NYB

美元指数 DXY

$99.67 -0.28%
5 日
+0.27%
距 52w 高
-1.0%
RSI(14)
57.4
趋势
多头
SMA 20 / 50 / 200
99.37 / 98.89 / 98.64
MACD / 信号
0.305 / 0.247
接近 52 周高多头排列

SPY

S&P 500 ETF

$737.76 +1.70%
5 日
-2.55%
距 52w 高
-3.0%
RSI(14)
50.3
趋势
多头
SMA 20 / 50 / 200
745.40 / 721.07 / 685.82
MACD / 信号
4.093 / 8.298
接近 52 周高多头排列

QQQ

Nasdaq 100 ETF

$717.12 +3.38%
5 日
-3.17%
距 52w 高
-4.2%
RSI(14)
53.6
趋势
多头
SMA 20 / 50 / 200
721.42 / 679.07 / 624.64
MACD / 信号
8.695 / 14.926
多头排列

AAPL

Apple

$295.63 +1.39%
5 日
-5.01%
距 52w 高
-6.9%
RSI(14)
48.1
趋势
多头
SMA 20 / 50 / 200
304.24 / 284.78 / 266.56
MACD / 信号
3.306 / 6.635
多头排列

MSFT

Microsoft

$390.34 -1.77%
5 日
-8.81%
距 52w 高
-29.7%
RSI(14)
36.8
趋势
空头
SMA 20 / 50 / 200
420.68 / 411.37 / 454.29
MACD / 信号
-2.473 / 2.623
MACD 死叉 (4 天前)空头排列

NVDA

Nvidia

$204.87 +2.22%
5 日
-6.31%
距 52w 高
-13.4%
RSI(14)
45.0
趋势
中性
SMA 20 / 50 / 200
216.15 / 206.32 / 189.14
MACD / 信号
-0.723 / 1.847

GOOGL

Alphabet

$357.77 +0.39%
5 日
-3.87%
距 52w 高
-12.4%
RSI(14)
40.7
趋势
中性
SMA 20 / 50 / 200
378.49 / 361.01 / 307.18
MACD / 信号
-2.403 / 2.105

TSLA

Tesla

$399.15 +4.60%
5 日
-4.61%
距 52w 高
-20.0%
RSI(14)
46.3
趋势
中性
SMA 20 / 50 / 200
417.59 / 397.80 / 415.42
MACD / 信号
-2.238 / 3.288

META

Meta

$568.43 -0.45%
5 日
-9.42%
距 52w 高
-28.6%
RSI(14)
35.0
趋势
空头
SMA 20 / 50 / 200
606.78 / 622.07 / 659.02
MACD / 信号
-11.382 / -6.759
MACD 死叉 (4 天前)空头排列
加密恐慌贪婪
12
极度恐慌
加密总市值
$2.26 T
+2.83% / 24h
BTC 主导率
56.3%
ETH 8.9%
24h 成交量
$79.5 B
活跃币 17,324

BTC-USD

Bitcoin

$63,306.31 +3.02%
5 日
+4.01%
距 52w 高
-49.8%
RSI(14)
31.9
趋势
空头
SMA 20 / 50 / 200
68,785.37 / 74,708.14 / 78,006.85
MACD / 信号
-4,009.078 / -3,517.417
空头排列

ETH-USD

Ethereum

$1,670.74 +3.12%
5 日
+6.50%
距 52w 高
-66.3%
RSI(14)
31.0
趋势
空头
SMA 20 / 50 / 200
1,867.94 / 2,106.53 / 2,427.23
MACD / 信号
-143.130 / -128.505
空头排列

SOL-USD

Solana

$66.68 +5.57%
5 日
+7.22%
距 52w 高
-73.7%
RSI(14)
34.1
趋势
空头
SMA 20 / 50 / 200
74.99 / 82.49 / 100.74
MACD / 信号
-5.756 / -4.881
空头排列

BABA

阿里巴巴 (BABA)

$112.69 -2.33%
5 日
-10.53%
距 52w 高
-41.5%
RSI(14)
29.4
趋势
空头
SMA 20 / 50 / 200
127.22 / 130.55 / 149.63
MACD / 信号
-4.539 / -2.954
RSI 超卖空头排列

PDD

拼多多 (PDD)

$81.30 -0.64%
5 日
-5.33%
距 52w 高
-41.7%
RSI(14)
31.7
趋势
空头
SMA 20 / 50 / 200
89.22 / 95.77 / 111.61
MACD / 信号
-4.274 / -3.677
空头排列

