NousResearch/hermes-agent
Python · ★ 183,095 · 🍴 31,401 · 📈 1,845 stars today
The agent that grows with you
中文介绍 随用户共同成长的 AI 智能体，通过持续交互自动优化自身行为与知识，适合个性化助手场景。
2026-06-06
← 历史归档chopratejas/headroom
Python · ★ 14,487 · 🍴 921 · 📈 2,473 stars today
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, same answers. Library, proxy, MCP server.
中文介绍 压缩工具输出、日志、文件与 RAG 分块，在 LLM 处理前减少 60-95% token 量且保持答案一致。提供库、代理和 MCP 服务器，降低推理成本。
CopilotKit/CopilotKit
TypeScript · ★ 32,669 · 🍴 4,193 · 📈 366 stars today
The Frontend Stack for Agents & Generative UI. React + Angular. Makers of the AG-UI Protocol
中文介绍 面向 Agent 和生成式 UI 的前端框架，支持 React 与 Angular。定义了 AG-UI 协议，帮助开发者快速构建带 AI 交互的界面。
lfnovo/open-notebook
TypeScript · ★ 25,990 · 🍴 2,992 · 📈 1,152 stars today
An Open Source implementation of Notebook LM with more flexibility and features
中文介绍 Notebook LM 的开源替代品，具备更灵活的文档管理、多模态支持和自定义扩展能力，适合知识整理与研究场景。
affaan-m/ECC
JavaScript · ★ 208,349 · 🍴 31,963 · 📈 1,361 stars today
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
中文介绍 Agent 性能优化系统，提供技能、本能、记忆、安全等模块，专为 Claude Code、Codex、Cursor 等 AI 编程工具设计，提升 Agent 运行效率。
Panniantong/Agent-Reach
Python · ★ 21,547 · 🍴 1,861 · 📈 148 stars today
Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
中文介绍 让 AI Agent 通过单一 CLI 直接读取 Twitter、Reddit、YouTube、GitHub、Bilibili、小红书等全互联网内容，无需 API 费用，扩展信息获取能力。
NVIDIA/cosmos
Jupyter Notebook · ★ 9,410 · 🍴 601 · 📈 479 stars today
NVIDIA Cosmos is an open platform of world models, datasets, and tools that enables developers to build Physical AI for robots, autonomous vehicles, smart infrastructure, and more.
中文介绍 世界模型、数据集和工具的开源平台，用于开发机器人与自动驾驶等 Physical AI，提供预训练模型与模拟环境，加速实体智能应用落地。
666ghj/MiroFish
Python · ★ 64,690 · 🍴 10,087 · 📈 320 stars today
A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物
中文介绍 简洁通用的群体智能引擎，可预测任意时间序列或复杂系统行为。采用多智能体协同机制，适用于金融、物流、物联网等预测场景。
mvanhorn/last30days-skill
Python · ★ 28,199 · 🍴 2,391 · 📈 731 stars today
AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary
中文介绍 AI Agent 技能，自动搜索 Reddit、X、YouTube、Hacker News、Polymarket 及全网内容，合成近30天内的主题总结，适合舆情监控与研究。
PaddlePaddle/PaddleOCR
Python · ★ 80,532 · 🍴 10,632 · 📈 747 stars today
Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.
中文介绍 轻量级 OCR 工具，支持 100+ 种语言，可将任意 PDF 或图片转化为结构化数据，无缝对接 LLM 进行文档分析与提取。
openai/plugins
JavaScript · ★ 1,529 · 🍴 240 · 📈 49 stars today
OpenAI Plugins
中文介绍 OpenAI 插件官方仓库，包含 ChatGPT 插件开发示例与规范，用于扩展 AI 对话能力（如联网、计算等）。
MemPalace/mempalace
Python · ★ 53,874 · 🍴 7,079 · 📈 227 stars today
The best-benchmarked open-source AI memory system. And it's free.
中文介绍 开源 AI 记忆系统，在多项基准测试中达到最优表现。免费使用，为 Agent 提供持久化上下文与长期记忆能力。
withastro/flue
TypeScript · ★ 4,512 · 🍴 241 · 📈 126 stars today
The sandbox agent framework.
中文介绍 沙盒化 Agent 开发框架，提供安全的执行环境与模块化组件，适合构建可隔离运行的 AI 代理应用。
openclaw/openclaw-windows-node
C# · ★ 1,598 · 🍴 181 · 📈 326 stars today
Windows companion suite for OpenClaw - System Tray app, Shared library, Node, and PowerToys Command Palette extension
中文介绍 OpenClaw 的 Windows 配套套件，包含系统托盘应用、共享库、Node 模块及 PowerToys Command Palette 扩展，增强 Windows 下的设备控制能力。
aquasecurity/trivy
Go · ★ 35,851 · 🍴 443 · 📈 207 stars today
Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
中文介绍 全能安全扫描器，可检测容器镜像、Kubernetes、代码仓库和云服务中的漏洞、配置错误、密钥与 SBOM，集成 CI/CD 流水线。
jwasham/coding-interview-university
★ 350,380 · 🍴 83,289 · 📈 745 stars today
A complete computer science study plan to become a software engineer.
中文介绍 自学计算机科学的完整路线图，涵盖算法、数据结构、系统设计等面试必备知识，已帮助数千人成功入职科技公司。
github/copilot-sdk
Java · ★ 9,237 · 🍴 1,223 · 📈 309 stars today
Multi-platform SDK for integrating GitHub Copilot Agent into apps and services
中文介绍 多平台 SDK，允许开发者将 GitHub Copilot Agent 集成到自有应用和服务中，实现代码补全与生成功能。
Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution
👍 45
Code language models need repository-level context to resolve imports, APIs, and project conventions. Existing methods inject this knowledge as long inputs (retrieved through RAG or dependency analysis) or through per-repository fine-tuning and LoRA -- costly at repository scale and brittle to evolv
中文介绍 针对代码语言模型需仓库级上下文但现有方法成本高、难以演化的问题，提出Code2LoRA——用超网络为代码仓库生成适配器，以轻量LoRA注入项目知识，避免微调全模型，高效支持软件演化。
ArcANE: Do Role-Playing Language Agents Stay in Character at the Right Time?
