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2026-06-10

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mvanhorn/last30days-skill

Python · ★ 37,243 · 🍴 3,025 · 📈 3,177 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 跨多个社交媒体平台(Reddit、X、YouTube、HN、Polymarket等)研究任意主题的AI agent技能,自动搜索并生成基于来源的总结摘要。适合市场调研、舆论分析和内容创作,快速获取最近30天的动态趋势。

RyanCodrai/turbovec

Python · ★ 10,130 · 🍴 868 · 📈 1,800 stars today

A vector index built on TurboQuant, written in Rust with Python bindings

中文介绍 基于TurboQuant的高性能向量索引库,使用Rust编写并提供Python绑定。专为大规模向量检索优化,提升相似性搜索的效率和精度,适用于推荐系统、语义搜索等需要快速近似最近邻查找的场景。

roboflow/supervision

Python · ★ 42,961 · 🍴 3,832 · 📈 735 stars today

We write your reusable computer vision tools. 💜

中文介绍 可复用的计算机视觉工具库,封装目标检测、分割、跟踪、标注等常见流水线,减少重复代码。适合需要快速搭建视觉应用的开发者,典型场景包括视频分析、工业质检和自动驾驶感知。

opencv/opencv

C++ · ★ 88,611 · 🍴 56,621 · 📈 169 stars today

Open Source Computer Vision Library

中文介绍 开源计算机视觉库,提供数千种优化的图像处理和机器学习算法,支持C++、Python等接口。广泛应用于人脸识别、物体检测、图像拼接和运动跟踪等场景,是学术与工业中最通用的视觉基础设施。

refactoringhq/tolaria

TypeScript · ★ 14,291 · 🍴 994 · 📈 821 stars today

Desktop app to manage markdown knowledge bases

中文介绍 专注Markdown知识库管理的桌面应用,提供文档组织、搜索和预览功能。适合使用Markdown记笔记或写文档的用户,帮助高效维护个人知识体系,典型场景包括技术文档整理和学习笔记归档。

aaif-goose/goose

Rust · ★ 48,485 · 🍴 5,094 · 📈 490 stars today

an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM

中文介绍 开源可扩展的AI agent,超越代码补全,支持安装、执行、编辑和测试代码,可与任意LLM集成。实现自动化开发工作流,适合需要智能编程助手的开发者,典型场景包括代码审查、重构和CI测试。

Andyyyy64/whichllm

Python · ★ 4,066 · 🍴 225 · 📈 631 stars today

Find the local LLM that actually runs and performs best on your hardware. Ranked by real, recency-aware benchmarks, not parameter count. One command, run it instantly.

中文介绍 本地LLM选择工具,根据实时基准测试智能推荐最适合你硬件的模型。一键运行即可获得按性能排名的结果,避免盲目下载。适合AI研究者和本地部署实验,帮助快速找到能流畅运行的小模型。

TapXWorld/ChinaTextbook

Roff · ★ 73,450 · 🍴 16,445 · 📈 517 stars today

所有小初高、大学PDF教材。

中文介绍 收录中国小学、初中、高中及大学各学科PDF教材的开放资源库,覆盖主流课程版本。方便学生、教师和教育研究者获取参考教材,尤其适合远程学习和教学准备。

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

★ 139,134 · 🍴 34,558 · 📈 66 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 汇集了Augment Code、Claude Code、Cursor、Devin AI等数十款AI开发工具的系统提示和模型信息。帮助用户理解各工具定制的底层逻辑,便于优化prompt或进行对比分析,适合AI工具使用者和提示工程研究者。

yikart/AiToEarn

TypeScript · ★ 19,896 · 🍴 3,017 · 📈 423 stars today

Let's use AI to Earn!

中文介绍 聚焦利用AI技术实现变现的开源项目集合,涵盖自动化内容生成、数据分析、智能营销等方向。旨在帮助个人和小团队通过AI工具提升收入,典型场景包括副业自动化、电商优化和社交媒体增长。

phuryn/pm-skills

★ 13,401 · 🍴 1,538 · 📈 808 stars today

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

中文介绍 面向产品经理的AI技能市场,提供100多种可组合的agent技能、命令和插件,覆盖从发现、战略到执行、发布和增长的完整流程。帮助PM自动化市场调研、用户分析和需求管理等重复性工作,提升决策效率。

santifer/career-ops

JavaScript · ★ 51,601 · 🍴 10,414 · 📈 1,114 stars today

AI-powered job search system built on Claude Code. 14 skill modes, Go dashboard, PDF generation, batch processing.

