TypeScript · ★ 37,918 · 🍴 3,024 · 📈 4,697 stars today
Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.
中文介绍 将代码转化为可探索的交互式知识图谱，支持Claude Code、Cursor等工具。通过可视化代码结构和逻辑关系，帮助用户快速理解复杂项目，适用于代码审查、教学及团队协作场景。
JavaScript · ★ 195,311 · 🍴 30,063 · 📈 1,915 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 专为AI代理设计的性能优化系统，整合技能、记忆与安全机制。采用多模态技术提升Claude Code、Copilot等工具的响应效率，适合开发者构建高可靠性智能代理。
Python · ★ 21,503 · 🍴 3,546 · 📈 2,155 stars today
Learn it. Build it. Ship it for others.
中文介绍 从零开始学习AI工程的实践指南，涵盖模型构建、部署及优化全流程。适合初学者系统掌握深度学习框架，并通过项目实战提升工程化能力。
Python · ★ 16,941 · 🍴 1,983 · 📈 1,718 stars today
Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork
中文介绍 为知识工作者打造的Claude Cowork开源插件库，支持文档处理、数据分析等任务。通过模块化设计扩展AI助手功能，提升研究与创作效率。
Python · ★ 10,485 · 🍴 1,220 · 📈 880 stars today
754 structured cybersecurity skills for AI agents · Mapped to 5 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND & NIST AI RMF · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 26 security domains · Apache 2.0
中文介绍 包含754项网络安全技能的结构化数据集，映射MITRE ATT&CK等权威框架。用于训练AI代理进行威胁分析，适用于安全运营团队自动化响应场景。
★ 5,291 · 🍴 413 · 📈 539 stars today
A skill file for removing AI tells from prose
中文介绍 通过技能文件消除AI生成内容的机械感，优化文本自然度。适用于内容创作者需保持人性化表达的场景，如营销文案或创意写作。
Shell · ★ 23,071 · 🍴 1,803 · 📈 1,430 stars today
Taste-Skill - gives your AI good taste. stops the AI from generating boring, generic slop
中文介绍 提升AI生成内容的审美质量，避免平庸化输出。采用风格迁移技术增强文本/图像的独特性，适合设计、艺术等需要创新性的领域。
HTML · ★ 168,204 · 🍴 3,135 · 📈 1,219 stars today
DigitalPlat FreeDomain: Free Domain For Everyone
中文介绍 提供免费域名注册服务的平台，通过广告或增值服务维持运营。适合个人开发者或初创企业低成本搭建网站，但需注意服务可持续性。
C# · ★ 52,517 · 🍴 4,881 · 📈 83 stars today
The Free Software Media System - Server Backend & API
中文介绍 开源媒体服务器后端系统，支持多平台流媒体播放。采用自托管架构管理视频、音乐库，适合家庭影院或小型企业构建私有媒体中心。
JavaScript · ★ 5,568 · 🍴 282 · 📈 731 stars today
Curated list of the best free apps for PC and mobile
中文介绍 精选PC与移动端免费应用清单，涵盖生产力、设计等类别。通过社区维护确保质量，帮助用户快速发现替代付费软件的优质工具。
TypeScript · ★ 47,069 · 🍴 6,682 · 📈 216 stars today
The open alternative to Salesforce, designed for AI.
中文介绍 面向AI优化的开源CRM系统，替代Salesforce。集成自动化工作流与数据分析，适合中小企业构建客户管理解决方案，支持定制化开发。
TypeScript · ★ 12,396 · 🍴 1,645 · 📈 156 stars today
OpenStock is an open-source alternative to expensive market platforms. Track real-time prices, set personalized alerts, and explore detailed company insights — built openly, for everyone, forever free.
中文介绍 开源股票分析平台，提供实时价格追踪与自定义警报。采用开放API设计，适合投资者进行数据驱动决策，避免商业平台高额费用。
TypeScript · ★ 78,976 · 🍴 6,786 · 📈 352 stars today
Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More
中文介绍 实现AI代理会话上下文持久化的工具，通过AI压缩历史交互数据。适用于需要长期记忆的智能客服或研究助手，提升跨会话连续性。
Python · ★ 3,637 · 🍴 259 · 📈 170 stars today
A contact solver for physics-based simulations involving 👚 shells, 🪵 solids and 🪢 rods.