👍 40
Role-playing language agents (RPLAs) should play characters whose values and behavior evolve as the story progresses, not maintain a fixed persona. Existing benchmarks measure factual recall at a given chapter, not whether responses align with the character's psychological trajectory, especially in
中文介绍 角色扮演语言智能体需随剧情动态变化，现有基准仅测事实回忆。提出ArcANE，用新评估框架衡量智能体响应是否贴合角色心理轨迹，而非固化人格。
TIDE: Proactive Multi-Problem Discovery via Template-Guided Iteration
👍 36
Agents are widely deployed as assistants over documents, tools, and code. However, they typically act only on explicit user requests, which surface only the problems the user has noticed, while many other important problems coexist, hidden in plain sight, within the broader user context, with their
中文介绍 现有智能体仅响应用户显式请求，忽略隐藏问题。提出TIDE模板引导迭代框架，主动发现文档、工具等环境中多个潜在问题，通过迭代探索提升覆盖。
AdaPlanBench: Evaluating Adaptive Planning in Large Language Model Agents under World and User Constraints
👍 32
Planning for real-world problems by language models often involves both world and user constraints, which may not be fully specified upfront and are progressively disclosed through interaction. However, existing benchmarks still underexplore adaptive planning under such progressively revealed dual c
中文介绍 真实规划需同时满足世界约束和用户约束，且约束逐步揭示。构建AdaPlanBench基准，系统评测LLM智能体在渐进式双约束下的自适应规划能力。
VideoKR: Towards Knowledge- and Reasoning-Intensive Video Understanding
👍 31
We introduce VideoKR, the first large-scale training corpus specifically designed to strengthen knowledge- and reasoning-intensive video understanding. It comprises 315K video reasoning examples over 145K newly collected, CC-licensed, expert-domain videos. We develop a human-in-the-loop, skill-orien
中文介绍 提出VideoKR——首个大规模视频推理训练语料，含14.5万专家领域视频和31.5万推理样本。采用人机协同、技能导向标注，增强视频理解的知识与推理能力。
Reinforcement Learning Elicits Contextual Learning of Unseen Language Translation
👍 23
Prior work has shown that large language models (LLMs) can translate unseen or low-resource languages by undergoing continued training or even by encoding a grammar book in their context. However, both methods typically overfit specific languages, with limited zero-shot transfer at test time. To tra
中文介绍 针对LLM翻译未见/低资源语言时过拟合、零样本迁移差的问题，提出强化学习（RL）方法，通过上下文学习激发跨语言翻译能力，无需额外训练。
RobotValues: Evaluating Household Robots When Human Values Conflict
👍 22
While household robots are often evaluated based on task completion, everyday domestic environments involve value-conflicting situations in which robots are expected to choose actions that prioritize other values than task success, such as human autonomy, efficiency, or social appropriateness. Yet,
中文介绍 家庭机器人评估常忽略价值冲突情景（如效率 vs 自主性）。构建RobotValues基准，系统评价机器人在任务完成与人类价值（自治、效率、社交恰当性）冲突时的决策。
Personal AI Agent for Camera Roll VQA
👍 17
We study the personal camera roll visual question answering setting. In this setting, a conversational AI assistant can access a user's personal camera roll and retrieve relevant photos to answer queries, ranging from simple factual questions (e.g., ``Name of the food I tried yesterday?'') to more o
中文介绍 研究个人相册视觉问答——对话AI助手访问用户相册检索相关照片回答事实或复杂问题。构建数据集与模型，实现基于个人照片的多模态问答。
LoomVideo: Unifying Multimodal Inputs into Video Generation and Editing
👍 16
Developing unified video generation and editing models capable of interpreting interleaved multimodal inputs is a promising yet challenging frontier field. Existing unified frameworks predominantly rely on massive models (typically 13B parameters or more) and incorporate source video conditions for
中文介绍 现有视频生成/编辑统一框架依赖大模型（≥13B）且需源视频条件。提出LoomVideo，用轻量设计处理交错多模态输入（文本/图像/视频），实现高质量生成与编辑。
Rethinking Continual Experience Internalization for Self-Evolving LLM Agents
👍 15
Experience internalization converts contextual experience from past interactions into reusable parametric capability, offering a promising path toward continual learning in large language models (LLMs). While prior work has predominantly focused on single-iteration transfer, we discover that under m
中文介绍 经验内化可将上下文转化为可复用能力，但现有单次迁移效果有限。发现多次迭代内化显著提升LLM智能体持续学习性能，提出新框架。
Dream.exe: Can Video Generation Models Dream Executable Robot Manipulation?
👍 12
Video generation models have made impressive strides in synthesizing visually compelling content, yet their outputs remain confined to the virtual domain. A natural question follows: how well do these models reflect the physical world when their generated videos leave the screen and enter reality? W
中文介绍 视频生成模型产生虚拟内容，但能否模拟真实物理？Dream.exe将生成视频转化为机器人可执行操作，验证模型对物理世界反映程度，实现虚拟到真实操作迁移。
Unsupervised Skill Discovery for Agentic Data Analysis
👍 10
Inference-time skill augmentation provides a lightweight way to improve data-analytic agents by injecting reusable procedural knowledge without updating model parameters. However, discovering effective skills for data analysis remains challenging, as reliable supervision is expensive and success cri
中文介绍 推理时技能增强可提升数据分析智能体，但技能发现缺乏监督。提出无监督技能发现方法，从历史轨迹中自动提取可复用过程知识，提升分析效率。
LLMs Can Leak Training Data But Do They Want To? A Propensity-Aware Evaluation of Memorization in LLMs
👍 7
Large language models can reproduce training data, but existing memorization evaluations mostly measure whether models can be forced to do so, rather than whether they do so under ordinary use. We introduce PropMe, a propensity-aware framework for memorization evaluation that contrasts prefix-based
中文介绍 现有记忆评估测试模型被强制回忆，而非正常使用中的泄露。提出PropMe倾向感知框架，对比前缀强制与开放生成，更真实评估LLM训练数据记忆倾向。
MAOAM: Unified Object and Material Selection with Vision-Language Models
👍 6
Selection is a core operation in interactive image editing. To be practical, a user should be able to specify and disambiguate the desired selection region through either text or click-based interactions, and the system should support selecting not only objects but also other criteria, such as mater