中文介绍 基于Claude Code构建的AI求职系统,提供14种技能模式(简历优化、职位匹配等),附带Go仪表盘用于结果可视化,支持PDF生成和批处理。帮助求职者高效管理求职流程,自动生成定制化申请材料。

openai/plugins

JavaScript · ★ 2,590 · 🍴 305 · 📈 284 stars today

OpenAI Plugins

中文介绍 OpenAI官方提供的插件目录与示例,允许开发者扩展ChatGPT的能力,使其能访问第三方应用、实时数据或执行特定操作。典型场景包括联网搜索、代码执行和行程预订,帮助构建与LLM交互的定制化扩展。

maziyarpanahi/openmed

Python · ★ 1,829 · 🍴 214 · 📈 165 stars today

open-source healthcare ai

中文介绍 开源医疗AI项目,利用机器学习辅助疾病诊断、医学影像分析和药物发现等。为医疗研究人员和开发者提供可复用的模型与工具,降低AI在医疗领域的应用门槛,典型场景包括影像筛查和病历分析。

francescopace/espectre

Python · ★ 8,188 · 🍴 632 · 📈 112 stars today

🛜 ESPectre 👻 - Motion detection system based on Wi-Fi spectre analysis (CSI), with Home Assistant integration.

中文介绍 基于Wi-Fi信道状态信息(CSI)的无接触运动检测系统,支持Home Assistant集成。无需摄像头或传感器,仅利用现有Wi-Fi信号感知人体移动。适合智能家居中入侵检测、能耗管理或老人看护等隐私敏感场景。

addyosmani/agent-skills

Shell · ★ 49,803 · 🍴 5,564 · 📈 348 stars today

Production-grade engineering skills for AI coding agents.

中文介绍 为AI编码助手提供生产级工程技能的集合,涵盖代码审查、测试生成、重构和文档编写等软件工程最佳实践。帮助agent像资深工程师一样处理复杂任务,提升代码质量,适合集成到Cursor、Claude等AI编程工具。

Agents' Last Exam

👍 56

Recent AI systems have achieved strong results on a wide range of benchmarks, yet these gains have not translated into economically meaningful deployment across many professional domains. We argue that this gap is largely an evaluation problem: widely used benchmarks lack sustained performance measu

中文介绍 当前AI基准高分未转化为专业领域经济部署,根源是评估失准。提出「Agents' Last Exam」,设计更具挑战性的持续评估方法以反映真实能力差距。

LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents

👍 50

Agent systems increasingly use textual skills to encode reusable task procedures, but injecting these skills into the prompt at every step incurs substantial context overhead and exposes skill content as plaintext. We present LatentSkill, a framework that converts textual skills into plug-and-play L

中文介绍 LatentSkill将文本技能转换为可插拔潜在技能嵌入模型权重,避免每步注入提示带来的上下文开销和明文暴露风险,实现LLM Agent轻量高效技能调用。

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention

👍 42

Conventional LLMs keep the full KV cache loaded during decoding, causing a severe GPU memory bottleneck for ultra-long context serving. In this report, we propose Lookahead Sparse Attention (LSA), a novel inference paradigm powered by a Neural Memory Indexer built upon the DeepSeek-V4 architecture.

中文介绍 FlashMemory-DeepSeek-V4提出Lookahead Sparse Attention(LSA),基于神经内存索引器实现超长上下文推理,显著降低KV缓存导致的GPU内存瓶颈。

End-to-End Context Compression at Scale

👍 17

Long-context language model inference is bottlenecked by memory, as the KV cache grows with context length. Recent techniques to compress the KV cache fall short: they either degrade model quality substantially or require considerable time and compute to compress a single long prompt. Furthermore, m

中文介绍 针对长上下文推理KV缓存内存瓶颈,提出端到端上下文压缩方法,在保持模型质量同时大幅降低压缩开销,实现高效大规模部署。

OmniGameArena: A Unified UE5 Benchmark for VLM Game Agents with Improvement Dynamics

👍 16

Vision-language model (VLM) agents are increasingly deployed in interactive game environments. Yet game benchmarks for VLM agents typically report a single first-attempt score per (agent, game) pair, focus on single-agent Solo play, and lack unified protocols for evaluating heterogeneous agent class

中文介绍 OmniGameArena是基于UE5的统一基准,支持多类型VLM游戏智能体评估,关注改进动力学而非单次得分,涵盖Solo和协作场景,填补现有基准协议缺失。

SwiftVR: Real-Time One-Step Generative Video Restoration

👍 12

Real-time video restoration (VR) for live streams requires high-resolution outputs under strict per-frame latency constraints. Existing one-step diffusion-based VR models remain difficult to deploy on consumer-grade GPUs due to two main bottlenecks: quadratic spatial attention at high resolutions an

中文介绍 SwiftVR实现实时单步生成式视频修复,通过解决高分辨率空间注意力二次复杂度和计算瓶颈,在消费级GPU上达到低延迟高保真恢复效果。

AHA-WAM:Asynchronous Horizon-Adaptive World-Action Modeling with Observation-Guided Context Routing

👍 12

World-action models have emerged as a promising paradigm for robot manipulation, jointly modeling visual scene dynamics and actions to inject physical priors into policy learning. However, existing world-action models couple world prediction and action execution at the same temporal resolution, forc

中文介绍 AHA-WAM提出异步自适应时域世界-动作建模,通过观测引导上下文路由解耦世界预测与动作执行的时间分辨率,提升机器人操控策略的物理先验注入效率。

Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses

👍 12

LLM agents increasingly rely on external inference conditions: prompts, tools, memory, SOPs, skills, and harness feedback. These assets can improve task execution without changing model weights, but they are often revised by heuristic reflection or by reusing observed successes and failures as if co