JD

京东 (JD)

$28.06 -1.37%
5 日
-3.87%
距 52w 高
-23.9%
RSI(14)
37.0
趋势
空头
SMA 20 / 50 / 200
30.08 / 30.11 / 30.32
MACD / 信号
-0.570 / -0.329
空头排列

0700.HK

腾讯控股 (0700.HK)

HK$457.20 -1.80%
5 日
-0.39%
距 52w 高
-33.1%
RSI(14)
49.1
趋势
空头
SMA 20 / 50 / 200
450.28 / 473.12 / 569.56
MACD / 信号
-4.336 / -7.760
空头排列

GC=F

黄金期货

$4,264.50 +3.80%
5 日
-4.72%
距 52w 高
-23.7%
RSI(14)
37.7
趋势
中性
SMA 20 / 50 / 200
4,453.75 / 4,602.61 / 4,416.25
MACD / 信号
-103.566 / -77.214

CL=F

WTI 原油期货

$85.90 -4.59%
5 日
-7.67%
距 52w 高
-28.1%
RSI(14)
39.2
趋势
中性
SMA 20 / 50 / 200
94.70 / 97.01 / 73.29
MACD / 信号
-2.464 / -1.693

USDCNY=X

美元 / 人民币

¥6.78 +0.04%
5 日
+0.09%
距 52w 高
-6.1%
RSI(14)
39.5
趋势
空头
SMA 20 / 50 / 200
6.78 / 6.81 / 6.97
MACD / 信号
-0.013 / -0.014
MACD 金叉 (1 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数据解读,不作为任何投资建议或买卖依据。仅供技术指标解读参考,投资者应结合自身风险承受能力独立判断。

Australia news live: Richard Marles left adrift as UK counterpart quits hours before scheduled visit to naval yard

Australia’s defence minister had been due to visit a naval base in Portsmouth with British defence secretary John Healey. Follow today’s news live Get our breaking news email, free app or daily news podcast Teens who use social media two hours daily at higher risk of depressive symptoms, study finds

中文摘要 澳大利亚国防部长理查德·马尔斯原定与英国国防大臣约翰·希利共同访问朴茨茅斯海军基地,但希利在访问前数小时辞职,使马尔斯行程受影响。

Whipsawed Between Fear and Relief, Iranians Hope for War’s End

In addition to concerns about their safety in the event of another all-out war, many Iranians worry about the country’s economy further collapsing if the conflict remains in limbo.

中文摘要 伊朗民众在恐惧与宽慰间摇摆,既担心全面战争危及安全,又担忧冲突持续导致经济进一步崩溃,期望战争结束。

US lawmakers press Israel to let cancer patients out of Gaza for treatment

Group of lawmakers call on Trump administration to facilitate medical evacuations out of Gaza amid dearth of services.

中文摘要 美国议员敦促以色列允许加沙癌症患者离境治疗,呼吁特朗普政府协助医疗撤离,因加沙医疗服务匮乏。

Man charged with kidnap and murder of Sydney woman whose body has not been found

Woman, 58, was last heard from Monday afternoon and her car was found the next day Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast A man has been charged over the alleged kidnapping and murder of a woman whose body is yet to be found

中文摘要 一名男子被指控绑架并谋杀一名58岁悉尼女子,其尸体尚未找到。女子最后一次被听到是周一午后,次日发现其车辆。

Man pleads guilty to slaying top Democrat and her husband in Minnesota

Murder of Melissa and Mark Hortman by man disguised as police officer prompted concerns about political violence in US.

中文摘要 一名伪装成警察的男子在明尼苏达州杀害民主党高层梅丽莎·霍特曼及其丈夫马克·霍特曼,被告认罪,引发美国政治暴力担忧。

U.S. Blocks Deal by Florida-based Vanguard Energy to Supply Fuel to Cuba

The deal to ship 250,000 barrels of fuel to Cuba could have eased an energy crisis. But the Trump administration says Vanguard Energy lacks the authorization to proceed.

中文摘要 美国阻止佛罗里达州先锋能源公司向古巴供应25万桶燃料的协议,该交易本可缓解古巴能源危机,但特朗普政府称该公司缺乏授权。

The SpaceX I.P.O. Rocket

Elon Musk and people in his orbit are about to get much, much richer.