中文介绍 交互式图像编辑需灵活选择对象/材质。提出MAOAM，用视觉-语言模型统一支持文本和点击指定选择区域，实现对象与材料的多模态选择。
The Shadow Price of Reasoning: Economic Perspective on Optimal Budget Allocation for LLMs
👍 6
Inference-time scaling has emerged as a critical avenue for enhancing Large Language Models' performance, yet real-world deployment is constrained by strict computational budgets. In this work, we formulate inference budget allocation as a global constrained optimization problem governed by economic
中文介绍 推理时缩放提升LLM性能但受预算约束。提出经济学视角优化推理预算分配：通过全局约束优化模型，在固定计算下最大化任务收益。
Meta-Cognitive Memory Policy Optimization for Long-Horizon LLM Agents
👍 5
Memory-augmented LLM agents tackle complex long-horizon tasks by recursively summarizing interaction trajectories into compact memory. However, existing approaches typically train these memory policies using outcome-based reinforcement learning, failing to localize where intermediate memory quality
中文介绍 记忆增强LLM智能体递归总结交互轨迹，但现有训练仅基于结果强化。提出元认知记忆策略优化，引入过程级奖励定位记忆质量，提升长程任务表现。
World-Language-Action Model for Unified World Modeling, Language Reasoning, and Action Synthesis
👍 5
We propose world-language-action (WLA) models as a new class of embodied foundation models. WLA takes textual instructions, images, and robot states as inputs to jointly predict textual subtasks, subgoal images, and robot actions, conjoining the world modeling interface to learn from extensive egoce
中文介绍 提出世界-语言-动作（WLA）模型作为具身基础模型：输入文本/图像/机器人状态，联合预测子任务描述、子目标图像和动作，统一世界建模、语言推理与动作合成。
Imagine Before You Predict: Interleaved Latent Visual Reasoning for Video Event Prediction
👍 5
Video event prediction (VEP) requires models to infer unobserved future states from partial video evidence. Existing video MLLMs usually verbalize intermediate future reasoning in text space: once visual evidence is verbalized, fine-grained motion, geometry, and interaction cues can be lost, leading
中文介绍 视频事件预测需推断未来状态，现有方法将视觉编码为文本丢失细节。提出交错潜在视觉推理框架，在隐空间推理，保留运动/几何等细粒度信息，提升预测准确性。
Towards One-to-Many Temporal Grounding
👍 4
Temporal Grounding (TG) aims to localize video segments corresponding to a textual query. Prior research predominantly focuses on single-segment retrieval. Real-world scenarios, however, often require localizing multiple disjoint segments for a single query -- a setting we term One-to-Many Temporal
中文介绍 传统时间定位（TG）只做单段检索，现实需多段定位。定义One-to-Many TG任务，提出新数据集与方法，实现单查询对应多个不连续视频段的定位。
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery
👍 4
Large language model (LLM) agents are increasingly applied to long-horizon tasks such as scientific discovery and machine learning engineering (MLE), where sustained self-evolution becomes a key capability. However, existing MLE agents suffer from inter-branch information isolation, memoryless searc
中文介绍 LLM智能体用于科学发现等长程任务，但现有分支信息隔离、搜索无记忆。提出MLEvolve自演化框架，通过持续学习与记忆机制自动发现机器学习算法，提升演化效率。
SpaceX IPOs in 7 days. I Fed the S1 Doc Into Claude. Here Is What It Found Buried in 300 Pages.
@DamiDefi · 96.5K 粉丝 · 2.3M 阅 · 584 赞 · 80 转
The number that stopped me was not the $2 trillion valuation. It was $791 million. That is what SpaceX made in net income in 2024. A profitable, growing aerospace company with a genuine moat in launch
中文介绍 分析SpaceX的S1上市文件，发现关键数据：2024年净利润7.91亿美元，而非市场关注的2万亿美元估值。
How to master Dynamic Workflows in Claude Code: 6 patterns and 14 steps Anthropic engineers actually
@0xCodez · 3.3K 粉丝 · 637.2K 阅 · 510 赞 · 59 转
Most Claude Code users still write their workflows by hand. They chain prompts, copy outputs, paste them into the next prompt, fix what went wrong, repeat. 9 out of 10 builders haven’t tried Dynamic
中文介绍 介绍Claude Code中动态工作流的6种模式和14步方法，帮助用户摆脱手动链式提示，提升自动化效率。
Generative UI Is the New Frontend
@Saboo_Shubham_ · 116.2K 粉丝 · 263.3K 阅 · 517 赞 · 74 转
The frontend used to be a fixed thing. Designers drew it. Engineers built it. Users got what shipped. That's over. The interfaces shipping in 2026 are drawn partly by the agent itself, in real time,
中文介绍 提出生成式UI概念：2026年前端将由AI agent实时绘制，不再固定设计，动态适应任务。
A guide to /goal 🥅
@dkundel · 19.3K 粉丝 · 116.9K 阅 · 523 赞 · 40 转
We launched the goal mode (or /goal) as a way to help you have Codex drive towards a concrete outcome. When you set a goal Codex will continue to work until the goal is achieved, whether that takes
中文介绍 讲解Codex的/goal模式：设定具体目标后，Agent持续工作直至完成，无需人工分步指引。
A Functional Taxonomy of World Models
@drfeifei · 738.0K 粉丝 · 72.2K 阅 · 699 赞 · 144 转
“The world is everything that is the case.” — Ludwig Wittgenstein, Tractatus Logico-Philosophicus, 1921 The world is not made of words. In an earlier essay, we argued that spatial intelligence is AI’s
中文介绍 李飞飞提出世界模型的功能分类法，强调空间智能是AI下一阶段的关键，引用了维特根斯坦哲学。
How to Build a Custom Agent Harness
@sydneyrunkle · 7.5K 粉丝 · 69.5K 阅 · 511 赞 · 74 转
Building useful agents is largely about customization: connecting your agent to the right context, data, and environment(s) for the task at hand. At its core, an agent is a model calling tools in a
中文介绍 教程：如何构建自定义Agent Harness，核心是连接模型与正确上下文、数据、环境实现定制化。
Your token spend is an AI architecture problem, not just a model problem
@jainarvind · 9.3K 粉丝 · 53.7K 阅 · 505 赞 · 68 转
Enterprise AI token spend is scaling quickly, especially as the technology shifts from simple chat assistants into coding agents, AI coworkers, and long-running workflows. These systems do far more
中文介绍 指出企业AI token高消耗是架构问题而非模型问题，尤其编码Agent和长工作流需优化架构。
10 HERMES AGENT HACKS THAT TURNED MY CHAT AGENT INTO A 24/7 SYSTEM
@IBuzovskyi · 1.2K 粉丝 · 50.1K 阅 · 500 赞 · 51 转
These 10 Hermes Agent hacks saved me 15+ hours every week - and they work for any workflow you run repeatedly. Content, software development, business operations, client management, research, sales.