中文介绍 Bayesian-Agent采用后验引导技能进化框架,基于贝叶斯推断优化LLM Agent的外部推理条件(提示、工具、记忆等),替代启发式反思,更高效提升任务执行能力。

DEI: Diversity in Evolutionary Inference for Quality-Diversity Search

👍 10

We present DEI: Diversity in Evolutionary Inference, a distributed Quality-Diversity (QD) search framework that assigns heterogeneous large language models (LLMs) as mutation operators across peer nodes communicating with non-blocking collective operations. Unlike homogeneous parallel search, which

中文介绍 DEI提出分布式质量多样性搜索框架,将异构LLM作为变异算子部署在节点间,通过非阻塞通信实现多样性进化推理,超越同质并行搜索的效率与质量。

Skill-RM: Unifying Heterogeneous Evaluation Criteria via Agent Skill

👍 10

Reward models (RMs) provide critical feedback signals for LLM post-training, notably in reinforced fine-tuning (RFT) and reinforcement learning (RL) pipelines. However, current reward evaluation relies on heterogeneous criteria such as rule-based verifiers, ground-truth references, procedural checkl

中文介绍 Skill-RM通过智能体技能统一异构评估标准(规则校验、真实参考、程序检查等),为LLM后训练提供一致可迁移的奖励信号,提升RFT/RL效果。

OmniCap-IF: Benchmarking and Improving Instruction Following Abilities for Omni-Video Captioning

👍 9

While Omni-modal Large Language Models (OLLMs) have demonstrated impressive capabilities in jointly processing audio and visual streams, their ability to strictly adhere to complex, multi-faceted user instructions remains largely unexplored. Existing benchmarks primarily focus on holistic video unde

中文介绍 OmniCap-IF构建全模态视频字幕指令遵循基准,评估并提升OLLM在复杂多面指令下的严格对齐能力,填补现有基准仅关注整体理解的空白。

Liberating LLM Capabilities in Full-Duplex Speech Models

👍 8

Speech-based large language models are typically constrained to spoken replies, which limits their user-facing outputs to what can be verbalized and suppresses text-native capabilities such as code generation, structured analysis, and multi-step reasoning in realtime interaction, for tasks that requ

中文介绍 提出全双工语音模型方案,解放LLM的文本原生能力(代码生成、结构化分析、多步推理),在实时交互中支持语音与文本双通道输出,突破仅语音回复限制。

SlimSearcher: Training Efficiency-Aware Web Agents via Adaptive Reward Gating

👍 8

Deep research agents have demonstrated remarkable capabilities in complex information-seeking tasks, yet this power comes at a steep computational cost. Driven by accuracy-focused training paradigms, current models adopt brute-force strategies characterized by blind tool dependency and performative

中文介绍 SlimSearcher通过自适应奖励门控训练效率感知的Web Agent,抑制盲目工具依赖和表演性搜索,在保持准确率的同时显著降低计算成本。

Why Muon Outperforms Adam: A Curvature Perspective

👍 8

Muon improves training efficiency over Adam in large language-model training by about two times, but the local geometric source of this advantage remains unclear. Our work takes a first step toward demystifying Muon's superiority over Adam from a curvature perspective. First, we apply a second-order

中文介绍 从曲率视角揭示Muon优化器在LLM训练中两倍于Adam的加速原因:通过二阶分析发现Muon能更有效利用局部几何信息,减少病态曲率影响。

Light-WAM: Efficient World Action Models with State-Fusion Action Decoding

👍 7

World Action Models (WAMs) extend robot policy learning by incorporating future prediction as an additional training objective, encouraging the policy to encode task-relevant temporal structure in its representations. Current WAMs often rely on large-scale generative architectures that incur high tr

中文介绍 Light-WAM通过状态融合动作解码实现轻量世界-动作模型,在保持未来预测训练目标同时降低计算开销,高效编码任务相关时序结构。

Answer Presence Drives RAG Rewriting Gains

👍 7

Retrieval-augmented QA pipelines often route retrieved passages through an LLM rewriter before a smaller reader, lifting F1 by tens of points on multi-hop benchmarks; this gain is typically credited to improved evidence quality. We ask whether that lift is causally driven by the gold answer string a

中文介绍 揭示RAG重写机制的性能提升主要源于黄金答案字符串在重写过程中的出现,而非证据质量改善。通过因果分析推翻传统归因,为管道优化提供新视角。

Reasoning Arena: Trace Tournaments When Verifiable Rewards Fall Short

👍 7

Reinforcement learning with verifiable rewards (RLVR) has become a leading paradigm for improving the reasoning ability of large language models through outcome-based supervision. However, verifiable rewards frequently become uninformative at the group level: when all sampled traces of a given promp

中文介绍 Reasoning Arena提出迹锦标赛框架,解决可验证奖励在组级无信息时(如所有采样迹均错误)的RL问题,通过迹间对比维持有效监督信号,提升LLM推理能力。

Text-to-Image Models Need Less from Text Encoders Than You Think

👍 5

Text-to-image models rely on text prompts as their primary interface to human intent. Prompts are encoded by a text encoder into embeddings that condition the image generation process. Beyond individual token meanings, text embeddings encode contextual information across the full prompt, such as com