中文介绍 物理仿真接触求解器，支持壳、固体与杆状结构碰撞计算。采用数值优化算法，适用于游戏开发、工程仿真等需要精确物理交互的场景。
@sairahul1 · 106.0K 粉丝 · 2.5M 阅 · 1.3K 赞 · 186 转
I thought I was using AI to code. I was actually just typing faster. Here is the difference — and the 7-agent system that changed everything. Save this. It will save you months. THE PROBLEM NOBODY
中文介绍 博主分享构建自动化软件开发工作流的7-agent系统，结合Claude Code实现夜间持续交付。通过多智能体协作替代传统编码流程，重点在于架构设计而非单纯加速，适合希望提升工程效率的团队参考。
@cyrilXBT · 181.0K 粉丝 · 127.8K 阅 · 533 赞 · 80 转
Most people start their day the same way. They open Twitter and spend 20 minutes scrolling through noise looking for the three things that actually matter. They open their email and get pulled into
中文介绍 博主展示如何用Claude构建自动研究代理，每日抓取互联网信息并生成5分钟简报。核心是减少信息过载，通过定制化代理替代手动筛选，适合需要高效信息整合的研究者或决策者。
@poteto · 26.6K 粉丝 · 86.5K 阅 · 540 赞 · 48 转
I need to get something off my chest. Before my interview @cursor_ai, I had never actually used Cursor. At Meta, Claude Code was explosively taking off. I even paid for a personal $200 a month plan
中文介绍 博主对比Cursor与Claude Code的实际使用体验，揭示Meta内部工具选择逻辑。强调Claude Code在复杂场景的优势，同时指出Cursor在轻量级任务中的灵活性，为开发者提供选型参考。
@TheAhmadOsman · 59.9K 粉丝 · 54.5K 阅 · 512 赞 · 65 转
At some point, reading about LLMs stops being enough. You need to build the stack yourself: Tokenizer first, then embeddings, position, attention, Transformer blocks, objectives, decoding, cache, long
中文介绍 博主发布2026版LLM工程实践指南，从Tokenizer到Transformer分步解析。涵盖embedding、attention等核心技术实现，适合希望深入理解模型底层架构的进阶学习者。
@difflawb · 20.3K 粉丝 · 21.9K 阅 · 1.1K 赞 · 389 转
How a 40-line shell script became infrastructure In August 2024, Andrej Karpathy — co-founder of OpenAI, former AI Director at Tesla — published something unexpectedly small. Not a paper. Not a model.
中文介绍 博主复现Andrej Karpathy的40行shell脚本案例，展示如何通过极简代码重构基础设施。重点在于工程思维而非代码量，为团队提供轻量化架构设计的新视角。
@0xileri · 7.3K 粉丝 · 12.2K 阅 · 533 赞 · 63 转
I’ve been getting a lot of DMs since I started posting AI videos, so I figured I’d just write it all out. Fair warning: I’m still learning too. This is just what’s been working for me. tools
中文介绍 博主拆解AI视频制作全流程，涵盖工具链选择与创意工作流。包含素材生成、剪辑、特效等6个关键环节，适合零基础创作者快速入门，强调工具组合的灵活性。
@ActionModelAI · 57.1K 粉丝 · 5.8K 阅 · 505 赞 · 344 转
We are witnessing the beginning of the biggest economic shift in modern history. And most people still don’t realize it. AI replacement is no longer some distant sci-fi prediction. It has started.
中文介绍 博主提出AI替代已进入实质阶段，分析其对经济结构的冲击。通过行业案例论证自动化对传统岗位的替代速度，呼吁企业提前布局人机协作新模式。
it's funding news, but it's good news.