中文介绍 分享10个Hermes Agent技巧，将聊天agent转为7x24自动化系统，每周节省15+小时，适用多领域。
Feedback loops: Help Claude Code complete ambitious tasks with less babysitting
@delba_oliveira · 74.0K 粉丝 · 37.4K 阅 · 533 赞 · 38 转
As we delegate more ambitious tasks to Claude, it becomes increasingly important that it can verify its own work. The more Claude can self-verify: the more independently it can work on long-running
中文介绍 在Claude Code中建立反馈循环，使其能自我验证工作，减少人工监督，独立完成长期任务。
Don't let your agent guess, give it runtime context
@ericzakariasson · 67.9K 粉丝 · 37.3K 阅 · 507 赞 · 27 转
If you've ever watched an agent try to fix a bug, you've watched it guess. It reads the code, comes up with a theory, makes an edit, and hopes. Sometimes it's right. A lot of the time you get a fix
中文介绍 强调提供运行时上下文可让Agent避免猜测式修复bug，否则会反复试错，降低效率。
Thousand Token Wood: shipping a multi-agent economy on a 3B model
中文介绍 Hugging Face博客发布文章，介绍在3B参数模型上实现多智能体经济的项目“Thousand Token Wood”。
How to Stop Shipping Low-Quality RL Environments (with Examples)
Your broken harness is actively making the model worse. Here's what I keep seeing after years of eyeballing trajectories, and what you need to fix.
中文介绍 Latent Space文章讨论如何避免发布低质量强化学习环境，指出有问题的环境会损害模型性能，并提供多年观察后的修复建议。
The Meta hack shows there’s more to AI security than Mythos
On June 5, 404 Media reported that attackers had been using Meta’s AI customer support agent to steal Instagram accounts. Their approach was simple: They asked the agent to link the accounts to email addresses that they controlled, and the agent complied. One attacker broke into the dormant Obama Wh
中文介绍 MIT Tech Review AI报道，攻击者利用Meta的AI客服代理盗取Instagram账号，方法简单：请求代理将账号链接到攻击者控制的邮箱，代理即执行。显示AI安全需超越Mythos。
[AINews] not much happened today
a quiet day
中文介绍 Latent Space的AINews简报指出当日AI领域平静，无重大事件。
Anthropic Oceanus leaks 🤖, ChatGPT Dreaming 💭, recursive self improvement 🚀
中文介绍 TLDR AI报道Anthropic Oceanus模型泄露、ChatGPT推出新记忆系统“Dreaming”以及递归自我改进相关进展。
Reality: The Final Eval — Lukas Petersson and Axel Backlund of Andon Labs
We talk with the VendingBench authors on evaling Claudes from Haiku to Mythos, and how they build leading, and lasting, frontier evals from scratch.
中文介绍 Latent Space采访Andon Labs的Lukas Petersson和Axel Backlund，讨论VendingBench作者如何对Claude模型（从Haiku到Mythos）进行评估，以及如何从零构建前沿评估。
Nemotron 3.5 Content Safety: Customizable Multimodal Safety for Global Enterprise AI
中文介绍 Hugging Face博客介绍NVIDIA的Nemotron 3.5内容安全模型，提供可定制的多模态安全功能，适用于全球企业AI。
EVA-Bench Data 2.0: 3 Domains, 121 Tools, 213 Scenarios
中文介绍 Hugging Face博客发布ServiceNow AI的EVA-Bench Data 2.0，涵盖3个领域、121个工具和213个场景。
How Endava is redesigning software delivery around AI agents
Learn how Endava is using AI agents, ChatGPT Enterprise, and Codex to accelerate software delivery, automate workflows, and build an AI-native culture across the enterprise.
中文介绍 OpenAI新闻介绍Endava如何利用AI智能体、ChatGPT Enterprise和Codex重新设计软件交付，加速工作流程并构建AI原生文化。
How courts are coping with a flood of AI-generated lawsuits
Most days in her chambers, Judge Maritza Braswell, a federal magistrate judge in Colorado, sifts through stacks of documents written by people without a lawyer. Many of them can’t afford to hire a lawyer, and others have cases too weak or too small to interest one. She reads each one carefully, mind
中文介绍 MIT Tech Review AI报道法院应对大量AI生成诉讼。科罗拉多州联邦治安法官Maritza Braswell每天处理大量无律师当事人提交的文件，其中许多由AI生成。
Dreaming: Better memory for a more helpful ChatGPT
ChatGPT introduces a new memory system to better remember preferences, keeping context fresh and relevant across conversations.
中文介绍 OpenAI新闻宣布ChatGPT推出新记忆系统“Dreaming”，能够更好地记住用户偏好，在对话中保持上下文新鲜和相关。
not much happened today
**NVIDIA** released **Nemotron 3 Ultra**, a fully open **550B MoE** model with **55B active parameters** and **1M context**, optimized for long-running agent tasks with up to **5x speedup** and **30% cost reduction**. It features hybrid Mamba/attention, LatentMoE, native MTP, and was pretrained on *
中文介绍 Smol AI News报道NVIDIA发布完全开源的Nemotron 3 Ultra模型（550B MoE，55B活跃参数，100万上下文），针对长期代理任务优化，速度提升5倍、成本降低30%，采用混合Mamba/注意力机制和LatentMoE。
[AINews] Reve 2 and Ideogram 4: Layouts in Imagegen
a quiet day.