中文介绍 发现文生图模型对文本编码器的依赖低于预期:仅需保持组合性等关键上下文信息,无需完整编码能力即可维持生成质量,为模型轻量化提供依据。

DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning

👍 5

Deep Research (DR) has emerged as a new agentic paradigm to tackle complex, open-ended research tasks, demanding systems that can iteratively frame problems, acquire evidence, verify sources, and synthesize long-form reports. In practice, however, current DR systems are constrained by four interrela

中文介绍 DuMate-DeepResearch构建可审计多智能体系统,通过递归搜索和基于量规的推理,系统性解决深度研究中的问题框架、证据获取、源验证和长报告合成四大挑战。

Trajectory-Refined Distillation

👍 4

On-policy distillation (OPD) has become a central post-training tool for large language models (LLMs), providing dense per-token teacher supervision along the student's own rollouts. In this work, we identify a common structural cause underlying OPD, which we call prefix failure. Under prefix failur

中文介绍 轨迹精炼蒸馏识别在线策略蒸馏中的前缀失败结构性问题,通过优化学生自身轨迹上的教师监督策略,提升LLM后训练蒸馏效率与质量。

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Peter Steinberger提出2026年AI工程师应转向「循环工程」:设计循环而非手动提示编码agent。来自OpenAI一线的观点,预示着agent工作方式的范式转变。

Harness Engineering: What Every AI Engineer Needs to Know in 2026

@sairahul1 · 113.0K 粉丝 · 546.4K 阅 · 536 赞 · 94 转

In February 2026, a small OpenAI team shipped 1 million lines of production code. They didn't write a single line by hand. The AI agents wrote it. The humans designed the system that made the agents

中文介绍 OpenAI小团队2026年2月靠AI agent交付百万行生产代码,零手写。关键转变:人类从编码者变为系统设计师,定义agent执行的循环。Harness Engineering成为核心。

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 博主一周实测Fable(Mythos)模型,称其感觉和定价都像下一代模型,但存在一些真实怪癖。对Claude Fable 5的早期体验评估,包含优缺点分析。

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Mythos级模型(Claude Fable 5)的使用技巧:设计自纠正循环和特定模式。指出这类模型已改变内部工作流程,强调循环设计而非简单提示。

Do AGENTS.md Files Actually Help Coding Agents?

@rasbt · 459.9K 粉丝 · 50.9K 阅 · 507 赞 · 51 转

Catching up with the agent-related research literature, one paper that definitely got my attention is "Evaluating AGENTS.md: Are Repository-Level Context Files Helpful for Coding Agents?." It looks

中文介绍 研究论文评估AGENTS.md文件对编码agent的帮助:仓库级上下文文件是否真的有效?博主引用学术研究,探讨agent上下文的实际效果。

WTF Is a Loop? Peter Steinberger vs. Boris Cherny

@mvanhorn · 30.8K 粉丝 · 45.6K 阅 · 567 赞 · 47 转

The most repeated sentence in AI coding this week is six words long, and almost nobody saying it can define it. One tweet had the entire timeline in a chokehold this week, so I ran /last30days on the

中文介绍 本周AI编码圈爆火的六字句子——「WTF Is a Loop?」——引发讨论。博主对比Peter Steinberger和Boris Cherny对「循环」的定义,指出概念模糊却人人引用。

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 分析大规模测试时计算的启示:LLM基准性能日益取决于推理时的计算量,当前能力上限可能被低估。强调测试时计算对揭示模型真实潜力的关键作用。

17 prompts that make Hermes run while you sleep (copy-paste inside)

@Mnilax · 7.3K 粉丝 · 43.5K 阅 · 502 赞 · 42 转

In February 2026, Nous Research released Hermes Agent: an open-source, self-hosted agent that doesn't live inside an IDE and doesn't forget when the tab closes. It runs as a daemon on your own box,

中文介绍 Nous Research开源Hermes Agent——独立于IDE的自主agent,以守护进程运行。附17个可复制粘贴的prompt模板,实现无人值守自动运行。适合需要持续运行agent的场景。

I Built an Agentic Harness From Scratch. That Taught Me What Agents Actually Are

@ByteMohit · 2.0K 粉丝 · 43.3K 阅 · 501 赞 · 51 转

Everyone is building with agents. Almost nobody talks about what is actually inside one. Not the model. The harness around it. I spent the last few months building one from scratch in Python every

中文介绍 博主从零用Python构建Agentic Harness,揭示agent核心不是模型而是外围的harness系统。深入讲解agent内部结构——工具调用、循环管理、错误处理等,帮助理解agent本质。

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 循环工程定义:设计系统代替人类提示agent。循环是递归目标,agent在约束下自主迭代。博主简洁解释了当前AI工程的核心范式转换。

Your Agent Harness Should Repair Itself

@akshay_pachaar · 276.5K 粉丝 · 38.0K 阅 · 504 赞 · 65 转

When an AI agent fails in production, your observability tool shows you exactly what it did and almost nothing about how to fix it. You get a clean trace of the run, every model call and tool that