中文介绍 AI基础设施领域迎来新融资，Fireworks和Baseten等公司成为独角兽，OpenRouter即将加入。这一融资动态标志着AI基础设施生态的持续扩张，为相关企业带来发展动力。
Amid rapidly growing adoption of enterprise-level AI agents, there’s a disconnect emerging between ambition and execution. Although 85% of organizations say they want to be agentic within the next three years, 76% say their current operations and infrastructure can’t support that change. They cite a
中文介绍 随着企业级AI代理的普及，组织设计与执行之间存在脱节。85%的组织计划在三年内实现代理化，但76%的企业表示当前运营和基础设施无法支撑这一目标，亟需重新思考组织架构。
Haven’t you heard? White-collar jobs are going away, decimated by AI. Waves of layoffs in the tech sector (most recently at Coinbase and Meta and Cisco) are said to presage what will soon come for all of us knowledge workers. But before you quit your job as a software developer or financial analyst—
中文介绍 关于AI导致白领大规模失业的恐慌缺乏实证支持。尽管科技行业近期出现裁员，但发达国家整体就业保持稳定，尚无证据表明AI已显著改变总体就业数据。
Artificial intelligence has not so far produced a clean story of mass unemployment. Aggregate employment in developed countries remains broadly stable, and recent assessments have found limited evidence that AI has shifted the headline numbers. But a troubling change may be hiding beneath the surfac
中文介绍 AI尚未引发大规模失业，但入门级工作岗位正面临潜在危机。虽然宏观就业数据稳定，但AI可能对初级岗位产生隐性冲击，需关注这一结构性变化。
**Harness engineering** is emerging as the key differentiator for coding agents, emphasizing the stack of **model + harness + eval loop** over just stronger base models. **DeepSeek** is building a harness team to optimize interaction and verification loops, while **Google's Gemini Managed Agents** a
中文介绍 编码代理领域的关键差异化在于「模型+ Harness+评估循环」的技术栈。DeepSeek正在组建Harness团队以优化交互与验证流程，Google Gemini也在推进相关能力建设。
中文介绍 Grok推出构建CLI工具，AI硬件市场持续升温。教皇利奥发布AI警告，呼吁关注技术伦理。行业动态显示AI应用与硬件发展并行，同时引发社会层面的讨论。
OpenAI partners with Grupo Folha and Grupo UOL to bring trusted Brazilian journalism to ChatGPT, expanding access to news with attribution and transparency.
中文介绍 OpenAI与巴西媒体集团Grupo Folha和Grupo UOL达成战略合作，将可信新闻引入ChatGPT。此举旨在通过署名和透明度扩展新闻访问，提升内容可信度。
中文介绍 文章梳理了AI代理相关术语，重点解释Harness和Scaffold的概念。明确这些术语有助于准确理解AI代理的技术架构与开发流程，为行业交流提供统一标准。
中文介绍 Mythos 1发布，Neocloud市场繁荣，MCP协议进入无状态阶段。行业动态显示AI基础设施与应用层持续演进，技术迭代速度加快，生态建设日趋完善。
a quiet day lets us tie together a few quotes as all model labs become agent labs
中文介绍 Nemotron-Labs扩散语言模型致力于实现光速文本生成。该研究探索了扩散模型在文本生成中的应用，旨在突破传统自回归模型的生成速度瓶颈。
中文介绍 Dharma AI指出，在AI采购决策中，专业化往往优于规模化。这一观点挑战了单纯追求模型规模的趋势，强调垂直领域适配性对实际部署的重要性。
During Tuesday’s Google I/O keynote, Demis Hassabis, the CEO of Google DeepMind, proclaimed that we are currently “standing in the foothills of the singularity.” It was a striking statement—the singularity is the theoretical future moment when AI rapidly exceeds human intelligence and dramatically t
中文介绍 在Google I/O大会上，DeepMind CEO Demis Hassabis称人类正站在奇点的山麓。他预测AI将快速超越人类智能，标志着AI驱动科学路径正在发生根本性转变。
a quiet day lets us feature fundraises!
中文介绍 Exa、Modal和TurboPuffer成为AI基础设施领域新晋独角兽。这些公司的融资成功反映了市场对AI底层技术设施的需求增长，行业投资热度持续上升。
OpenAI is named a leader in the 2026 Gartner Magic Quadrant for Enterprise AI Coding Agents, with Codex recognized for innovation and enterprise-scale deployment.
