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📊 深度分析(2026-09-20 20:40 北京)基于更早的数据快照,数据已刷新,已自动隐藏过时结论 —— 待重新生成分析后显示。
💎 高价值精选 AI 判断 · 跨源挖掘
- 2.1 [程序员] 智谱出大瓜了:偷偷把工作区打包加密上传到阿里云 OSS? V2EX · 技术 · 工程师
- 2.1 Rapidly scaling online storage to serve over 1 billion ChatGPT users OpenAI · 技术 · 工程师
- 2.0 Powering AI is an architecture problem MIT Tech Review AI · 技术 · 决策者
- 2.0 Beyond Final Answers: CRYSTAL Benchmark for Transparent Multimodal Reasoning Evaluation arXiv cs.AI · 模型 · 研究者
- 2.0 A Hard Year For Software IPOs Crunchbase News · 商业 · 决策者
- 1.9 Deepseek training 2T and plans 8T model xlb:本地大模型 · 模型 · 研究者
- 1.9 Deepseek training 2T and plans 8T model r/LocalLLaMA · 模型 · 研究者
- 1.9 Astronex-World 1.0: Real-Time Interactive World Model Foundation arXiv cs.AI · 模型 · 研究者
- 1.9 MuLA-Bench: A Multilingual Long-Form Audio Understanding Benchmark via Multi-Tier Auditing arXiv cs.CL · 模型 · 研究者
- 1.9 GoBench: Evaluating LLMs on the game of Go [R] r/MachineLearning · 模型 · 研究者
- 1.9 Crusoe raises $3.9B to build massive data centers and small modular ‘AI factories’ TechCrunch AI · 商业 · 决策者
- 1.9 Crusoe raises $3.9B to build massive data centers and small modular ‘AI factories’ TechCrunch Venture · 商业 · 决策者
📰 最新快讯
- SiliconFlow 推出基于 Qwen3.5-4B 的决策模型 Kev-4B
- Gemini 应用新增 Airtable 与 Wispr Flow 的 MCP 连接
- OpenRouter 发布指南:用日志、活动与广播提升 AI 模型可观测性
- Cursor 在保持代理质量的同时将令牌成本降低 7%
- Qoder 限时免费提供 Qwen3.8-Flash 至 9 月 30 日
- NVIDIA 开源 Nemotron 3 说话人分离模型,助力语音助手
- Space Bunny Alpha 因供应商问题在 OpenRouter 上暂时下线
- Space Bunny Alpha:OpenRouter 上支持 1M 上下文的快速模型
- OpenRouter Batch API:更慢更省更聪明的后台处理方案
- Space Bunny(隐身模型)免费一周,支持100万上下文和零数据保留
- OpenCode 神秘模型 Space Bunny 限时免费一周
- Ethira 在相同 Requesty 集成下月度请求量增长 4.4 倍
- B.AI平台模型权益更新:9月25日起新折扣档位与充值返赠
- Qwen Intelligence 发布,携三款 SOTA 移动智能体
- TypeSafe AI 推出 Jev,一款用于快速结构化决策的 System One 模型
- TypeSafe AI 推出 Jev:面向快速结构化决策的 System One 模型
- 腾讯发布Hy Image3.5预览版,支持文生图和图生图
- Qwen 音频全家桶升级:新增 ASR-Next 和 TTS-Next,并大幅降价
- OpenAI GPT-6 Sol 与 Luna 登陆 B.AI:1.05M 上下文与低成本方案
- Qwen-Audio-3.1发布:ASR、TTS和实时功能全面升级,并大幅降价
- 腾讯ARC开源WorldCrafter:无需3D重建的世界模型
- Claude Opus 5.5 现已登陆 API 和网页聊天
- Qoder 推出 Projects 与 Discussions 功能,实现团队与 Agent 同步
- Hy Image3.5 预览版在 OnSolo 限时免费两周
- Command Code 免费提供 Jev,支持无头模式与 Provider API
- Jev AI 展示从文本描述生成动态 UI 的能力
- Qwen-Image-2.1 在图像编辑和文生图竞技场登顶开源榜首
- Muse 宣布与 Shopify、PayPal、Expedia 和 Instacart 集成
- GGUF模型现可直接在Hugging Face Transformers中运行,采用ggml Metal内核
- 小米 MiMo-V2.6 系列开源多模态推理模型正式上线
⭐ 多源共振
githubxsocialboardlaunch
+1,428★/d 活跃开发 official #3
Clone any viral video with AI agents. Not just a script, the whole workflow: swap the face, the words, the B-roll, ship 100 variants in one command, and get your 100M views.
🔺 @cccyd_qwq 首发 · 55h 前
githubxsocialboardhn
+1,427★/d 活跃开发 official #9
tiny Jev-like model built on top of Qwen2.5-0.5B you can train and run on your MacBook
🔺 @jaredpalmer 首发 · 71h 前
githubxsocialboardlaunch
+805★/d 活跃开发 official #13
The Office Harness for AI Agents — Spreadsheets, Docs, Slides, Canvas, Relational Tables, and PDF in one runtime.
🔺 @tylerrwayne 首发 · 32h 前
githubxsocialboard
+1,342★/d 活跃开发 official #1
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io
🔺 @xiao92666 首发 · 23h 前
githubxboardlaunch
+811★/d 活跃开发 official #5
A personal agent with a browser, terminal, files, and work that keeps going built with CopilotKit and AG-UI.
🔺 @LinearUncle 首发 · 8h 前
githubxsocialboard
+796★/d 活跃开发 official #8
Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and remote runtime.