中文介绍 博主指出当前agent可观测性工具的不足:只展示失败轨迹,不提供修复方案。主张agent harness应具备自修复能力,自动诊断并调整行为,提升生产可靠性。

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发布Gemini 3.5 Live Translate,实现流畅自然的口语实时翻译。从二十年前机器翻译实验进化到AI驱动的高质量语音翻译,标志翻译技术新阶段。

The Fourth Era of Compute

@unicity_labs · 126.3K 粉丝 · 7.0K 阅 · 821 赞 · 405 转

For thirty years the internet has been built for one kind of actor. The next one is not a person. For thirty years, compute has been built for humans. It is shaped around human attention, human

中文介绍 提出「计算的第四纪元」:互联网前三十年为人设计,下一个时代计算将围绕AI agent而非人类。从human-centric转向agent-centric,重塑基础设施架构。

Fluid, natural voice translation with Gemini 3.5 Live Translate

Gemini 3.5 Live Translate brings near real-time, natural speech translation to Google AI Studio, Google Translate and Google Meet.

中文介绍 Gemini 3.5 Live Translate为Google AI Studio、Google Translate和Google Meet带来近乎实时的自然语音翻译功能。

How engineers at Nextdoor use Codex to build without limits

How engineers at Nextdoor use Codex with GPT-5.5 to investigate hard-to-reproduce issues, build across platforms, and focus on product outcomes.

中文介绍 Nextdoor的工程师利用OpenAI Codex结合GPT-5.5调查难以复现的问题、跨平台构建,并专注产品成果。

Learning to lead in a hybrid human-AI enterprise

As adoption of AI agents looks set to surge by as much as 300% in the next two years, leadership teams are carefully considering the implications of a hybrid human-AI workforce. Unlike existing enterprise-level automation that relies on manual input, AI agents are capable of autonomously coordinatin

中文介绍 未来两年AI代理采用率预计激增300%,领导团队需审慎考虑人机混合劳动力的影响。AI代理不同于传统自动化,能自主完成任务。

What Codex unlocks for Notion

How Notion uses Codex to one-shot specs, build AI Voice Input for the web, and multiply engineering power across small teams.

中文介绍 Notion利用OpenAI Codex实现一次性生成规格文档、构建网页端AI语音输入,并提升小团队工程效率。

Five things you need to know about AI

At SXSW London last week I gave a talk called “Five things you need to know about AI,” in which I shared what I think are the biggest themes in AI right now. I pulled a few things from our first AI10 list, an annual guide to the most important trends in this buzzy world,…

中文介绍 作者在SXSW London分享AI五大主题,内容源自首份AI10榜单,该年度指南梳理AI领域最重要趋势。

Confidential submission of draft S-1 to the SEC

OpenAI confirms a confidential S-1 submission to the SEC and has not yet determined timing for further action.

中文介绍 OpenAI确认已向美国SEC秘密提交S-1上市草案,尚未决定下一步行动的时间。

Measuring the impact of learning with AI in Sierra Leone and beyond

Results from a randomized controlled trial show the potential of Gemini’s Guided Learning feature to boost engagement and accelerate learning.

中文介绍 一项随机对照试验结果显示,Gemini的引导学习功能在塞拉利昂等地能显著提升学生参与度并加速学习进程。

市场总览

加密市场受恐慌情绪主导(恐慌贪婪指数10,极度恐慌),总市值24h下跌2.25%,BTC主导率55.9%,ETH占比8.9%。BTC、ETH、SOL均处于RSI超卖区域(23.8、25.6、26.6),空头排列明确,短期动量向下。美股方面,SPY和QQQ近5日分别下跌2.96%和5.14%,RSI中性(49/49.5),但多个大型科技股(AAPL、MSFT、META)已触发MACD死叉或空头排列,整体偏弱。中概股(BABA、PDD等)持续走低,RSI在32-40之间,接近52周低点。商品外汇中黄金RSI 29.9超卖但趋势中性,原油下跌,美元指数接近52周高且RSI 64.4偏强,美债收益率多头排列。整体市场风险偏好下降,加密与商品受资金流出明显。

今日关注

^VIX VIX 恐慌指数
偏上行

VIX近1日上涨5.02%,近5日累计大涨26%,MACD出现金叉信号(macd -0.0005上穿signal -0.5296),价格19.87高于所有均线(sma20 17.24、sma50 18.54、sma200 18.46),呈现多头排列,RSI 57.5处于中性偏强区域,短期动量向上明显。

BTC-USD Bitcoin
偏下行

BTC当前价格61555.59,较52周高点下跌51.22%,远低于所有均线(sma20 70194.55、sma50 75302.38、sma200 78239.9),RSI 23.8处于深度超卖,MACD负值且macd低于signal呈死叉状态,空头排列明确,近5日下跌3.52%,下行趋势持续。

GC=F 黄金期货
中性

黄金当前价格4247.5,近1日下跌2.04%、近5日下跌5.38%,RSI 29.9进入超卖区域,但趋势定义为中性,价格受均线压制(sma20 4503.25、sma50 4618.38、sma200 4408.06),MACD负柱扩大,多空力量胶着,无明确方向信号。