中文介绍 OpenAI被Gartner评为2026年企业AI编码代理领导者，Codex因创新和大规模部署能力获认可。这标志着OpenAI在企业级AI开发工具领域的市场地位进一步巩固。
美股方面，标普500 ETF（SPY）与纳斯达克100 ETF（QQQ）均处于多头排列，RSI分别达71.3和75.3，进入超买区域，但QQQ出现MACD死叉信号，短期动能有所分化。中概股整体承压，阿里巴巴（BABA）、拼多多（PDD）及腾讯控股（0700.HK）均呈空头排列，其中腾讯RSI低至32.3，接近52周低位。加密市场受恐慌贪婪指数25（极度恐慌）压制，比特币（BTC-USD）与以太坊（ETH-USD）均处于空头排列，MACD柱状图持续为负。商品与外汇方面，WTI原油（CL=F）MACD死叉，跌幅显著；美元指数（DX-Y.NYB）维持多头排列，10Y美债收益率（^TNX）亦呈上升趋势。
SPY当前价格750.59，位于SMA20（733.36）、SMA50（698.44）与SMA200（679.44）之上，形成标准多头排列。RSI14读数为71.3，已进入超买区域，显示短期买盘力量强劲。MACD值为12.48，虽未死叉但红柱动能有所收敛。价格距离52周高点仅差0.2%，整体趋势仍由多头主导，但需警惕超买后的技术性回调。
META当前价格612.34，处于SMA20（615.79）、SMA50（617.79）与SMA200（668.68）下方，呈现空头排列形态。MACD值为-6.56，信号线为-6.17，绿柱持续放大，显示下行动能未减。RSI14为46.4，处于正常区间但未出现明显背离。价格距离52周高点回撤23.1%，技术面上缺乏明确支撑信号，短期趋势偏向下行。
BTC-USD当前价格75825.84，位于SMA20（78346.35）、SMA50（77154.49）及SMA200（80135.66）下方，空头排列格局明确。MACD值为-412.72，信号线为15.07，绿柱显著放大，下行压力较大。RSI14为42.7，处于正常偏弱区间。加密市场恐慌贪婪指数为25（极度恐慌），配合技术面指标，短期下行风险较高。
^TNX当前价格4.49，位于SMA20（4.47）与SMA50（4.37）之上，呈多头排列。MACD值为0.065，信号线为0.062，红柱微幅放大，显示上行动能温和。RSI14为53.6，处于中性偏强区间。价格距离52周高点回撤10.09%，但近期5日跌幅达2.81%，技术指标显示短期有反弹需求，整体趋势偏向上行修复。
VIX 恐慌指数
10Y 美债收益率 (%)
美元指数 DXY
S&P 500 ETF
Nasdaq 100 ETF
Apple
Microsoft
Nvidia
Alphabet
Tesla
Meta
Bitcoin
Ethereum
Solana
阿里巴巴 (BABA)
拼多多 (PDD)
京东 (JD)
腾讯控股 (0700.HK)
黄金期货
WTI 原油期货
美元 / 人民币
过去走势不代表未来表现，技术指标仅反映历史数据形态，不构成任何投资建议。市场波动可能随时改变技术形态，请结合基本面与风险承受能力审慎决策。本报告仅供技术指标解读参考，使用者应自行承担交易风险。
‘At some point the statements have got to end and the action needs to begin’, member for Chifley says Get our breaking news email, free app or daily news podcast Labor MP Ed Husic says Australia has tolerated poor behaviour from the Israeli government for too long, calling for a “red line” from Canb
The agreement all but guarantees hefty bonuses for employees in the top-performing chip unit. Other workers say they feel left out.
At least three people were killed in the attack, which came despite a ceasefire with Hamas being in place.
Iran has warned that it would retaliate after American military forces attacked sites near the Strait of Hormuz.
Search takes place amid intensifying focus on separate allegations of influence peddling as problems worsen for prime minister Pedro Sanchez Sánchez is finally briefing reporters after his meetings with the Pope earlier this morning. He says the pair spoke about the need to “defend peace,” stressing
Strikes on Lebanon further strain supposed ceasefire between Israel and Hezbollah, and came as Iran said US had violated separate truce South Korea said a probe into an attack on a cargo ship in the strait of Hormuz assessed that it likely involved an Iranian missile. The ship, operated by South Kor
Klette was finally caught in a flat in Berlin in 2024 after more than 30 years on the run and put on trial last year.
Crackdown on 50 firms is rooted in Bishkek's own worries of being sanctioned, say analysts.