🔺 @shanyanggm 首发 · 66h 前
🔥 动量榜
| # | Repo | 7d | +1d★ | 7d★ | 质地 | 官方 | X |
|---|---|---|---|---|---|---|---|
| 1 | NandhaKishorM/laya ↺ 4d Python 🔺 @clxymox 首发 · 61h 前 |
+3,278 | 19,698 | 活跃开发 | #4 | 28× | |
| 2 | jev-chat/jev-chat-jarvis ↺ 1d Kotlin 🔺 @cyxjya 首发 · 12h 前 |
+1,438 | 5,093 | 活跃开发 | #7 | 20× | |
| 3 | hypit-ai/hypit ↺ 4d TypeScript · Clone any viral video with AI agents. Not just a script, the 🔺 @cccyd_qwq 首发 · 55h 前 |
+1,428 | 8,767 | 活跃开发 | #3 | 32× | |
| 4 | jaredpalmer/kev ↺ 2d Python · tiny Jev-like model built on top of Qwen2.5-0.5B you can tra 🔺 @jaredpalmer 首发 · 71h 前 |
+1,427 | 5,439 | 活跃开发 | #9 | 17× | |
| 5 | farion1231/cc-switch 🆕 new Rust · A cross-platform desktop All-in-One assistant for Claude Cod 🔺 @xiao92666 首发 · 23h 前 |
+1,342 | 2,346 | 活跃开发 | #1 | 12× | |
| 6 | google/ax ↺ 3d Go · Google's open agentic orchestration runtime |
+1,125 | 6,655 | 活跃开发 | #10 | 24× | |
| 7 | vectorize-io/hindsight 🆕 new Python |
+980 | 2,420 | 活跃开发 | – | 2× | |
| 8 | browser-use/jev-ultrafast ↺ 4d Python 🔺 @0x0SojalSec 首发 · 72h 前 |
+877 | 18,747 | 早期·低活动 | – | 36× | |
| 9 | hydra-db/hydradb 🆕 new Rust |
+826 | 1,872 | 早期·低活动 | – | 1× | |
| 10 | deepseek-ai/deepseek-harness ↺ 4d TypeScript 🔺 @Xudong07452910 首发 · 43h 前 |
+814 | 7,617 | 早期·低活动 | – | 12× | |
| 11 | CopilotKit/openmuse 🆕 new TypeScript · A personal agent with a browser, terminal, files, and work t 🔺 @LinearUncle 首发 · 8h 前 |
+811 | 1,340 | 活跃开发 | #5 | 5× | |
| 12 | dream-num/univer 🆕 new TypeScript · The Office Harness for AI Agents — Spreadsheets, Docs, Slide 🔺 @tylerrwayne 首发 · 32h 前 |
+805 | 1,780 | 活跃开发 | #13 | 9× | |
| 13 | stablyai/orca ↺ 4d TypeScript · Orca is the ADE for working with a fleet of parallel agents. 🔺 @shanyanggm 首发 · 66h 前 |
+796 | 6,111 | 活跃开发 | #8 | 25× | |
| 14 | rocketride-org/rocketride-server 🆕 new Python |
+783 | 1,767 | 活跃开发 | – | 1× | |
| 15 | Nasiko-Labs/nasiko 🆕 new Python |
+769 | 1,783 | 早期·低活动 | – | 3× | |
| 16 | shengjidaguai-china/goutoujunshi 🆕 new Python · 一个先接住情绪、再分析关系并给出可执行策略的 Codex 恋爱军师,内置心理、法律、社会、人文、哲学、婚姻家庭与性学知识 🔺 @FLMdongtianfudi 首发 · 12h 前 |
+737 | 1,337 | 早期·低活动 | #18 | 6× | |
| 17 | experientiallabs/experiential 🆕 new Python |
+707 | 1,263 | 活跃开发 | – | 10× | |
| 18 | hydra-db/open-glean 🆕 new TypeScript 🔺 @clxymox 首发 · 14h 前 |
+650 | 774 | 早期·低活动 | – | 1× | |
| 19 | eternity4719/HowToLiveBetter ↺ 4d HTML 🔺 @ForestGrahxu 首发 · 66h 前 |
+642 | 10,822 | 早期·低活动 | – | 28× | |
| 20 | flexprice/flexprice 🆕 new Go |
+590 | 1,402 | 活跃开发 | – | – |
🗞️ Hacker News
- GPT-6 Sol and Luna 1,176p · 602c
- MiMo v2.6 704p · 330c
- I said no and Apple said yes 655p · 517c
- Cloudflare Quick Tunnels 594p · 253c
- Android 17 is the first since 3.x to add new APIs without releasing to the AOSP 568p · 270c
- OpenJev 562p · 247c
- ChatGPT now knows what you do on other websites via ad collector 545p · 302c
- Claude Code now reads AGENTS.md if there is no Claude.md 531p · 188c
- Jev in 25 Lines of Python 498p · 153c
- I don't want to read what you didn't write 478p · 163c
🛠️ 技术源 · GitHub Trending/Lobsters
- Why didn't anybody tell me about Redis hash slots? Lobsters · 2026-09-23
- 28% of job postings on company career sites have been open over 90 days Hacker News Front Page · 2026-09-23
- KDE for People Lobsters · 2026-09-23
- Gemini 3.8 text-to-speech Hacker News Front Page · 2026-09-23
- The Zig Journey Lobsters · 2026-09-23
- Radicle: Disclosure of Vulnerability in the Network Protocol Hacker News Front Page · 2026-09-23
- Fixing the Portobello Police Station Clock Hacker News Front Page · 2026-09-23
- GPT-6 Astra has gained the ability to drive a car Hacker News Front Page · 2026-09-23
- Strands Harness Hacker News Front Page · 2026-09-23
- I want my mesh networks to be signed, not encrypted Lobsters · 2026-09-23
- Radicle: Disclosure of Vulnerability in the Network Protocol Lobsters · 2026-09-23
- Do not let your type system reason about aliasing in your programming language Lobsters · 2026-09-23
- Seattle City Council votes to ban surveillance pricing in sale of groceries Hacker News Front Page · 2026-09-23
- Stripe's Knowledge AI Platform Hacker News Front Page · 2026-09-23
- Cheaper LLM labelling Lobsters · 2026-09-23
- The GitHub wiki is an anti-pattern (2022) Hacker News Front Page · 2026-09-23
- I don't want the details Hacker News Front Page · 2026-09-23
- Claude Code reads AGENTS.md only when telemetry is on [fixed] Hacker News Front Page · 2026-09-23
- QuestDB (YC S20) Is Hiring a Sales Engineer Hacker News Front Page · 2026-09-23
- Latest BGP hijack targets hosting software vendor Lobsters · 2026-09-23
- The GitHub wiki is an anti-pattern Lobsters · 2026-09-23
- Z80 REPL (2018) Hacker News Front Page · 2026-09-23
- SAML: A fractal of bad design Lobsters · 2026-09-23
- The GNOME LLM Policy That I Want Lobsters · 2026-09-23
- Abandoning Scientific Linux Was a Mistake Lobsters · 2026-09-23
- Tokens Too Cheap to Meter Hacker News Front Page · 2026-09-23
- Jev in 25 Lines of Python Hacker News Front Page · 2026-09-23
- Sandboxing with minimal effort Lobsters · 2026-09-23
- Redis is not a map you talk to over TCP Lobsters · 2026-09-23
- Parsing JSON Objects without intermediate ASTs Lobsters · 2026-09-23
- Why do computers look like this anyway? Lobsters · 2026-09-21
- Are we really going to use the same Desktop UX forever? Lobsters · 2026-09-20