全部资产

^VIX

VIX 恐慌指数

$19.87 +5.02%
5 日
+26.00%
距 52w 高
-43.7%
RSI(14)
57.5
趋势
多头
SMA 20 / 50 / 200
17.24 / 18.54 / 18.46
MACD / 信号
-0.001 / -0.530
MACD 金叉 (2 天前)多头排列

^TNX

10Y 美债收益率 (%)

$4.53 -0.53%
5 日
+1.64%
距 52w 高
-9.4%
RSI(14)
56.1
趋势
多头
SMA 20 / 50 / 200
4.52 / 4.41 / 4.21
MACD / 信号
0.029 / 0.034
多头排列

DX-Y.NYB

美元指数 DXY

$100.00 -0.05%
5 日
+0.78%
距 52w 高
-0.6%
RSI(14)
64.4
趋势
多头
SMA 20 / 50 / 200
99.23 / 98.91 / 98.62
MACD / 信号
0.313 / 0.212
接近 52 周高多头排列

SPY

S&P 500 ETF

$737.05 -0.29%
5 日
-2.96%
距 52w 高
-3.1%
RSI(14)
49.0
趋势
多头
SMA 20 / 50 / 200
746.26 / 717.45 / 684.94
MACD / 信号
7.001 / 10.475
多头排列

QQQ

Nasdaq 100 ETF

$707.83 -1.15%
5 日
-5.14%
距 52w 高
-5.5%
RSI(14)
49.5
趋势
多头
SMA 20 / 50 / 200
721.98 / 673.56 / 623.29
MACD / 信号
12.735 / 18.234
MACD 死叉 (3 天前)多头排列

AAPL

Apple

$290.55 -3.64%
5 日
-7.82%
距 52w 高
-8.5%
RSI(14)
42.6
趋势
多头
SMA 20 / 50 / 200
304.56 / 283.05 / 265.90
MACD / 信号
5.543 / 8.300
MACD 死叉 (4 天前)多头排列

MSFT

Microsoft

$403.41 -2.02%
5 日
-8.59%
距 52w 高
-27.4%
RSI(14)
41.8
趋势
空头
SMA 20 / 50 / 200
421.95 / 410.20 / 455.41
MACD / 信号
1.820 / 4.940
MACD 死叉 (2 天前)空头排列

NVDA

Nvidia

$208.19 -0.22%
5 日
-6.57%
距 52w 高
-12.0%
RSI(14)
46.4
趋势
多头
SMA 20 / 50 / 200
218.21 / 205.01 / 188.91
MACD / 信号
0.928 / 3.161
多头排列

GOOGL

Alphabet

$364.26 +0.26%
5 日
+0.67%
距 52w 高
-10.9%
RSI(14)
44.1
趋势
多头
SMA 20 / 50 / 200
382.28 / 357.95 / 305.68
MACD / 信号
-0.263 / 4.424
多头排列

TSLA

Tesla

$396.68 -3.00%
5 日
-6.39%
距 52w 高
-20.5%
RSI(14)
43.9
趋势
空头
SMA 20 / 50 / 200
422.49 / 396.72 / 414.95
MACD / 信号
1.147 / 6.223
空头排列

META

Meta

$584.59 -0.14%
5 日
-2.18%
距 52w 高
-26.6%
RSI(14)
39.3
趋势
空头
SMA 20 / 50 / 200
610.79 / 621.45 / 660.86
MACD / 信号
-7.315 / -4.619
MACD 死叉 (2 天前)空头排列
加密恐慌贪婪
10
极度恐慌
加密总市值
$2.21 T
-2.25% / 24h
BTC 主导率
55.9%
ETH 8.9%
24h 成交量
$93.4 B
活跃币 17,348

BTC-USD

Bitcoin

$61,555.59 -2.43%
5 日
-3.52%
距 52w 高
-51.2%
RSI(14)
23.8
趋势
空头
SMA 20 / 50 / 200
70,194.55 / 75,302.38 / 78,239.90
MACD / 信号
-4,136.618 / -3,201.601
RSI 超卖空头排列

ETH-USD

Ethereum

$1,633.76 -3.34%
5 日
-7.68%
距 52w 高
-67.0%
RSI(14)
25.6
趋势
空头
SMA 20 / 50 / 200
1,913.00 / 2,134.72 / 2,438.60
MACD / 信号
-145.940 / -119.267
RSI 超卖空头排列

SOL-USD

Solana

$64.84 -2.93%
5 日
-5.64%
距 52w 高
-74.4%
RSI(14)
26.6
趋势
空头
SMA 20 / 50 / 200
77.06 / 83.35 / 101.39
MACD / 信号
-5.776 / -4.341
RSI 超卖空头排列

BABA

阿里巴巴 (BABA)

$119.70 -0.31%
5 日
-8.50%
距 52w 高
-37.9%
RSI(14)
35.8
趋势
空头
SMA 20 / 50 / 200
129.85 / 130.94 / 149.73
MACD / 信号
-3.370 / -2.215
空头排列

PDD

拼多多 (PDD)