中文介绍 Latent Space的AINews简报提及图像生成领域Reve 2和Ideogram 4，但当日AI领域相对平静。
Biodefense in the Intelligence Age
An action plan for AI-powered biological resilience
中文介绍 OpenAI新闻发布关于“智能时代的生物防御”文章，提出利用AI增强生物韧性的行动计划。
Designing the hf CLI as an agent-optimized way to work with the Hub
中文介绍 Hugging Face博客介绍为智能体优化的hf CLI设计，以更高效地与Hub交互。
当前市场技术面呈现显著分化：美股普跌，QQQ近1日-4.8%，RSI 48.3，MACD死叉但均线仍多头排列；加密资产在恐慌贪婪指数仅12（极度恐慌）背景下暴跌，ETH近1日-9.96%，RSI 13.2超卖，加密总市值24h-3.7%至2.19T，BTC主导率56.1%；中概股同步下行，BABA、PDD等空头排列，但腾讯近5日+6.09%相对抗跌；商品外汇方面，黄金-2.72%跌破SMA50，美元指数DXY则接近52周高、RSI 66.1走强，VIX恐慌指数单日飙涨39.68%至21.51，显示避险情绪急剧升温。整体上，风险资产承压明显，防御型资产（美元、美债收益率）技术面偏强。
今日关注
ETH-USD
以太坊 (ETH-USD)
偏下行
当前价格1593.36美元，24h下跌9.96%，5日跌20.5%，RSI仅13.2深度超卖，MACD绿柱扩大（macd -121.97，信号-84.14），趋势为bearish且空头排列（sma20/50/200均在上方），距52周高回撤67.84%，技术面极度弱势。
TSLA
特斯拉 (TSLA)
偏下行
当前价格391美元，24h跌6.56%，5日跌10.28%，RSI 40.4接近超卖区，MACD死叉（macd 4.14，信号8.61），趋势bearish且空头排列（价格低于sma20/50/200），距52周高-21.62%，下行压力持续。
^VIX
VIX恐慌指数 (^VIX)
偏上行
当前价格21.51，24h暴涨39.68%，5日涨40.4%，RSI 65.7偏强，MACD金叉（macd -0.395，信号-0.773，快线上穿），趋势bullish且多头排列（价格高于所有均线），反映市场恐慌情绪急剧上升，技术面强势。
SPY
标普500 ETF (SPY)
中性
当前价格737.55美元，24h跌2.58%，5日跌2.5%，RSI 49.4接近中性，MACD红柱（macd 9.98，信号12.06，信号线压制），趋势bullish但价格刚跌破SMA20（746.29），仍处SMA50（713.51）和SMA200（683.93）上方，无明确方向信号。
DX-Y.NYB
美元指数 (DX-Y.NYB)
偏上行
当前价格100.07，24h涨0.66%，5日涨1.17%，RSI 66.1偏强，MACD金叉（macd 0.2468，信号0.1608），趋势bullish且多头排列（价格高于所有均线），距52周高仅-0.57%，技术面延续强势。
全部资产
^VIX
VIX 恐慌指数
$21.51
+39.68%
- 5 日
- +40.40%
- 距 52w 高
- -39.1%
- RSI(14)
- 65.7
- 趋势
- 多头
- SMA 20 / 50 / 200
- 17.12 / 18.99 / 18.42
- MACD / 信号
- -0.395 / -0.773
MACD 金叉 (今天)多头排列
^TNX
10Y 美债收益率 (%)
$4.54
+1.32%
- 5 日
- +1.86%
- 距 52w 高
- -9.2%
- RSI(14)
- 57.7
- 趋势
- 多头
- SMA 20 / 50 / 200
- 4.50 / 4.40 / 4.20
- MACD / 信号
- 0.027 / 0.037
多头排列
DX-Y.NYB
美元指数 DXY
$100.07
+0.66%
- 5 日
- +1.17%
- 距 52w 高
- -0.6%
- RSI(14)
- 66.1
- 趋势
- 多头
- SMA 20 / 50 / 200
- 99.02 / 98.91 / 98.60
- MACD / 信号
- 0.247 / 0.161
接近 52 周高多头排列
SPY
S&P 500 ETF
$737.55
-2.58%
- 5 日
- -2.50%
- 距 52w 高
- -3.0%
- RSI(14)
- 49.4
- 趋势
- 多头
- SMA 20 / 50 / 200
- 746.29 / 713.51 / 683.93
- MACD / 信号
- 9.981 / 12.063
多头排列
QQQ
Nasdaq 100 ETF
$705.06
-4.80%
- 5 日
- -4.50%
- 距 52w 高
- -5.8%
- RSI(14)
- 48.3
- 趋势
- 多头
- SMA 20 / 50 / 200
- 722.01 / 667.81 / 621.82
- MACD / 信号
- 17.425 / 20.696
MACD 死叉 (1 天前)多头排列
AAPL
Apple
$307.34
-1.25%
- 5 日
- -1.51%
- 距 52w 高
- -3.0%
- RSI(14)
- 60.7
- 趋势
- 多头
- SMA 20 / 50 / 200
- 304.25 / 281.24 / 265.19
- MACD / 信号
- 8.464 / 9.395
MACD 死叉 (2 天前)多头排列
MSFT
Microsoft
$416.67
-2.66%
- 5 日
- -7.46%
- 距 52w 高
- -25.0%
- RSI(14)
- 47.5
- 趋势
- 中性
- SMA 20 / 50 / 200
- 422.58 / 408.35 / 456.38
- MACD / 信号
- 5.540 / 6.187
MACD 死叉 (今天)
NVDA
Nvidia
$205.10
-6.20%
- 5 日
- -2.86%
- 距 52w 高
- -13.3%
- RSI(14)
- 43.8
- 趋势
- 多头
- SMA 20 / 50 / 200
- 219.10 / 203.45 / 188.57
- MACD / 信号
- 2.300 / 4.259
多头排列
GOOGL
Alphabet
$368.53
-0.98%
- 5 日
- -3.11%
- 距 52w 高
- -9.8%
- RSI(14)
- 46.4
- 趋势
- 多头
- SMA 20 / 50 / 200
- 385.38 / 354.50 / 304.04
- MACD / 信号
- 1.703 / 6.855
多头排列
TSLA
Tesla
$391.00
-6.56%
- 5 日
- -10.28%
- 距 52w 高
- -21.6%
- RSI(14)
- 40.4
- 趋势
- 空头
- SMA 20 / 50 / 200
- 425.87 / 395.29 / 414.14
- MACD / 信号
- 4.143 / 8.607
MACD 死叉 (4 天前)空头排列
META
Meta
$593.00
-5.51%
- 5 日
- -6.25%
- 距 52w 高
- -25.5%
- RSI(14)
- 41.6
- 趋势
- 空头
- SMA 20 / 50 / 200
- 612.72 / 619.52 / 662.45
- MACD / 信号
- -3.755 / -3.493
MACD 死叉 (今天)空头排列
BTC-USD
Bitcoin
$61,281.82
-3.95%
- 5 日
- -16.71%
- 距 52w 高
- -51.4%
- RSI(14)
- 15.8
- 趋势
- 空头
- SMA 20 / 50 / 200
- 73,204.46 / 76,386.14 / 78,778.62
- MACD / 信号
- -3,487.442 / -1,982.984
RSI 超卖接近 52 周低空头排列
ETH-USD
Ethereum
$1,593.36
-9.96%
- 5 日
- -20.50%
- 距 52w 高
- -67.8%
- RSI(14)
- 13.2
- 趋势
- 空头
- SMA 20 / 50 / 200
- 2,009.32 / 2,190.43 / 2,464.49