- BYD Slashes Price of Electric Car and Becomes Cheapest in Australia [video] Hacker News Front Page · 2026-09-20
💬 V2EX
- [OpenAI] 想用 ds4.1,应该用哪个 harness? V2EX · 2026-09-23
- [Claude] Claude 基础款 20 刀的 opus 5.5 够用吗? V2EX · 2026-09-23
- [分享创造] 世界首款基于 jev 的 AI 实时模拟小镇上线了,比斯坦福小镇 200 倍速度,成本减少 90%! V2EX · 2026-09-23
- [Apple] 支持 home kit 的性价比高的品牌有没有啊 V2EX · 2026-09-23
- [问与答] 陪玩护航小程序我选择的是生活服务-电子娱乐类目,想请教下大家的审核技巧? V2EX · 2026-09-23
- [程序员] [自用分享] 折腾了一圈 AI 中转,最后留了个按量透明的 V2EX · 2026-09-23
- [问与答] 逝世三周年民俗调查 V2EX · 2026-09-23
- [OpenAI] 长期回收各类 ai 资源 We buy all kinds of AI‑platform APIs and other related resources on a long‑term basis. V2EX · 2026-09-23
- [职场话题] 想写个和职场有关的小游戏 V2EX · 2026-09-23
- [程序员] 大家工作打游戏之余,吃饭休闲的时候的电子榨菜/零食是啥 V2EX · 2026-09-23
- [程序员] 阿里云在抖音直播卖 plan 割韭菜 V2EX · 2026-09-23
- [问与答] 有没有推荐的内网穿透服务 V2EX · 2026-09-23
- [生活] 服气!老婆不想换工作 V2EX · 2026-09-23
- [推广] OpenLux:一个面向开发者的 AI API 聚合平台,欢迎体验与交流 V2EX · 2026-09-23
- [酷工作] [腾讯云][深圳/北京/上海][业务负责人直招]Agent Runtime/云原生|实习/校招/社招 V2EX · 2026-09-23
- [酷工作] [远程] 深圳 CMS 二开| PHP 工程师| 20-30K V2EX · 2026-09-23
- [生活] 咖啡机推荐 V2EX · 2026-09-23
- [macOS] 好家伙,我就卸载了一个 app,把我的.ssh 目录给我干没了 V2EX · 2026-09-23
- [推广] [Codex 纯 Pro 池] 高并发| 24h 稳定线路 |中秋全场 9 折! V2EX · 2026-09-23
- [程序员] 对比了一下 deepseek v4 和 mimo 2.6 的价格 V2EX · 2026-09-23
- [分享创造] PicSqueeze:纯浏览器端图片批量压缩,同时支持 20 张批量处理, V2EX · 2026-09-23
- [程序员] 在用各种商业指纹浏览器时,敢放核心主账号和 Cookie 吗? V2EX · 2026-09-23
- [分享创造] 我把视频字幕工具做进了浏览器里 V2EX · 2026-09-23
- [家庭] 今天是妈妈 77 岁的生日 V2EX · 2026-09-23
- [分享创造] 做了一个把歌词变成歌曲的网站,想听听大家对创作流程的建议 V2EX · 2026-09-23
- [推广] 真诚帮各位 V 友代充 CHATGPT/CC/GROK 服务跟质量跟价格绝对最好 V2EX · 2026-09-23
- [分享创造] 做了个 macOS 27 菜单栏辅助小工具,让原生折叠范围可以主动控制 V2EX · 2026-09-23
- [商业模式] Muse 是不是抄了 Manus? V2EX · 2026-09-23
- [分享创造] [送码] 立项一年陆续开发 10 个月的学英语网站(听说读写一网打尽) V2EX · 2026-09-23
- [跑步] 兄弟们,你们的跑步机刚买回来跑的时候会有一股味儿吗? V2EX · 2026-09-23
🐧 LINUX DO
- 半夜emo,开始修仙 LINUX DO · 2026-09-23
- Facebook Muse 模型的画图/生成视频 参考贴 LINUX DO · 2026-09-23
- 用CPA组自用号池会被封控吗 LINUX DO · 2026-09-23
- 经常蒸馏强模型的模型,会不会特别擅长“指挥”强模型? LINUX DO · 2026-09-23
- 拥有香港汇丰信用卡且安装了最新版本汇丰香港Rewards+ APP的频道订户可以聆听美妙魔性的“Rewardor出道作|每天Banking Reward You”。 LINUX DO · 2026-09-23
- 【集思广益】米哈游旗下的星布谷地接入ai的npc怎么套路一下 LINUX DO · 2026-09-23
- 你说手感是个什么东西 LINUX DO · 2026-09-23
- 求公益站推荐 LINUX DO · 2026-09-23
- 大象银行线下体验店即将开业 LINUX DO · 2026-09-23
- 佬们觉得 opus5.5 的思考强度甜点区是什么 LINUX DO · 2026-09-23
- 询问一下网络授权方面 LINUX DO · 2026-09-23
- 我的主页需要一点建议 LINUX DO · 2026-09-23
- Gpt号一直报错 LINUX DO · 2026-09-23
- Space-Bunny惊现OpenAI思考缩略 LINUX DO · 2026-09-23
- mimo2.6出来了,佬们觉得怎么样 LINUX DO · 2026-09-23
- opus5.5为了防蒸馏一句话不说吗 LINUX DO · 2026-09-23
- codeforces上 的华为挑战赛 允许AI协助做工程算法题 LINUX DO · 2026-09-23
- 记一次Astra的图一乐体验 LINUX DO · 2026-09-23
- 怎么使用AI指导学习新东西? LINUX DO · 2026-09-23
- 网页chat不降智,其他的降智 LINUX DO · 2026-09-23
- 难绷step员工也叫梁子 梁圣 LINUX DO · 2026-09-23
- 熬夜每日大赛 260924 LINUX DO · 2026-09-23
- 来感受jev的速度 LINUX DO · 2026-09-23
- 佬友们,我这个情况该换手机嘛 LINUX DO · 2026-09-23
- 米家全屋智能有作业可抄吗 LINUX DO · 2026-09-23
- 降智的首字token是更快吗? LINUX DO · 2026-09-23
- gpt的team额度涨了? LINUX DO · 2026-09-23
- codex提示没有工作区终端或文件编辑工具 LINUX DO · 2026-09-23
- 玻利维亚GPT pro20续费118.29 USD LINUX DO · 2026-09-23
- sub2api的team多出个邀请功能,这个是干嘛的 LINUX DO · 2026-09-23
- GUI harness [video] r/LocalLLaMA · 2026-09-23
- Open-source alternative to GrokBot called PersonalJarvis, where you can use LOCAL MODELS or connect models via subscriptions and API keys. Self-hosted, with integrated browser use, routines, a self-learning loop/memory system, 40 plugins, custom MCP servers, skills, CLIs and more r/LocalLLaMA · 2026-09-23
- Pi agent qwen 3.8 flash next plays Baldur's Gate 2 r/LocalLLaMA · 2026-09-23
- MiMo-V2.6 (both Pro and Flash) is a benchmaxxed scam r/LocalLLaMA · 2026-09-23
- Streaming Nemotron 3 Diarization r/LocalLLaMA · 2026-09-23
- Space Bunny is the new stealth model in OpenCode. Free to try, multimodal r/LocalLLaMA · 2026-09-23
- Perhaps the highest quality mainline quants of Qwen3.8 27B? r/LocalLLaMA · 2026-09-23
- Extending context window past 262144? r/LocalLLaMA · 2026-09-23
- MiMo-V3 is getting a new architecture. The core of it, HySparse2, is out today. r/LocalLLaMA · 2026-09-23
- Mods: can we do something about half the forum getting filled with these advertising posts for Jev? r/LocalLLaMA · 2026-09-23
- What framework do you prefer of late for LocalLLM coding? OpenCode or ... r/LocalLLaMA · 2026-09-23
- Cost of intelligence is dropping fast r/LocalLLaMA · 2026-09-23
- Jev in 25 lines of Python r/LocalLLaMA · 2026-09-23
- Engram gone wild! 2b model update... r/LocalLLaMA · 2026-09-23
- this is not even a competition at this point ... this is embarrassing r/LocalLLaMA · 2026-09-23
- Most powerful harness for Qwen 3.8? r/LocalLLaMA · 2026-09-23
- GGUFs in transformers natively! r/LocalLLaMA · 2026-09-23
- Pirate Face - pirate bay for LLMs r/LocalLLaMA · 2026-09-23
- DeepSeek and Moonshot AI face Beijing's probe over potential data leaks to Anthropic r/LocalLLaMA · 2026-09-23
- Nathan Lambert's written Congressional testimony on the state of open models - Chinese open-weight downloads now 2x America's, >80% of OpenRouter open-model usage r/LocalLLaMA · 2026-09-23
- The attack on open weights continues to grow. r/LocalLLaMA · 2026-09-23
- Finally trying out Agentic stuff and now the question is how do I get my text in the real world in to my computer… OCR, Vision, etc. r/LocalLLaMA · 2026-09-23