中文摘要 SpaceX即将进行首次公开募股(IPO),埃隆·马斯克及其团队财富预计将大幅增加。

Trump says US and Iran on verge of signing peace agreement

Iranian leadership has not confirmed claim, but US president says planned strikes on Iran cancelled Middle East crisis – live updates Donald Trump claimed on Thursday that the US and Iran are on the verge of signing a peace agreement and announced that he will cancel fresh missile strikes. His comme

中文摘要 特朗普声称美伊即将签署和平协议,并宣布取消对伊朗的新一轮打击计划。伊朗领导层尚未确认该说法。

Iran’s Attacks on Gulf States Underscore Targeted Countries’ Dependence on U.S.

The targeted countries host sprawling American military bases and thousands of personnel at a time when the United States is waging war against Iran.

中文摘要 伊朗对海湾国家的攻击凸显了这些国家对美国的依赖。目标国家拥有大量美军基地和数千名人员,而美国正对伊朗发动战争。

In the U.K., a Violent Cycle: Hateful Attacks, Right-Wing Agitation and Riots

Two stabbings have fueled violent protests in England and Northern Ireland in the last 10 days, fanned online by right-wing voices. In Britain and across Europe, it’s a grim pattern.

中文摘要 过去10天,英国英格兰和北爱尔兰发生两起持刀伤人事件,引发暴力抗议,右翼声音在网上煽动。此类事件在欧洲形成令人担忧的循环模式。

India's 'blue gold' starts a new drinks industry

Agave plants grow wild in India and new distillers are using them to create a spirits industry.

中文摘要 印度利用野生龙舌兰植物(被称为「蓝金」)发展新烈酒产业,多家新兴酿酒厂开始生产龙舌兰酒类产品,推动行业起步。

Musk’s SpaceX raises $75bn in world’s biggest IPO

Rockets-to-AI group priced its shares at $135 in deal that drew blockbuster investor demand

中文摘要 SpaceX通过全球最大规模IPO筹集750亿美元,定价每股135美元,投资者需求旺盛,公司估值近1.8万亿美元。

Oil Drops to Two-Month Low as Trump Says Deal With Iran Is Close

Oil slid to a two-month low after President Donald Trump said a peace deal with Iran could be signed as soon as the weekend following US military strikes that cast doubt over progress to end the war.

中文摘要 特朗普表示美伊和平协议可能周末前签署,油价应声跌至两个月低点,市场预期冲突结束将缓解供应紧张。

Asian Stocks to Gain as Trump Signals US-Iran Deal: Markets Wrap

Stocks in Asia were set to advance Friday, tracking a rally on Wall Street after President Donald Trump said the US was nearing an agreement with Iran, raising hopes for a diplomatic end to a conflict that has rattled global markets.

中文摘要 特朗普透露美国接近与伊朗达成协议,市场对冲突外交解决抱有希望,亚洲股市料随美股上涨。

FirstFT: SpaceX raises $75bn in world’s biggest IPO

Also in today’s newsletter: Trump says US close to deal with Iran, and China cancels high-level meetings with EU

中文摘要 今日要闻:SpaceX以135美元定价完成750亿美元IPO;特朗普称美伊和平协议在即;中国取消与欧盟高层会议。

CME Announces Plans to Offer 24/7 WTI Oil and Gold Contracts

The Chicago Mercantile Group announced plans to offer 24-hour, seven-days-a-week trading in new, smaller crude oil futures and its existing gold contract, the exchange said Thursday.

中文摘要 芝加哥商品交易所(CME)宣布计划推出24小时全天候交易的新小型原油期货及现有黄金合约,相关调整自周四起生效。

Ecuador to Cut Beer Prices 20% in World Cup Show of ‘Support’

Ecuador is cutting beer prices by more than 20% through a temporary tax cut to rally “extra support” for the national football team during the World Cup, President Daniel Noboa said.

中文摘要 厄瓜多尔总统诺沃亚宣布通过临时减税将啤酒价格降低逾20%,旨在为世界杯期间国家足球队提供「额外支持」。

Bank Stocks Hit Record Highs on US-Iran Deal Hopes, IPO Optimism

Shares of US lenders reached their highest levels ever on Thursday, as investors turned optimistic about a potential deal to stop the fighting in Iran and SpaceX’s record IPO.

中文摘要 美国银行股周四创历史新高,投资者对美伊潜在停火协议乐观,同时SpaceX创纪录IPO提振市场情绪。

Who’s Really Paying for This Year’s World Cup?