- MACD / 信号
- -121.972 / -84.138
RSI 超卖接近 52 周低空头排列
SOL-USD
Solana
$64.37
-6.33%
- 5 日
- -21.78%
- 距 52w 高
- -74.6%
- RSI(14)
- 16.9
- 趋势
- 空头
- SMA 20 / 50 / 200
- 81.14 / 85.04 / 102.79
- MACD / 信号
- -4.459 / -2.503
RSI 超卖接近 52 周低空头排列
BABA
阿里巴巴 (BABA)
$121.06
-3.88%
- 5 日
- -2.54%
- 距 52w 高
- -37.2%
- RSI(14)
- 37.2
- 趋势
- 空头
- SMA 20 / 50 / 200
- 131.73 / 131.10 / 149.72
- MACD / 信号
- -2.624 / -1.646
空头排列
PDD
拼多多 (PDD)
$85.07
-0.94%
- 5 日
- +0.75%
- 距 52w 高
- -39.0%
- RSI(14)
- 36.3
- 趋势
- 空头
- SMA 20 / 50 / 200
- 92.48 / 97.24 / 112.45
- MACD / 信号
- -3.706 / -2.987
空头排列
JD
京东 (JD)
$28.88
-1.06%
- 5 日
- +0.17%
- 距 52w 高
- -21.6%
- RSI(14)
- 41.3
- 趋势
- 空头
- SMA 20 / 50 / 200
- 30.69 / 30.16 / 30.38
- MACD / 信号
- -0.352 / -0.077
空头排列
0700.HK
腾讯控股 (0700.HK)
HK$453.20
-1.26%
- 5 日
- +6.09%
- 距 52w 高
- -33.6%
- RSI(14)
- 47.1
- 趋势
- 空头
- SMA 20 / 50 / 200
- 451.94 / 476.94 / 572.08
- MACD / 信号
- -7.220 / -11.055
MACD 金叉 (3 天前)空头排列
GC=F
黄金期货
$4,353.90
-2.72%
- 5 日
- -4.53%
- 距 52w 高
- -22.1%
- RSI(14)
- 35.0
- 趋势
- 中性
- SMA 20 / 50 / 200
- 4,546.88 / 4,624.40 / 4,398.63
- MACD / 信号
- -63.668 / -54.120
CL=F
WTI 原油期货
$90.25
-3.00%
- 5 日
- +3.31%
- 距 52w 高
- -24.5%
- RSI(14)
- 43.1
- 趋势
- 中性
- SMA 20 / 50 / 200
- 96.75 / 97.86 / 72.79
- MACD / 信号
- -1.721 / -1.020
USDCNY=X
美元 / 人民币
¥6.76
-0.13%
- 5 日
- -0.02%
- 距 52w 高
- -6.2%
- RSI(14)
- 34.2
- 趋势
- 空头
- SMA 20 / 50 / 200
- 6.79 / 6.82 / 6.98
- MACD / 信号
- -0.015 / -0.015
接近 52 周低空头排列
过去走势不代表未来表现。本报告仅基于公开行情数据的技术指标解读，不构成任何投资建议。读者应独立评估风险，并注意技术信号可能失效或滞后。仅供技术指标解读参考。
Regrettable references and claims of ‘rigged’ election laws: why this week has reignited Jacinta Allan spill rumours
Just months from the Victorian election, the premier’s performance has left some MPs wondering if it’s too late for Labor to change leaders Get our breaking news email, free app or daily news podcast Jacinta Allan faced three major tests this week. The way she handled them has left some of her colle
中文摘要 维多利亚州选举在即，州长Jacinta Allan本周的表现引发部分议员质疑工党是否已来不及更换领导人，有关领导层变动的传言再次升温。
Iran war live: US says Iranian drones shot down, radar sites attacked
The United Nations reports that 1.4 million people are in need of aid in Lebanon amid Israel's attacks on the country.
中文摘要 联合国报告称，以色列对黎巴嫩的袭击导致140万人亟需援助。与此同时，美国称在伊朗相关冲突中击落伊朗无人机并袭击雷达站。
US says Iran radar sites struck and drones intercepted, in latest threat to fragile ceasefire
Iran and the US have exchanged a series of attacks near the strait of Hormuz, imperilling efforts to reach a peace deal The US military said it shot down four Iranian drones that were launched toward the strait of Hormuz and struck coastal surveillance radar sites in response. “The attack drones pos
中文摘要 美国军方称在霍尔木兹海峡附近击落4架伊朗无人机，并打击了伊朗沿海监视雷达站。美伊在霍尔木兹海峡附近发生一系列交火，危及脆弱的停火协议。
A Sherpa Survived 6 Days Alone on Everest. His Family Says He Was Abandoned.
Dawa Sherpa, 57, was found alive on Thursday, nearly a week after he was last seen on the mountain. His wife says more could have been done to find him sooner.
中文摘要 57岁的夏尔巴人Dawa Sherpa在珠峰失踪近一周后于周四被发现生还。其妻表示，救援本可以更及时，认为他被遗弃。
Pamela Hicks, Lady-in-Waiting to Elizabeth II of Britain, Dies at 97
The queen’s third cousin, she was a bridesmaid at the royal wedding in 1947, and witnessed firsthand pivotal moments in British history.
中文摘要 英国女王伊丽莎白二世的远房表亲、曾担任女官并在1947年王室婚礼中担任伴娘的Pamela Hicks去世，享年97岁。
Astronauts return to ISS after sheltering during air leak repair attempt
Russian attempt to repair tunnel area sparks safe-haven procedure for five other astronauts onboard.
中文摘要 因俄罗斯宇航员尝试修复国际空间站隧道区域漏气，五名宇航员启动安全避难程序，之后返回空间站。
Tennis Giants Tumble
All the big names are out at the French Open. The result is a very confusing, and very exciting, tournament.