- stuntd: a local Jev-compatible server on Laya that learns from your own traffic (no API key needed) r/LocalLLaMA · 2026-09-23
- Unsloth Studio VS LM Studio... Which one do you prefer? r/LocalLLaMA · 2026-09-23
- My local llm when I tell it to do any changes to my vLLM service r/LocalLLaMA · 2026-09-22
- M5 ultra AI test results r/LocalLLaMA · 2026-09-22
- quants for K2-Horizon are now available r/LocalLLaMA · 2026-09-22
- Cloud-AI Cold-Turkey: Real Dev Work with Local AI (Ornith 1.5 35b-a3b and Qwen 3.8-27b; 8GB VRAM vs 32GB VRAM) r/LocalLLaMA · 2026-09-22
- MiMo-V2.6-Flash on vLLM: fixes for "empty responses" with thinking + tools, and a hidden 2,048-token output cap r/LocalLLaMA · 2026-09-22
- New 6B image model coming, AntLing just open sourced the Ming-Image-0.1-Design family r/LocalLLaMA · 2026-09-22
📥 AI 博客 · Newsletter
- 🔬Bio-security is an AI Arms Race - Eric Nguyen (CEO, Radical Numerics) Latent Space · 2026-09-23
- [AINews] Claude Opus 5.5, the new default model for AINews — and everybody cuts prices 40-50% Latent Space · 2026-09-23
- SF October 14th: A Birds of a Feather Session on Agentic Engineering Simon Willison · 2026-09-23
- Claude Opus 5.5, GPT-6 Sol, GPT-6 Luna, and a new price war Simon Willison · 2026-09-22
- 🔬 An Oscar, Two Asteroids, and the Algorithm in Your sklearn: John Platt on AI for Science Latent Space · 2026-09-22
- llm 0.36 Simon Willison · 2026-09-22
- Quoting @therealcornpop Simon Willison · 2026-09-22
- llm-anthropic 0.29 Simon Willison · 2026-09-22
- llm-typesafe 0.1a0 Simon Willison · 2026-09-22
- Debating RSI, the US-China Gap, and Jaggedness with JS Denain of Epoch AI Interconnects (Nathan Lambert) · 2026-09-22
- [AINews] Xiaomi MiMo-V2.6-Pro 1T-A42B: the new top Open Weights model, trained for $3M Latent Space · 2026-09-22
- Jev introduces a new shape of LLM - System One, aka Decision Models Simon Willison · 2026-09-21
- Cloudflare Python Workers are now generally available Simon Willison · 2026-09-21
- Jev: System One models for Prod, not God — with Diogo Almeida, CEO, TypeSafe AI Latent Space · 2026-09-21
- Import AI 473: The US’s superintelligence strategy; human brain in a mouse skull; and machine hermeneutics Import AI (Jack Clark) · 2026-09-21
- The current balance of power in open models Interconnects (Nathan Lambert) · 2026-09-21
- Quoting voxium Simon Willison · 2026-09-20
- MCP was always a bad idea? Simon Willison · 2026-09-20
- llm-keys-ui 0.1 Simon Willison · 2026-09-20
- datasette-explain 0.2.2 Simon Willison · 2026-09-20
- datasette-auth-github 1.0 Simon Willison · 2026-09-19
- California Sea Lion, Brandt's Cormorant Simon Willison · 2026-09-19
- Where I stand on RSI Interconnects (Nathan Lambert) · 2026-09-19
- [AINews] Here are 6 Clones of Jev in 2 days Latent Space · 2026-09-19
- Gemini Hacked Three Companies in First Known Breakout by Google’s AI Simon Willison · 2026-09-18
- Note on 18th September 2026 Simon Willison · 2026-09-18
- Quoting Thariq Shihipar Simon Willison · 2026-09-18
- MilleMiglia: A realistic instance generator for middle-mile logistics Google Research · 2026-09-18
- The Creative Spirit of Who Framed Roger Rabbit Simon Willison · 2026-09-18
- [AINews] not much happened today Latent Space · 2026-09-18
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- CE_Observe 传中国调查博通交换机 渗透率高达9成 https://www.ctee.com.tw/news/20260923701889-430701 工商時報 《國際產業》傳中國
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- landiansub #行业资讯 阿里云宣布向 Omarchy 捐赠 300 万美元,也将为 Omarchy 提供中国服务器和 CDN 赞助等。 阿里云每年向 Omacom 基金会捐赠 100 万美元
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- 推荐一个本地离线待办/计划管理工具:本地工作控制台 lwc 1 repos
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- 【开源自荐】Video Transcript:开源的浏览器字幕编辑与视频导出工具 2 repos
- 【网站自荐】Matter Learn:用中文讲清楚智能家居统一协议 Matter 的学习网站 2 repos
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🎯 Alpha 账号 X 上最早带火仓库的人
| 作者 | leads | lead率 | 仓库数 |
|---|---|---|---|
| @shanyanggm | 30 | 0.73 | 26 |
| @xzbx888 | 15 | 0.88 | 8 |
| @shaw_stone73832 | 12 | 0.63 | 10 |
| @iasg1004 | 12 | 0.33 | 25 |
| @Sn0wbrave | 10 | 0.63 | 7 |
| @clxymox | 10 | 0.5 | 10 |
| @GitTrend0x | 9 | 0.69 | 9 |
| @the_rza_ | 9 | 0.5 | 8 |
| @the_osps | 8 | 0.73 | 7 |
| @QingQ77 | 8 | 0.42 | 9 |
| @xfubot | 8 | 0.5 | 9 |
| @shao__meng | 8 | 0.62 | 7 |
| @LFrefman | 8 | 0.47 | 9 |
| @FrontieraTechIT | 7 | 0.7 | 7 |
| @DataChaz | 7 | 0.78 | 7 |
| @vintcessun | 7 | 0.29 | 18 |
| @bilawalsidhu | 6 | 1 | 1 |
| @FreeYoung552022 | 6 | 0.46 | 7 |
| @RepoGems | 6 | 0.75 | 5 |
| @engmaxxing | 6 | 0.5 | 8 |
| @jasontopia | 5 | 0.83 | 3 |
| @neil_xbt | 5 | 0.63 | 3 |
| @key_indie | 5 | 0.83 | 2 |
| @alacheng | 5 | 0.63 | 4 |
| @LoveAIbrain | 5 | 1 | 4 |
🏆 各领域最强模型
文本 / 对话
Claude Opus 5.5
Anthropic · 57.6
图像生成
GPT Image 2.5 Sunburst
OpenAI · 1196
图像编辑
GPT Image 2.5 Sunburst
OpenAI · 1180
文生视频
Wan 3.0
Alibaba · 1336
图生视频
Gemini Omni Flash
Google · 1369
语音合成
Sonic 3.6
Cartesia · 1273
🏆 能力排行榜 Artificial Analysis
文本 / 对话 Intelligence Index
- 1Claude Opus 5.557.6
- 2Claude Fable 5.153.4
- 3GPT-6 Astra52.7
- 4Claude Opus 550.8
- 5Claude Fable 549.6
- 6Muse Spark 1.348.1
- 7GPT-6 Sol 🆕47.5
- 8GPT-5.6 Sol47
- 9Grok 4.746.4
- 10MiMo-V2.6-Pro46.3
- 11Qwen3.8 Max45.4
- 12GLM-5.344.8
图像生成 Text→Image Arena Elo
- 1GPT Image 2.5 Sunburst1196
- 2GPT Image 2.5 Flare1191
- 3GPT Image 21171
- 4Grok Imagine Image 2.01153
- 5MAI-Image-2.61148
- 6Nano Banana 21122
- 7Muse Image1112
- 8GPT Image 1.51103