Want to see the World Cup final? That’ll be $10,000. Bloomberg’s Big Take host David Gura and Vanessa Perdomo get into dynamic pricing and surging costs for host countries as the games kick off. (Source: Bloomberg)

中文摘要 报道分析世界杯决赛门票高达1万美元,动态定价和主办国成本飙升,探讨赛事费用最终由谁承担。

SpaceX IPO Raises $75 Billion in Biggest Debut of All Time

Bloomberg's Ed Ludlow and Bailey Lipschultz break down the final developments from SpaceX as the company prepares to go public with a record-breaking IPO on Friday. Elon Musk's aerospace company raised $75 billion in the IPO, pricing 555.6 million shares at $135 each, according to a statement on its

中文摘要 SpaceX以每股135美元发行5.556亿股,筹集750亿美元,创IPO规模历史纪录,成全球最大上市公司之一。

【Claude Fable 5 & Claude Mythos 5】一起来扒一扒A\最新的模型卡片 (Model card) - 欢乐向

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本帖使用社区开源推广,符合推广要求。我申明并遵循社区要求的以下内容: 我的帖子已经打上 开源推广 标签: 是 我的开源项目完整开源,无未开源部分: 是 我的开源项目已链接认可 LINUX DO 社区: 是 我帖子内的项目介绍,AI生成、润色内容部分已截图发出: 是 以上选择我承诺是永久有效的,接受社区和佬友监督: 是 以下为项目介绍正文内容,AI生成、润色内容已使用截图方式发出 剧透 [!warning] 注:这里有一个三分钟使用极简教程,正式使用前推荐看看:【全开源免费!抢先体验属于个人的Easy Research!Obsidian开发者手把手教你三分钟速通NotEMD!-哔哩哔哩】 htt

于东来公开反思,称将调整员工薪酬:员工其实不值这么多钱,高薪让员工产生“认知上的偏差”,一旦走出胖东来就完蛋

6月10日,胖东来创始人于东来在企业内部分享会上公开反思经营管理问题。 他表示:“我们公司30年以来,基本上都是使用超越员工期望的薪酬,这样好的一点是能激发大家的热情,不好的一点,产生溺爱。大家其实不值这么多钱,但是给你了这么多钱,让你产生了一个认知上的偏差,偏差就导致自己认为自己就值这么多钱。好的一面是我在公司里面,因为我值这么多钱,我感觉我很骄傲很幸福。不好的一面,就是一旦走出胖东来就完蛋。这可能就是政策上的过度溺爱。” 于东来对胖东来薪酬制度也表达了看法,他表示:“公司里面我期望的结果是,我们薪资层面,无论是人力资源、财务部门或者营运部门,结合起来,我们给公司制定我们相应的比较科学的薪酬

世界杯快开始了,做了个中控台

纯自娱自乐,佬友轻喷 赛波 | CYBERBALL 赛波CYBERBALL — 2026世界杯看球伴侣 赛波(CYBERBALL)源于赛博世界波,将实时赛事、AI预测、全球新闻与数据可视化融合为足球时代的数字竞技场。48支参赛队实时赔率、赛程日历、球员档案、小组赛积分榜——一屏尽览。 53 个帖子 - 28 位参与者 阅读完整话题

智谱GLM 5.2 开启内测,模型信息泄露

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RawChat codex公益站已恢复

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【慢讯】报!GPT-5.6 上靶场了

据传:OpenAI已测试内部代号为kepler和kindle的两个新检查点。kindle-alpha被曝已选为发布候选。 来源公众号 37 个帖子 - 35 位参与者 阅读完整话题

能够半年多就到3级,这也太夸张了。:smiling_face_with_tear:

我虽然不高强度冲浪,但是快两年了,也没有到3级。 差浏览量,这个浏览量。我很很难达到啊。 我看到一位3级佬,居然是25年底注册的,已经三级了,这也太肝了吧。 有同样的佬嘛。 118 个帖子 - 103 位参与者 阅读完整话题

今天我生日 佬友们可以祝我生日快乐吗

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各位干草铺的老友,请立刻停止YOLO模式,现在我不知道是我自己程序的问题还是奥特曼的问题,已经有佬友给我反馈了GPT回复还像被夺舍的情况,虽然我说过号商再薅我就放毒,但这次真不是我,请大家先放弃YOLO,稍后我会停一会儿公益站。YOLO,也就是bypass那个模式,我现在在外面,来不及写详细,大家能理解就好了,不要完全托管给GPT,能夺舍第一次就能有第二次,至少今天大家先放弃这种模式哈 34 个帖子 - 31 位参与者 阅读完整话题