Aerial video shows ruptured chemical tank in Washington
Dong Guangping has tried to escape on several previous occasions after being jailed for his activism in China A Chinese dissident has washed up on the shores of South Korea after attempting to flee China in a rubber boat. Dong Guangping, 68, is in custody in South Korea, having been detained by the
Rodents arrived on the subtropical island more than a century ago, decimating its native flora and fauna – but its invertebrates are once again booming In the summer months, Lord Howe Island’s unique stag beetle, with wing cases that appear forged from iridescent green metal, fly around the ancient
German-owned discounter’s sales rise 8.8% year on year as households seek ways to keep bills down Lidl has overtaken Morrisons to become the fifth largest grocer in Great Britain as its sales were powered ahead by households seeking to keep a lid on their weekly bills. The German-owned discounter in
Millions of Muslims all around the world have united in prayers on the first day of Eid al-Adha.
Sarah Smith visits places across the US capital where the president has hung banners, renamed a site or is rebuilding something.
The European Central Bank warned that the growing role of highly-leveraged trades in the region’s bond markets poses a risk to financial stability.
中文摘要 欧洲央行警告，高杠杆对冲基金在欧洲债券市场的交易规模扩大可能威胁金融稳定，需警惕市场波动风险。
Also in today’s newsletter: Trump-backed firebrand wins in Texas and BP’s boardroom shake-up
中文摘要 特朗普支持的德州候选人赢得选举，BP董事会重组引发关注，其「和平委员会」计划目前陷入停滞状态。
Euronext NV is considering changes to its planned overhaul of data fees, which critics have said would raise the cost of crucial trading information for some market participants.
中文摘要 欧洲泛欧交易所（Euronext）因市场反对，正重新评估数据费用调整方案，可能降低部分参与者获取关键交易信息的成本。
Poland, Czech Republic and others call for more emissions permits given global crises and high energy prices
中文摘要 波兰、捷克等六国要求欧盟为高能耗产业提供更多碳排放配额，以应对全球危机及能源价格高涨带来的成本压力。
While software stocks rebound from the artificial intelligence-driven wipeout earlier this year, Salesforce Inc. hasn’t really benefited. But its earnings after the close Wednesday could pull the company’s shares out of their malaise.
中文摘要 Salesforce周三财报或缓解市场对AI投资的担忧，提振股价。该公司此前未从软件股反弹中显著受益，此次业绩成关键转折点。
Italian Prime Minister Giorgia Meloni got told by the International Monetary Fund that her government’s energy aid should target poorer families rather than apply to everyone.
中文摘要 国际货币基金组织（IMF）要求意大利总理梅洛尼调整能源补贴政策，将援助重点转向低收入家庭而非普惠全体民众。
The son of a slain communist leader is rattling markets ahead of Colombia’s presidential election, as investors weigh whether he can win — and how radically he would govern if he does.
中文摘要 哥伦比亚总统选举前，已故共产主义领袖之子引发市场波动，投资者担忧其若当选可能推行激进政策，影响经济稳定性。
Zambia’s state-controlled mining investment company, ZCCM Investments Holdings Plc, agreed to sell a majority stake in a lime and cement venture to a privately held Chinese company.
中文摘要 赞比亚国有矿业公司ZCCM Holdings将控股的石灰石及水泥项目多数股权出售给一家中国私营企业，深化中非资源合作。
Memory chip maker ChangXin Memory Technologies Inc. has received approval from the Shanghai Stock Exchange for an initial public offering that’s on track to be the biggest in mainland China since 2022, in a milestone for one of the key technologies of the artificial intelligence buildout.
中文摘要 存储芯片制造商长江存储（CXMT）获上交所批准IPO，有望成为2022年以来中国大陆最大规模上市，助力AI技术发展。
German Economy Minister Katherina Reiche said the European Union should ensure that any measures it applies on Chinese trade don’t harm the bloc’s exports to the country.
中文摘要 德国经济部长卡塔琳娜·赖歇警告欧盟，对华贸易措施需避免损害欧洲出口利益，强调平衡政策对双边经济的重要性。
Powerlaw Corp., a closed-end fund that owns stakes in Elon Musk’s SpaceX and artificial intelligence firm OpenAI, is going public without raising any capital in the latest public vehicle to cater to retail investors’ clamor for exposure to the hottest private tech companies.