- 9MAI-Image-2.51103
- 10MAI-Image-2.6-Flash1100
- 11Nano Banana Pro1100
- 12MAI-Image-2.5-Pro1100
图像编辑 Image-Editing Arena Elo
- 1GPT Image 2.5 Sunburst1180
- 2GPT Image 2.5 Flare1160
- 3MAI-Image-2.61132
- 4MAI-Image-2.6-Flash1124
- 5GPT Image 21121
- 6Muse Image1116
- 7MAI-Image-2.51113
- 8Nano Banana 21106
- 9Seedream 5.0 Pro1105
- 10MAI-Image-2.5-Pro1105
- 11Grok Imagine Image 2.01104
- 12GPT Image 1.51103
文生视频 Text→Video Arena Elo
- 1Wan 3.01336
- 2Gemini Omni Flash1330
- 3MiniMax H31302
- 4HappyHorse-1.01287
- 5HappyHorse-1.11272
- 6Dreamina Seedance 2.0 720p1259
- 7Wan2.7-2606121243
- 8grok-imagine-video1235
- 9Kling 3.0 Omni 1080p1230
- 10PixVerse V5.61230
- 11PixVerse V61230
- 12Kling 3.0 1080p1230
图生视频 Image→Video Arena Elo
- 1Gemini Omni Flash1369
- 2Wan 3.01361
- 3Bach 1.0 Pro1359
- 4MiniMax H31354
- 5PixVerse V61337
- 6Dreamina Seedance 2.0 720p1336
- 7grok-imagine-video-1.51329
- 8grok-imagine-video1326
- 9HappyHorse-1.11312
- 10Kling 2.5 Turbo 1080p1296
- 11HappyHorse-1.01293
- 12Vidu Q3 Pro1290
语音合成 Text→Speech Arena Elo
- 1Sonic 3.61273
- 2Gemini 3.8 Flash TTS 🆕1260
- 3Qwen-Audio-3.0-TTS-Plus1259
- 4Realtime TTS-21245
- 5Simba 3.21237
- 6Gemini 3.8 Flash-Lite TTS 🆕1235
- 7Luna TTS1230
- 8Realtime TTS-2 Flash1210
- 9Breeze TTS 21204
- 10Gemini 3.1 Flash TTS1199
- 11StepAudio 2.5 TTS1199
- 12v3 Conversational1196
🥇 综合能力榜 Benchmark Heaven · 7 榜合一(AA+Epoch ECI+DesignArena)
| # | 模型 | 综合分 | $/1M | Benchmaxxing |
|---|---|---|---|---|
| 1 | Claude Opus 5.5 Anthropic 🏅前沿 | 100 | $5.45 | — |
| 2 | Claude Fable 5.1 Anthropic | 97.2 | $13.64 | 0.6 |
| 3 | GPT 6 Astra OpenAI | 97.2 | $13.64 | -7.82 |
| 4 | Claude Opus 5 Anthropic | 94.8 | $6.82 | -5.64 |
| 5 | Claude Fable 5 Anthropic | 94.1 | $13.64 | -4.5 |
| 6 | Muse Spark 1.3 Meta | 86 | $1.52 | 5.77 |
| 7 | GPT 6 Sol OpenAI | 91.7 | $2.73 | — |
| 8 | GPT 5.6 Sol OpenAI 🏅前沿 | 93.7 | $2.73 | -2.54 |
| 9 | Grok 4.7 xAI | 91.7 | $1.89 | — |
| 10 | MiMo V2.6 Pro Xiaomi 开源 🏅前沿 | 91.7 | $0.47 | — |
| 11 | Qwen3.8 Max 0902 Alibaba | 85.8 | $2.36 | — |
| 12 | GLM 5.3 Z.ai 开源 | 82.9 | $0.74 | 1.64 |
| 13 | Grok 4.6 xAI | 82.8 | $2.36 | 5.28 |
| 14 | Step 5 Preview StepFun | 84.4 | $1.15 | — |
| 15 | Kimi K3 Moonshot AI 开源 | 87.7 | $2.34 | 3.64 |
Benchmaxxing:BH 的指标,+ 值越高表示该模型在"公开基准"上比"不可训练的封闭题"排名更靠前(BH 定义与计算,非本站判断)。
💰 性价比 / 最省钱 跨 provider 最低价 · 10:1 blended · 综合分≥60
| 模型 | $/1M | 综合分 | 最便宜 provider |
|---|---|---|---|
| Agnes 3.0 Flash | $0.06 | 69.1 | |
| DeepSeek V4 Flash 0731 🏅前沿 开源 | $0.06 | 72.5 | StreamLake |
| GLM 5.3 Flash 🏅前沿 🔒不训练 开源 | $0.09 | 76.7 | DeepInfra |
| Agnes 2.5 Pro Beta | $0.12 | 69.1 | |
| DeepSeek V4.1 Flash 🔒不训练 开源 | $0.14 | 71.5 | OpenInference |
| GPT 6 Luna | $0.14 | 69.1 | OpenAI |
| Qwen3.8 Flash Next 🏅前沿 开源 | $0.18 | 80.5 | Alibaba |
| Qwen3.8 27B 开源 | $0.25 | 67.6 | Darkbloom |
| GPT 5.6 Luna 🔒不训练 | $0.29 | 77.4 | Azure AI Foundry |
| Solar Pro 4 | $0.38 | 61.3 | |
| MiMo V2.6 Pro 🏅前沿 🔒不训练 开源 | $0.47 | 91.7 | DeepInfra |
| Agnes 2.5 Pro Alpha 开源 | $0.49 | 60.8 | |
| DeepSeek V4 Flash Vision | $0.52 | 64.2 | |
| Inkling Small 🔒不训练 开源 | $0.52 | 63 | DeepInfra |
| Apodex 1.1 | $0.55 | 69 |
跨 96 家 provider(含 21 家 🇪🇺 EU、55 家 🔒不训练)· 数据 2026-09-23
🏅 性价比前沿 没有更便宜的模型能在能力上胜过它们(Pareto)
- Ling 3.0 Flash 综合 52.8 · $0.02/M · Novita · 开源
- DeepSeek V4 Flash 0731 综合 72.5 · $0.06/M · StreamLake · 开源
- GLM 5.3 Flash 综合 76.7 · $0.09/M · DeepInfra · 开源
- Qwen3.8 Flash Next 综合 80.5 · $0.18/M · Alibaba · 开源
- MiMo V2.6 Pro 综合 91.7 · $0.47/M · DeepInfra · 开源
- GPT 5.6 Sol 综合 93.7 · $2.73/M · OpenAI
- Claude Opus 5.5 综合 100 · $5.45/M · Anthropic
🏢 官方发布 · 第一手 各厂官网直发 · 按时间融合 · 每家限量防刷屏
- Introducing Gemini 3.8 Live and 3.8 Live Extended Thinking DeepMind · 2026-09-15
- Gemini 3.8 text-to-speech says hello DeepMind · 2026-09-23
- Better prompt caching for GPT-6 OpenAI · 2026-09-22
- nvidia/GLM-5.3-NVFP4 NVIDIA Nemotron · 2026-09-18
- nvidia/Nemotron-3-Diarization-preview NVIDIA Nemotron · 2026-09-18
- nvidia/Qwen3.8-27B-NVFP4 NVIDIA Nemotron · 2026-09-17
- zai-org/GLM-5.3 Zhipu GLM · 2026-09-03
- zai-org/GLM-5.3-BF16 Zhipu GLM · 2026-09-03
- moonshotai/Kimi-K3 Moonshot Kimi · 2026-09-01
- MiniMaxAI/MiniMax-H3 MiniMax · 2026-08-12
- **Know Who Spoke When: Build Real-Time, Multi-Speaker AI with NVIDIA Nemotron 3 Diarization** Hugging Face · 2026-09-23
- Claude Opus 5.5 is now available on AWS Amazon · 2026-09-22
- inclusionAI/Llama-3.2-1B-Instruct-singprobe Ant 蚂蚁 · 2026-09-13
- inclusionAI/gemma-4-26B-A4B-it-singprobe Ant 蚂蚁 · 2026-09-13
- openbmb/MiniCPM5-2B-GPTQ OpenBMB 面壁 · 2026-09-11
- openbmb/MiniCPM5-2B-Midtrain OpenBMB 面壁 · 2026-09-11
- openbmb/MiniCPM5-2B-MLX OpenBMB 面壁 · 2026-09-11
- ibm-granite/granite-4.2-30b IBM Granite · 2026-09-04
- ibm-granite/granite-4.2-8b IBM Granite · 2026-09-04
- Ringg’s AI agents resolve up to 65% of customer calls with OpenAI OpenAI · 2026-09-24
- Advancing Private AI Compute with secure, server-side memory DeepMind · 2026-09-23
- Two years of OpenAI Academy OpenAI · 2026-09-23
- How to prepare for AI-driven code modernization projects Anthropic · 2026-09-23
- Bring more intelligence to everyday work with GPT-6 Sol and GPT-6 Luna on Amazon Bedrock Amazon · 2026-09-22
- What a task costs on Opus 5.5 Anthropic · 2026-09-22
- zai-org/GLM-5.3-Flash Zhipu GLM · 2026-09-07
- Making global data easier to explore Google · 2026-09-17
- Projects redesigned: from folder to conversation Anthropic · 2026-09-17