中文摘要 法国网球公开赛种子选手全部出局，赛事局面混乱而令人兴奋。
Trump makes pitch to farmers hard-hit by tariffs, high prices in Wisconsin
Trump seeks to shore up support among rural voters hard-hit by tariffs, economic fallout of war with Iran.
中文摘要 特朗普在威斯康星州向受关税和伊朗战争经济影响严重的农民拉票，寻求巩固农村选民支持。
Putin promotes a new world economic order at St. Petersburg forum
At "Russian Davos," Putin ruled out meeting with Zelenskyy and promoted a new world economic order.
中文摘要 普京在圣彼得堡国际经济论坛上提出新世界经济秩序，并排除了与乌克兰总统泽连斯基会面的可能。
Zelenskyy: Putin choosing war by rejecting offer for in-person talks
Russian President Vladimir Putin has turned down an offer for in-person talks with the Ukrainian President.
中文摘要 乌克兰总统泽连斯基表示，普京拒绝其提出的面对面会谈提议，等于选择战争。
Trump hails jobs surge, says Iran talks ‘going well’
Trump hailed jobs growth before pivoting to Iran, saying negotiations with Tehran "seem to be going quite well".
中文摘要 特朗普称赞就业增长，随后转向伊朗问题，称与德黑兰的谈判「进展相当顺利」。
Cobolli into final as virus-struck Arnaldi pulls out of French Open
Tenth seed Flavio Cobolli will take on German second seed Alexander Zverev in final after Matteo Arnaldi withdrawal.
中文摘要 法网男单半决赛，10号种子Flavio Cobolli因对手Matteo Arnaldi因病毒退赛而晋级决赛，将对阵德国2号种子Alexander Zverev。
‘Pervasive fear’ grips Gaza as Israeli attacks persist despite ceasefire
A drone attack killed a young woman and injured 15 others near Khan Younis, reported the Wafa news agency.
中文摘要 尽管存在停火协议，以色列袭击持续，加沙地带普遍恐惧。据Wafa通讯社报道，无人机袭击在汗尤尼斯附近导致一名年轻女性死亡、15人受伤。
Everest guide survived six-day ordeal by eating chocolate and 'chewing ice'
Dawa Sherpa was spotted alive by a cleaning crew as he slid slowly down the world's tallest mountain and spoke to the BBC from hospital.
中文摘要 珠峰向导Dawa Sherpa在珠峰上独自生存六天后获救。他靠吃巧克力和嚼冰维生，被清理队发现时正缓慢滑下山坡。他在医院接受了BBC采访。
Nose Gear on Boeing 787-9 Dreamliner Collapses, Injuring Several Workers
The airline Lufthansa said the cause of the accident at Frankfurt Airport was under investigation. The plane can weigh 279 tons at takeoff.
中文摘要 一架波音787-9梦想客机在法兰克福机场前起落架坍塌，致数名工人受伤。汉莎航空表示事故原因正在调查，该机起飞重量可达279吨。
Raizen Inks $13 Billion Out-of-Court Debt Deal With Creditors
Raizen SA reached an out-of-court restructuring agreement with the majority of its creditors, marking a key step in the Brazilian sugar-and-ethanol producer’s efforts to rework its debt, according to people familiar with the matter.
中文摘要 巴西糖和乙醇生产商Raizen SA与多数债权人达成庭外债务重组协议，金额达130亿美元，标志着其债务重组的关键一步。
KPMG Chief Economist Discusses Fed Rate Hike Expectations
Diane Swonk, KPMG Chief Economist, analyzed the current economic landscape, highlighting how improvements in the labor market and persistent service sector inflation are driving hawkish sentiment among Federal Reserve officials. She noted that bond market pricing reflects expectations of a 25 basis
中文摘要 KPMG首席经济学家Diane Swonk指出，劳动力市场改善和服务业通胀持续推动美联储鹰派情绪，债券市场定价反映加息预期。
Electrum-Backed Mexican Silver Miner Sinda Files for US IPO
Sinda Ltd. filed for a US initial public offering, seeking to fund mining for silver in a historically productive part of Mexico.
中文摘要 由Electrum支持的墨西哥银矿商Sinda Ltd.申请美国IPO，计划融资用于在历史产银区进行银矿开采。
Strong U.S. Jobs Report Lowers Recession Risks Despite Wage Growth Lagging Inflation
Gene Sperling, President of Sperling Economic Strategies and former director of the National Economic Council, discussed the recent U.S. jobs report, highlighting that the headline numbers were stronger than expected and suggest a low likelihood of recession despite ongoing geopolitical and economic
中文摘要 前国家经济委员会主任Gene Sperling表示，美国就业报告强于预期，降低衰退风险，但工资增长仍落后于通胀。
Top Goldman lawyer Ruemmler to remain with bank despite Epstein ties
General counsel resigned after revelations about relationship with disgraced financier but now will stay on as adviser
中文摘要 高盛总法律顾问Ruemmler因与爱泼斯坦关系曝光而辞职，但将留任公司顾问。
Tech Selloff, Bitcoin Drop Test Retail Investor Strength Ahead of SpaceX IPO
For years, Wall Street has benefited from one of the most reliable forces in modern markets: a retail-trader army willing to buy almost anything.
中文摘要 科技股抛售和比特币暴跌考验散户投资者实力，市场关注即将到来的SpaceX IPO。
Marvell Technology, Flex to Join S&P 500 Later This Month
Marvell Technology Inc. and Flex Ltd. will join the S&P 500 in the latest quarterly rebalance, S&P Dow Jones Indices said Friday.
中文摘要 Marvell Technology和Flex Ltd.将在最新季度调整中加入标普500指数。
US stocks slump as fears over Big Tech shake Wall Street
The Nasdaq saw its biggest daily fall since early 2025.
中文摘要 美国股市下跌，纳斯达克指数创2025年初以来最大单日跌幅，市场担忧大型科技股。
Goldman’s Flood Sees Buying Opportunity in Stock Market Selloff
Friday’s pullback in US equities offers a chance to add exposure rather than a reason to retreat, with a clear path for the S&P 500 to reach 8,000 this year, according to John Flood, the head of Americas equities execution services at Goldman Sachs Group Inc.