$81.93 -0.84%
5 日
-7.09%
距 52w 高
-41.2%
RSI(14)
32.5
趋势
空头
SMA 20 / 50 / 200
90.83 / 96.52 / 112.07
MACD / 信号
-4.099 / -3.359
接近 52 周低空头排列

JD

京东 (JD)

$28.73 +0.49%
5 日
-4.71%
距 52w 高
-22.1%
RSI(14)
40.9
趋势
空头
SMA 20 / 50 / 200
30.52 / 30.15 / 30.36
MACD / 信号
-0.461 / -0.209
空头排列

0700.HK

腾讯控股 (0700.HK)

HK$453.20 +1.52%
5 日
-5.90%
距 52w 高
-33.6%
RSI(14)
47.5
趋势
空头
SMA 20 / 50 / 200
450.13 / 474.68 / 570.85
MACD / 信号
-6.531 / -9.531
空头排列

GC=F

黄金期货

$4,247.50 -2.04%
5 日
-5.38%
距 52w 高
-24.0%
RSI(14)
29.9
趋势
中性
SMA 20 / 50 / 200
4,503.25 / 4,618.38 / 4,408.06
MACD / 信号
-83.457 / -62.997
RSI 超卖

CL=F

WTI 原油期货

$89.14 -2.37%
5 日
-4.93%
距 52w 高
-25.4%
RSI(14)
42.0
趋势
中性
SMA 20 / 50 / 200
96.11 / 97.59 / 73.06
MACD / 信号
-1.985 / -1.331

USDCNY=X

美元 / 人民币

¥6.77 +0.09%
5 日
+0.10%
距 52w 高
-6.1%
RSI(14)
34.4
趋势
空头
SMA 20 / 50 / 200
6.78 / 6.81 / 6.97
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进行客观解读,不构成任何投资建议。投资者应独立判断,注意风险。仅供技术指标解读参考。

News live: Albanese says ‘we need to do more’ on house prices; Australia joins sanctions against ‘extremist settlers’ in West Bank

Penny Wong issues statement overnight announcing joint action with western allies to combat ‘horrific levels of settler violence against Palestinian civilians’ Get our breaking news email, free app or daily news podcast Albanese says Australia still impacted by Middle East conflict ‘each and every d

中文摘要 澳大利亚总理阿尔巴尼斯表示澳洲在房价问题上「需要做得更多」。外长黄英贤宣布与西方盟友联合行动,对约旦河西岸的「极端定居者」实施制裁,以打击针对巴勒斯坦平民的暴力。

US judge halts execution by nitrogen gas, ruling it unconstitutional

Judge Emily Marks had previously allowed the execution to proceed, arguing that no execution is entirely without pain.

中文摘要 美国法官埃米莉·马克斯裁定氮气执行死刑违宪,并叫停该执行方式。她此前曾允许执行,认为没有哪种处决完全无痛苦。

Trump launches strikes against Iran after downing of US army helicopter

US president blames Tehran for loss of Apache gunship, whose crew were rescued by a drone near strait of Hormuz Middle East crisis – live updates The US has launched “self-defence strikes” against Iran after Donald Trump blamed Tehran for downing a US army helicopter near the strait of Hormuz, imper

中文摘要 特朗普指责伊朗击落美军阿帕奇直升机,随后美国对伊朗发动「自卫打击」。直升机在霍尔木兹海峡附近被击落,机组人员被无人机救起。

Deadly protests in Pakistan-administered Kashmir: What’s going on?

At least 11 people were killed on Sunday in clashes between police and protesters in Pakistan-administered Kashmir.

中文摘要 巴基斯坦控制的克什米尔地区发生致命抗议活动,周日警方与抗议者冲突导致至少11人死亡。

US striking Iran in response to downing of helicopter, military says

President Donald Trump earlier accused Iran of shooting down the US helicopter over the Strait of Hormuz and vowed to respond.

中文摘要 美军证实对伊朗发动袭击,以回应美军直升机被击落事件。特朗普此前指控伊朗在霍尔木兹海峡上空击落美军直升机,并誓言报复。

Concerns over US company’s plan to frack world’s most intact tropical savanna in WA revealed

Federal environment department says Black Mountain Energy has provided insufficient data as it seeks to drill 20 gas wells in the Kimberley region Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast The federal government has repeatedly

中文摘要 美国公司Black Mountain Energy计划在澳大利亚西澳州金伯利地区钻探20口天然气井,进行水力压裂。联邦环境部表示该公司提供的数据不足,引发对全球最完整热带稀树草原的担忧。

Trump vows retaliation after claiming Iran shot down Apache helicopter

President Trump accused Iran of shooting down a US Apache helicopter over the Strait of Hormuz

中文摘要 特朗普声称伊朗在霍尔木兹海峡上空击落美军阿帕奇直升机,并誓言进行报复。后续美国已对伊朗发动袭击。

Canada confirms opening of Gordie Howe Bridge, despite Trump’s threats

Trump had threatened to halt the opening of the cross-border bridge, which is jointly owned by Michigan and Canada.