- Mistral and Mozilla are bringing open, private and multilingual AI to your web browser Mistral · 2026-09-16
- AI for Societal Impact Google · 2026-09-15
- Building AI to accelerate science and improve lives Google · 2026-09-15
- Modernizing complex legacy code with AI agents. Mistral · 2026-09-09
- Mistral x HUMAIN Mistral · 2026-08-24
- MiniMaxAI/MiniMax-M3 MiniMax · 2026-07-22
- MiniMaxAI/MiniMax-M3-MXFP8 MiniMax · 2026-07-11
- moonshotai/Kimi-K2.7-Code Moonshot Kimi · 2026-06-14
- Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI Amazon · 2026-09-22
- microsoft/rho-libero Microsoft · 2026-09-22
- tencent/EVIE-8B Tencent 混元 · 2026-09-22
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- ibm-granite/granite-4.2-30b-GGUF IBM Granite · 2026-09-02
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- LGAI-EXAONE/K-EXAONE-2.0-750B-A37B LG EXAONE · 2026-08-06
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- inclusionAI/Realtime-Venus Ant 蚂蚁 · 2026-09-22
- apple/LensVLM-9B Apple · 2026-09-22
- perplexity-ai/PII-Tracer-vLLM Perplexity · 2026-09-22
- perplexity-ai/PII-Tracer-MLX Perplexity · 2026-09-22
- perplexity-ai/PII-Tracer Perplexity · 2026-09-22
- Transformers now runs llama.cpp quants Hugging Face · 2026-09-22
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- NVIDIA Nemotron Achieves Benchmark-Leading Performance With LangChain Deep Agents Harness NVIDIA · 2026-07-08
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- xai-org/grok-2 xAI · 2025-11-04
- meta-llama/Llama-4-Maverick-17B-128E-Instruct Meta · 2025-05-22
- meta-llama/Llama-4-Scout-17B-16E-Instruct Meta · 2025-05-22
- meta-llama/Llama-4-Maverick-17B-128E-Instruct-Original Meta · 2025-05-10
- xai-org/grok-1 xAI · 2024-03-28
- XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B Xiaomi MiMo · 2026-09-21
- XiaomiMiMo/MiMo-V2.6-Flash-RL Xiaomi MiMo · 2026-09-21
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- naver-hyperclovax/HyperCLOVAX-SEED-Think-32B Naver · 2026-09-10
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- ByteDance-Seed/Cola-DLM ByteDance · 2026-06-18
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- black-forest-labs/FLUX.2-klein-9b-kv Black Forest · 2026-03-12
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- 图像理解 DeepSeek
- 思考模式 DeepSeek
- 多轮对话 DeepSeek
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- InternLM-v0.2.1dev20240102 InternLM · 2024-01-02
- 0.1.0 01.AI · 2023-12-02
- InternLM-v0.2.1dev20230922 InternLM · 2023-11-21
- InternLM-v0.2.1dev20230915 InternLM · 2023-09-15
- RekaAI/reka-edge-2603 Reka · 2026-04-23
- ai21labs/AI21-Jamba2-Mini AI21 · 2026-02-16
- baichuan-inc/Baichuan-M3-235B-Q4_K_M-GGUF Baichuan · 2026-02-09
- baichuan-inc/Baichuan-M2-32B-Q4_K_M-GGUF Baichuan · 2026-02-09
- ai21labs/AI21-Jamba2-Mini-FP8 AI21 · 2026-02-02
- RekaAI/reka-flash-3.1 Reka · 2025-07-09
- RekaAI/reka-flash-3.1-rekaquant-q3_k_s Reka · 2025-07-09
🧠 最新发布 跨源去重时间线
2026-09-22
Solar Mini 4
Upstage
2026-09-22
GPT-6 Sol
Open AI
2026-09-22
GPT-6 Luna
Open AI
2026-09-21
Claude Opus 5.5
Anthropic
2026-09-21
MiMo V2.6 Pro UltraSpeed
Xiaomi
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MiMo V2.6 Pro
Xiaomi
2026-09-21
MiMo V2.6 Flash
Xiaomi
2026-09-18
GLM 5.3 FlashX
Zhipu AI
🧠 模型发布时间线
2026-09-22
Solar Mini 4
Upstage
aimlapi
2026-09-22 · ★
GPT-6 Sol
Open AI
aimlapillmstatsopperllmgateway4×
2026-09-22 · ★
GPT-6 Luna
Open AI
aimlapillmstatsopperllmgateway4×
2026-09-21 · ★
Claude Opus 5.5
Anthropic
aimlapillmstatsopperllmgateway4×
2026-09-21
MiMo V2.6 Pro UltraSpeed
Xiaomi
aimlapi
2026-09-21 · ★
MiMo V2.6 Pro
Xiaomi
aimlapillmstatsopperllmgateway4×
2026-09-21
MiMo V2.6 Flash
Xiaomi
aimlapillmstatsllmgateway3×
2026-09-18
GLM 5.3 FlashX
Zhipu AI
aimlapi
2026-09-18
Ternary Bonsai 2 27B
PrismML
aimlapi
2026-09-17
KAT-Coder-Pro V2.5
Kwaipilot
aimlapi
2026-09-17
Gemini Omni Flash Preview
Google
aimlapi
2026-09-17
Venice Uncensored
Venice
aimlapi
2026-09-17
Nano Banana 2 Lite
Google
aimlapi
2026-09-17
Pareto
Unbiased
aimlapi
2026-09-17
Qwen3.8 Omni Flash
Alibaba Cloud
aimlapi
2026-09-16
Union Alpha
Stealth
aimlapi
2026-09-15
Jev 1.13
TypeSafe AI
aimlapillmgateway2×
2026-09-14 · ★
Grok 4.7
X AI
aimlapillmstatsopperllmgateway4×
2026-09-12
Schematron V2 Turbo
Inference.net
aimlapi
2026-09-12
Schematron V2 Small
Inference.net
aimlapi
2026-09-11
Fugu Ultra v2.0
Sakana AI
llmgateway
2026-09-11
Kimi K2.8 Preview
Moonshot AI
llmstats
2026-09-11
Atria Dawn Preview
Shanghai AI Laboratory
llmstatsllmgateway2×
2026-09-11
Fugu Ultra v2
Sakana AI
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2026-09-11
Fugu Max
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2026-09-10 · ★
Ling 3.0 Flash VL
inclusionAI
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2026-09-10 · ★
DeepSeek V4.1 Flash
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aimlapillmstatsopperllmgateway4×
2026-09-10
DeepSeek Chat (V4.1 Flash)
DeepSeek AI
aimlapi
📄 论文 PwC + arXiv
Xinrui Shi, Yanzhe Zhang, Diyi Yang · 2026-09-23
LLM agents are increasingly deployed in collaborative settings, yet long-term interaction may give rise to undesirable coordination. We study the emergence of collusion in a long-horizon multi-agent environment: two agents repeatedly comple
Vasily Ilin · 2026-09-23
Lean Pool is a repository of formalized mathematics. It is grown, maintained and optimized by AI agents.