中文摘要 高盛美国股票执行服务主管John Flood认为，美股回调提供了买入机会，标普500今年有望达到8000点。
SpaceX signs $30bn deal to lease computing capacity to Google
Agreement comes ahead of a record-breaking initial public offering for Elon Musk’s rockets-to-AI conglomerate
中文摘要 SpaceX与谷歌签署300亿美元计算能力租赁协议，交易发生在SpaceX创纪录IPO之前。
Beating the S&P For Generations: Masters in Business with Chris Davis
Barry sits down with Chris Davis, Chairman and Portfolio Manager at Davis Funds. They discuss his approach to managing risk and the key elements changing the economy. Chris and Barry also discuss Chris's mentors including Charlie Munger, and how he settled into the family business. (Source: Bloomber
中文摘要 Davis Funds主席Chris Davis在节目中讨论风险管理、经济变化以及导师Charlie Munger的影响。
Nasdaq tumbles 4% as shares in chip and memory groups sink
Rising expectations of a Federal Reserve rate increase send US bond yields rising sharply
中文摘要 纳斯达克指数下跌4%，芯片和存储类股重挫，美联储加息预期推动美债收益率大幅上升。
OpenAI 的账户解封了！又要重置额度了！
3 回复 · 程序员 节点
AI 的发展，是不是让大量社区的创意想法讨论也渐渐的下降了
6 回复 · 程序员 节点
分享我最近一年做产品的经历
5 回复 · 程序员 节点
各位 AI 大佬， 目前有流式输入的 llm 吗？ 有支持这个功能吗？
3 回复 · 程序员 节点
屏蔽更新
4 回复 · Apple 节点
apple 的登录可真垃圾
6 回复 · Apple 节点
请教下 mac 上指定窗口高度和大小的软件
11 回复 · Apple 节点
vibe coding 了一个高仿的 mac 端的 paste ，完全免费。
12 回复 · Apple 节点
还有几天就是苹果 WWDC26 全球开发者大会了，怎么没看到相关新闻，还有下一代 iOS27 更新了什么内容，好像也没见媒体报道了？还是说因为我关注的少了不给我推了？
29 回复 · Apple 节点
玄学？为啥土区支付方式不能改为 None？
17 回复 · Apple 节点
【开源求Star】深度调研报告生成 Skill，一个命令，六分钟，一份深度专业的调研报告
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 自己的第一个开源项目，全程vibe-coding。 在Opencode下已测试迭代N次，完整可用，搭配deepseek v4 flash，几乎0成本。 注意，适配调研任何主题，不仅仅能做行业研报哦！看我出的案例报告就知
你说今天能破100,000,000,000吗？
千亿，指日可待 93 个帖子 - 85 位参与者 阅读完整话题
RawChat 公益站怎么关站了
刚才看到有评论说群里发消息了，站长被气到了然后关站了，有在群里的佬说说发生什么了吗？ 62 个帖子 - 51 位参与者 阅读完整话题
OpenAI已经开始调查被误封的账户了，许多外国佬也被误封！
希望明天能看到账号解封的消息，那群逆天号商整天去官网搞举报，看看伤害多少无辜的正规充值的用户啊 39 个帖子 - 24 位参与者 阅读完整话题
分享一下我的 Windows 桌面图标设置
应该有很多人跟我一样不喜欢桌面一堆乱七八糟的图标，也不想装 uTools、Listary 这种额外的启动器。所以俺来分享一下这个用了好多年的 windows 上的软件使用习惯 核心思路：把所有软件的快捷方式统一放到一个文件夹（比如 QuickWay），再把这个文件夹加进环境变量，之后就可以在任意界面按下 Win+R 输入快捷方式名称回车，就可以直接打开对应软件 1. 新建一个放快捷方式的文件夹 在任意位置新建一个文件夹，命名为 QuickWay（名字随意，以下统一用这个），建议放在不容易误删的位置，我是放在了个人文件夹下，即 C:\Users\TaiYang\QuickWay 2. 把所有软件
建议少用国产辣鸡小模型，太让人红温了
最近Minimax刚上线了M3版本模型，因为公司采购的就是Minimax家订阅，所以公司项目代码就只能用它来写，使用过程中感觉豆包味越来越重，甚至无视写在项目md里的红线警告，自己往数据库写了数据，事后我让它细化md文档，更是搞了一堆废话进去。 公司也是抠，好歹也选个Qwen或者DS…… 40 个帖子 - 27 位参与者 阅读完整话题
还真有人拿我们的公益站去卖，而且还卖的的很贵！
事情是这样的，有人跟我们反馈说回答里出现了我们的来源信息，因为我们是动态风控机制的，正常使用是不会出现来源信息的，只有多设备 多ip 多账号 环境跳来跳去，才会触发这个风控机制，会动态增加来源信息 然后私聊问了下，如下： 没想到居然拿我们的公益站去卖而且还卖的这么贵！0.2的倍率，太夸张了！ 由于当事人说收到了很多人的消息，不想被打扰，所以码掉了 224 个帖子 - 203 位参与者 阅读完整话题
41个20xPro 到现在封的剩下9个 说下我的情况 你们参考下
41个pro开号方式如下： 11个为美区没免税 套google play开的，220刀/月 之前封了7个 今早到现在为止封了25个，余9个 今天死的号为1个美区免税 2个土区 20个礼品卡 2个美区没免税 现在看来美区没免税能活久点 再说下2个多月做中转站，到现在的情况 总投入还差23000+ 没有回本，别说赚钱了 另外封了的号 googleplay去申请退款，没有一个给我退的，不给退 佬们参考下吧，9个号刷完 或者 刷死 结束 终于能睡个好觉了 65 个帖子 - 43 位参与者 阅读完整话题
通篇阅读《置身钉内》有感，果然阿里系领导的风格都是一样的
中午偶然间刷脉脉看到 ATA 又有小作文爆火了，于是去小红书上找了找 7w 字原文 drive.google.com 置身钉内 14.34.50.pdf Google Drive file. 在 7w 字的原文中见到了很多相似的、过去反复发生的故事，唯一没想到的是，都过去至少 5-6 年了，逻辑还是和以往一模一样，甚至都不带变的 从内容上来说，是毫无疑问的好文章，共享一下 PS：为什么现在很多人看到这种精品文章，下意识都会去找 AI 蒸馏的简略版呢？并不是很理解 看了一下后续佬友们的回复，仔细思考了一下，用 AI 作为前置筛选器，筛选一下双方观点互通的文章也是挺有意义的，这样对创作者和阅读者都
海南的天真好看👋
（划水.gif） 像是动漫里走出来的世界 41 个帖子 - 31 位参与者 阅读完整话题