中文摘要 加拿大确认戈迪·豪大桥将开通,该桥由密歇根州和加拿大共同拥有。此前特朗普曾威胁阻止开通。

UK and allies sanction 'networks' enabling settler violence in West Bank

France will also bar far-right Israeli Minister Bezalel Smotrich from entry as part of the measures, which Israel condemns as "disgraceful".

中文摘要 英国与盟友对助长约旦河西岸定居者暴力的「网络」实施制裁。法国还将禁止以色列极右翼部长斯莫特里赫入境。以色列谴责此举「可耻」。

President Trump says U.S. 'must' respond to Iran attack that downed Army helicopter

Monday night, President Trump spoke optimistically about negotiations to end the war with Iran. Now, he has confirmed that Iran shot down a U.S. Army Apache helicopter, saying the U.S. must respond.

中文摘要 特朗普确认伊朗击落美军阿帕奇直升机,表示美国「必须」回应。此前他刚对结束战争的谈判表示乐观。随后美军对伊朗发动打击。

Gold Extends Fall as Renewed US-Iran Clashes Test Fragile Truce

Gold extended a decline after the US launched fresh strikes against Iran in retaliation for the downing of a military helicopter, jeopardizing efforts to end the war that’s roiled global markets.

中文摘要 美国对伊朗发动新一轮打击,以报复军用直升机被击落事件,危及脆弱的停火努力。受此影响,黄金价格延续跌势。

Cuba Poised for Biggest US Fuel Shipment Since Cold War Embargo

A Florida trading company is in advanced talks to send Cuba the biggest cargo of US fuel since the Eisenhower administration as the island nation contends with an acute energy crisis.

中文摘要 一家佛罗里达贸易公司正洽谈向古巴运送自艾森豪威尔政府以来最大规模的美燃油,以帮助该国缓解严重的能源危机。

Bill debt soars but many don't know help is available

The majority of billpayers are unaware of special tariffs for water and broadband, the spending watchdog says.

中文摘要 英国支出监管机构称,多数缴费者不了解水和宽带等公共事业存在特殊资费。账单债务飙升,但许多人不知可获得援助。

Beauty Pie LED mask ad banned over misleading anti-wrinkle claim

The mask is not "clinically proven to reduce wrinkles in four weeks", the advertising watchdog finds.

中文摘要 广告监管机构发现,Beauty Pie的LED面膜并未「经临床证明可在四周内减少皱纹」,其广告因误导性抗皱宣称被禁。

How to enjoy the World Cup - and keep your boss on side

Football fans and bosses share their strategies to balance late night kick offs with work the next day.

中文摘要 世界杯期间如何平衡深夜比赛与次日工作?球迷和老板们分享了各自的策略。

ASML’s Surge to Record High Masks Lowball Valuation Versus Peers

ASML Holding NV’s ascent to fresh record highs has been a highlight for European markets, yet it’s done little to improve what is the stock’s cheapest relative valuation in years.

中文摘要 ASML股价创历史新高,是欧洲市场的亮点,但相对于同行,其估值仍是多年来最低的。

Bruin Capital’s George Pyne: FIFA Figures ‘Mind-Blowing'

George Pyne, Founder and CEO of Bruin Capital, discusses the evolving landscape of sports business and investment. The dialogue highlights key aspects of organizing a major global sporting event and the financial strategies shaping the sports industry. He speaks with Romaine Bostick & Katie Greifeld

中文摘要 Bruin Capital创始人George Pyne谈及体育商业与投资格局演变,认为FIFA的相关数据「令人震惊」,并讨论大型赛事组织及金融策略。

Stocks Set to Decline as US Hits Iran, Oil Gains: Markets Wrap

Asian equities were set to fall as tensions escalated in the Middle East after US forces struck Iran, while technology stocks remained under pressure on Wall Street. Crude oil climbed.

中文摘要 美国打击伊朗后中东紧张局势升级,亚洲股市预计下跌,科技股承压,原油价格上涨。

Oil Climbs After Fresh US Strikes on Iran Over Helicopter Attack

Oil rebounded after the US launched fresh strikes against Iran following the downing of an American helicopter, posing a new threat to a fragile truce that’s been tested by recent attacks in the Middle East.

中文摘要 美军直升机被击落后,美国对伊朗发动新一轮打击,脆弱的停火协议面临新威胁。原油价格反弹。

FC Dallas Owner: Expect Dallas FIFA Games To Sell Out

Dan Hunt, owner of FC Dallas and Co-Chair of the Dallas organizing committee for the 2026 FIFA World Cup, discussed the significant economic impact expected as Dallas hosts nine World Cup matches. Hunt highlighted that unlike Super Bowl visitors who stay less than three days, World Cup fans typicall

中文摘要 FC Dallas老板兼达拉斯2026年世界杯组委会联合主席Dan Hunt表示,达拉斯承办九场世界杯比赛,预计门票售罄,经济影响显著。

World's largest chipmaker does not rule out price rises as costs increase

In a rare interview, a senior executive at TSMC discusses the AI boom, the geopolitics of chips and what it means for the price of electronics.

中文摘要 全球最大芯片制造商台积电高管在罕见采访中表示,随着成本增加,不排除涨价可能,并讨论AI繁荣、芯片地缘政治对电子产品价格的影响。

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