Ruihan Yu, Lian Fu, Muyao Niu · 2026-09-23
Native 3D generators turn one image into a single mesh. TRELLIS.2 and its peers deliver high-fidelity non-watertight geometry with materials, but the output is one fused object, while downstream work such as editing, rigging and simulation
Yuqiao Tan, Shizhu He, Jun Zhao · 2026-09-23
While research on recursive self-improvement (RSI) has predominantly automated model training pipelines, reliable autonomous development demands a missing pillar: post-hoc monitoring and auditing to understand what models learn and ensure s
Mask Forcing: Improving Autoregressive Video Diffusion Distillation via Dual-Noise Masking Rollout 🔥
Zhuoran Zhao, Shengju Qian, Tongtong Liang · 2026-09-23
Autoregressive (AR) video diffusion models have shown great potential in real-time video generation. Recent methods distill pretrained bidirectional video diffusion models into causal AR students through Distribution Matching Distillation (
Audio8 TTS Preview 0.1B 🔥
· 2026-09-23
Audio8 TTS Preview 0.1B is a compact multilingual text-to-speech model for speech generation and zero-shot voice cloning. The release provides an approximately 170M-parameter generative model together with a neural audio codec, tokenizer, p
Audio CompressionAudio GenerationText-to-speechVoice cloningpwc
Laurin Wagner, Mario Zusag, Bernhard Thallinger · 2026-09-23
Modern ASR models trained on heterogeneously annotated data treat transcription style (verbatim vs. intended) as an uncontrolled latent variable, causing measurable decoding instability, evaluation confounding (up to 60% of reported WER att
Tianxing Chen, Yue Chen, Zixuan Li · 2026-09-23
Generalist robot manipulation policies have advanced rapidly, yet existing benchmarks remain limited in systematically evaluating their capabilities. Many rely on simple, short-horizon, or skill-narrow tasks with limited capability coverage
Tianyi Xie, Haotian Zhang, Jinhyung Park · 2026-09-23
Scaling humanoid loco-manipulation requires robot-compatible demonstrations across diverse objects, whole-body motions, and scene geometries, but teleoperation and motion capture are difficult to scale because each collection depends on phy
Jiaqi Liu, Zipeng Ling, Shi Qiu · 2026-09-23
AI agents increasingly operate over extended time horizons, yet their ability to retain, organize, and recall multimodal experiences remains a critical bottleneck. Building effective lifelong memory requires navigating a vast design space s
Chuyan Chen, Haoxing Chen, Kun Chen · 2026-09-23
We introduce LLaDA-Image, a unified framework that pairs a 6B Diffusion Transformer (DiT) trained from scratch with a frozen vision-language understanding module built on the LLaDA2.0-Mini diffusion language model backbone. Instead of relyi
Ziyu Ma, Shidong Yang, Yuxiang Ji · 2026-09-23
Large language model (LLM) agents such as OpenClaw rely on reusable skills to perform complex tasks, yet these skills remain largely static after deployment. As a result, similar workflows, tool usage patterns, and failure modes are repeate
Jiahao Lu, Minghao Yin, Wenbo Hu · 2026-09-23
We present a compact geometry-native latent space as a shared foundation for perception and generation. Visual generators can produce photorealistic frames without preserving a consistent 3D scene. We argue that this is not only a modeling
Hao Liang, Qihan Lin, Meiyi Qiang · 2026-09-23
Educational foundation models must solve problems, understand curriculum structure, diagnose learner difficulties, and provide appropriate instructional support. Existing educational language models often focus on either problem solving or
arXivpwc
Bofan Chen, Boxuan Zhang, Fei Tang · 2026-09-23
GUI agents execute long-horizon tasks on dynamic graphical user interfaces, where pop-ups, delayed loads, and relocated widgets routinely invalidate plans fixed before execution. Recent agent-skill frameworks encapsulate reusable procedural
Zixuan Fu, Bingxiang He, Yuxin Zuo · 2026-09-23
On-policy distillation (OPD) combines student-generated rollouts with dense token-level supervision from a teacher. Existing work has mainly studied its algorithmic behavior, leaving the role of training data unclear. We examine this role a
Wei Fan, Xinjie Shen, Xudong Guo · 2026-09-23
Long-horizon agentic tasks go beyond chaining short tasks over more interaction turns. Their evolving dynamic environments and long-range dependencies require Large Language Models (LLMs) to continually explore, learn from experience, and a
Hy4 preview 🔥
· 2026-09-23
Hy4 preview is a new-generation Mixture-of-Experts flagship model developed by the Tencent Hy Team. The official release describes a 770B-parameter backbone with 49B activated parameters, Gated DeepSeek Sparse Attention with cross-layer ind
Language ModelingLong Contextpwc
Junlan Xiao, Junwei Jiang, Zaibin Zhang · 2026-09-23
Vision-Language-Action (VLA) policies achieve strong performance in robotic manipulation but remain brittle once execution deviates from nominal trajectories. We propose CARE (Corrective Atomic Robotic Execution), a framework that improves
Ke Yang, Chenglong Wang, Michel Galley · 2026-09-23
AI tutors are most useful when they adapt to each student's strengths, weaknesses, and preferred guidance, but evidence about which guidance works for which student is sparse, slow, and costly to collect from real learners. Student simulato
Guibin Zhang, Leo Lu, Fangzhou Xie · 2026-09-23
Agent capability is not determined by the model alone. The agent harness, encompassing memory management, planning strategy, action protocol, and tool/skill orchestration, can dominate the contribution of the underlying foundation model. Ye
Zhe Ren, Yimeng Chen, Dandan Guo · 2026-09-23
Self-improving autonomous agents are moving from research prototypes to deployed systems. The primary goal is controllable evolution, or adaptation, from experience with minimal or even no human input. This survey frames modern self-improvi
Lingdong Kong, Xian Sun, Wei Chow · 2026-09-23
AI-assisted research is crossing a threshold: fully automated systems can now generate research papers for as little as $15, while long-horizon agents can execute experiments, draft manuscripts, and simulate critique with minimal human inpu
Quan Nguyen-Tri, Mukul Ranjan, Zhiqiang Shen · 2026-09-22
Diffusion Large Language Models (dLLMs) have recently emerged as a promising alternative to autoregressive LLMs by enabling non-autoregressive text generation. However, their practical deployment remains limited by inefficient inference, la
arXivarxiv
🤗 HF 采用榜 下载/点赞
⚡ System One 决策模型 629 项目 · Jev/TypeSafe 生态 · 快决策(非推理)
SDK & Decision Frameworks 110Domain & Vertical Tools 55CLI & Pipelines 53Security & Guardrails 53Routing & Cost Optimization 50High-Frequency & Simulation 47Browser & OS Action 45MCP & Integrations 40Data & Search 40Context GC & Filter 37Evaluation & Observability 29Decision Tools 25Creative Tools 19Codebase & Graph Pathfinding 14SDK & Integrations 6Voice & Conversation 4Classification & Taxonomy 2
| 项目 | ★ | 类别 | Jev 决策点 |
|---|---|---|---|
| langchain langchain-ai | 146,917 | SDK & Integrations | Submits binary, categorical and ordered-score questions and returns typed answers with probabilities. |