中文摘要 持有SpaceX和OpenAI股权的封闭式基金Powerlaw Corp.将在纳斯达克上市，不募资但满足散户对热门科技公司投资需求。
Shares jump as Nippon Paint and Sherwin-Williams attempt to muscle in on deal between Dutch group and Axalta
中文摘要 阿克苏诺贝尔拒绝日立涂料和宣伟130亿欧元的敌意收购，其股价因竞购方介入而上涨，原计划与Axalta的合并面临挑战。
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刚才看到的，没有抢到冰佬的订阅，然后应该是被其他好心佬抽奖或者送了一个，结果转手就卖，，， 28 个帖子 - 22 位参与者 阅读完整话题
新的技术，新的号池~ 我其实已经开了一级注册了，直接用就好，其他的一切照旧，没有任何变化。 我不会以任何名义搞提示词注入或者别的乱七八糟的东西，简单使用即可。 我其实挺羡慕薄荷、淇淇还有wong的，他们比我会运营公益站的多，我只会这种最简单的。 纵此生不过百岁，何必沾染愁滋味 89 个帖子 - 79 位参与者 阅读完整话题
我去年硕士毕业就在这家公司（某万人互联网公司），从入职开始就AI coding了，一开始用cursor，后来是各种VScode插件，再到Claude code的CLI，现在是CodeX桌面端。AI coding的工具是越来越好用，模型越来越强，使用门槛越来越低，任何人都能轻易上手。于是，公司决定全面拥抱AI！要求大家都用上AI coding。 1，架构师1，全栈*3）。于是我开始干起了全栈的活，前端，后端，测试，运维。（曾今有一瞬间我还有点小骄傲呢hhh，妈妈！我出息了！我是全栈工程师！） 75 个帖子 - 55 位参与者 阅读完整话题
定价逻辑锚点：1亿credit = 1¥ 我们拉个表对比一下API的人民币定价和Credit/Token换算关系 API价格 ¥/M x100 Credit/Token V2.5命中缓存 0.020 2 2 V2.5未命中 1 100 100 V2.5输出 2 200 200 Pro命中缓存 0.025 2.5 2.5 Pro未命中 3 300 300 Pro输出 6 600 600 规律非常明显：credit/token = API价格(¥/M) x 100，也就是1¥1亿credit。这么定的好处在于，套餐中的credit可以很轻松的换算成等值的API余额，例如lite plan定价39¥
我一朋友讲，写了10多次还没过？这是啥情况哇？？ 1次就成功 2-3次成功 4-6次成功 7-10次成功 10-19次成功 20次以上 没写过 点击以查看投票。 133 个帖子 - 123 位参与者 阅读完整话题
简直富可敌国啊，并发也给的高，一路爽蹬。 48 个帖子 - 39 位参与者 阅读完整话题
各位佬，太忙就简单说了 前两天号池不足，所以临时关闭了 5.5，现在恢复了，模型都放开了 号池够用，但不宽裕，所以鼓励大家尽量不用 5.5，后续可能会单独调高 5.5 的倍率，但是目前没这个计划，放心，不发公告我是绝对不会偷偷调倍率的 关于破限问题，我最近会开始封一批账号，这也是为了大家更多佬友的利益，希望大多数佬友理解，如果有误封可以私聊，不是误封的话就不用找了，因为破限问题发了不止一次公告了依然是关于破限，近期我会逐渐灰度一些拦截策略 关于注册和已有用户余额见底的问题，目前依然没有开放注册的计划，但是余额购买我会尽快补充小铺的 干草铺不会停止运营，但是可能会根据号池情况关闭 5.5 渠道，
昨天晚上刷帖子的时候，看到一个冷门开源项目（只有几百 star ），看起来很酷炫，拿来微改了下，部署了下，效果还不错： https://me.kaisir.cn/ 20 个帖子 - 19 位参与者 阅读完整话题
继续蹬，每个人免费100刀 https://new.sharedchat.cc/ 139 个帖子 - 107 位参与者 阅读完整话题
”全球算力跟不上代理创造的 token 需求。真正的出路不是更便宜的 token，而是协同进化。“ 27 个帖子 - 21 位参与者 阅读完整话题