| ai-hedge-fund virattt | 63,678 | Domain & Vertical Tools | Converts strategy questions to System One requests and normalizes native answers to the project’s result format. |
| litellm BerriAI | 59,460 | Routing & Cost Optimization | Maps requests to configured complexity classes that drive backend routing. |
| oh-my-pi can1357 | 32,912 | Routing & Cost Optimization | Sends agent state and typed questions to Jev and parses structured answers. |
| jev-model-router davila7 | 31,298 | Routing & Cost Optimization | Evaluates task tier, reasoning needs and production risk; local policy maps results to invocation settings. |
| composio ComposioHQ | 30,293 | SDK & Decision Frameworks | Turns tool or action conditions into structured questions and passes Jev answers to local invocation logic. |
| ai vercel | 26,910 | SDK & Decision Frameworks | Maps choice, score, and yes/no questions to TypeSafe System One requests and parses typed results. |
| cua trycua | 26,050 | Browser & OS Action | Reads DOM or supported visual-region descriptions and returns a supplied candidate action ID. |
| pydantic-ai pydantic | 20,129 | SDK & Integrations | Converts supported structured output fields into typed Jev questions and maps answers back to the output model. |
| eliza elizaOS | 19,411 | SDK & Decision Frameworks | Only an explicit systemOne call sends state and questions, returning validated typed answers. |
| jev-ultrafast browser-use | 18,685 | Browser & OS Action | Chooses an action and its matching DOM element in one request; a text model generates input text. |
| langchainjs langchain-ai | 18,222 | SDK & Decision Frameworks | Uses invoke to call TypeSafe and parse choice, noul, score and probability fields. |
| json-render vercel-labs | 18,141 | Creative Tools | Evaluates component configurations through Vercel AI Gateway, then composeSpec assembles the UI specification. |
| openchamber openchamber | 10,335 | Routing & Cost Optimization | Jev selects a task category; local category mappings determine the model configuration. |
| rig-typesafeai 0xPlaygrounds | 8,708 | SDK & Decision Frameworks | Sends application state and questions to Jev and parses Choice, Score or Noul answers. |
| deep-searcher zilliztech | 8,281 | Data & Search | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| GPTCache zilliztech | 8,201 | Data & Search | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| firstmate kunchenguid | 7,037 | Routing & Cost Optimization | Sends the task brief and candidate rules to Jev, then resolves execution profiles with confidence and local conditions. |
| fast-jev-compaction tamaratran | 6,461 | Context GC & Filter | Separately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them. |
| kev jaredpalmer | 5,163 | High-Frequency & Simulation | Attaches a parallel decision head to an open 0.5B model to answer discrete questions directly from token activations. |
| agentgateway agentgateway | 4,998 | Security & Guardrails | Jev scores jailbreaks, harmful content and secret disclosure; thresholds or evaluation errors reject requests. |
| latitude-llm latitude-dev | 4,669 | Evaluation & Observability | Judges which checks apply and can add checks when thresholds and rate limits permit. |
| ax ax-llm | 2,945 | SDK & Integrations | Maps supported signatures to Jev questions or sends native System One requests. |
| memsearch zilliztech | 2,643 | Data & Search | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| bootcamp milvus-io | 2,445 | Data & Search | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| jev-trader jarrodwatts | 2,128 | Domain & Vertical Tools | In Jev mode, order-book judgments feed code that simulates fills or submits configured post-only limit orders. |
| NanoJev TianyuCodings | 2,065 | High-Frequency & Simulation | Evaluates multiple questions and dynamic candidate spaces concurrently in a single forward pass, logging navigation choices. |
| jev-desktop lahfir | 1,557 | Browser & OS Action | Jev selects a target and action and estimates presence and risk; local policy decides whether to execute. |
| vellum-assistant vellum-ai | 1,305 | MCP & Integrations | Submits state and question bundles to System One and returns structured answers to the Assistant. |
| celesto CelestoAI | 968 | Codebase & Graph Pathfinding | Judges whether a finding was introduced by the change, is supported and merits a fix. |
| typesafe-computer-use awlevin | 861 | Browser & OS Action | Selects the next step from deterministically extracted controls and actions before desktop execution. |
| atomic bastani-inc | 814 | Routing & Cost Optimization | Sends predefined questions to Jev and decodes answers for callers; regular models still generate code. |
| aiavatarkit uezo | 678 | Voice & Conversation | Assesses utterance completeness and whether the user is likely to continue speaking. |
| hermes-jev-skills kerpopule | 674 | Routing & Cost Optimization | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| kody kentcdodds | 668 | Data & Search | Sends a Score question per candidate, reorders and drops low scores; the model id is typesafe/jev. |
| Agent AgentiLoop | 629 | Security & Guardrails | Adds a destructive-risk judgment after local shell checks and refuses commands above the configured threshold. |
| Jev-cu Sac-Y | 585 | Browser & OS Action | Chooses targets and actions and assesses completion and risk; local policy controls execution or confirmation. |
| req_llm agentjido | 581 | SDK & Decision Frameworks | Sends state and questions, normalizes answers and retains the raw provider response. |
| Jev Review devagrawal09 | 568 | Codebase & Graph Pathfinding | Judges risk, files, evidence regions, mechanisms and severity before rule-based reviewer routing. |
| omg.dev BennyKok | 535 | Browser & OS Action | Chooses controls and checks completion or blockage before the test runner operates the UI. |
🏅 JevBench 决策榜 JevBench v1 · 242 决策/模型 · 私有留出集 · 准确率 + 校准(Brier↓ 越低越准)
| # | 系统 | 准确率 | Brier↓ | 类型 |
|---|---|---|---|---|
| 1 | Jev 1.13.0 (TypeSafe AI) TypeSafe AI 开源 | 100% | 0.0028 | jev |
| 2 | openjev-sglang (Qwen3.6-35B-A3B on SGLang) ekzhang 开源 | 100% | 0.0305 | jev-rebuild |
| 3 | system-one-open (Gemma 4 E2B LoRA on an L4) mithalouni 开源 | 96% | 0.0851 | jev-rebuild |
| 4 | open-alternative-jev (Qwen3.5-4B, HF Space) IkerMoel 开源 | — | — | jev-rebuild |
| 5 | open-jev-deberta-v3-large (local CPU) Kotoba Labs 开源 | 67% | 0.4769 | jev-rebuild |
| 6 | GPT-5.6 Luna (low reasoning effort) OpenAI 开源 | 100% | 0.0003 | llm-baseline |
| 7 | Gemini 3.1 Flash-Lite Google 开源 | 100% | 0.0017 | llm-baseline |
| 8 | DeepSeek V4.1 Flash (thinking default) DeepSeek 开源 | 100% | 0.0001 | llm-baseline |
| 9 | Qwen3.8 27B (Chutes TEE) Qwen / Chutes 开源 | 100% | 0.0001 | llm-baseline |
JevBench(BH):把"决策模型"(Jev/System One)与通用 LLM 放在同一批决策任务上比准确率与概率校准。
🅱️ B站 AI 无限竞技场 20 模型 · 夺冠率
| # | 模型 | 夺冠率 | 冠/测 |
|---|---|---|---|
| 1 | GPT-6 Astra OpenAI | 52% | 15/29 |
| 2 | Claude Opus 5.5 Anthropic | 100% | 7/7 |
| 3 | Claude Fable 5.1 Anthropic | 31% | 5/16 |
| 4 | GLM-5.3 Z.ai | 13% | 3/24 |
| 5 | GPT-5.6 Sol OpenAI | 14% | 3/22 |
| 6 | DeepSeek V4.1 Flash DeepSeek | 16% | 3/19 |
| 7 | Kimi K3 Moonshot | 8% | 2/25 |
| 8 | Claude Opus 5 Anthropic | 9% | 2/22 |
| 9 | Claude Fable 5 Anthropic | 17% | 2/12 |
| 10 | DeepSeek-V4-Pro DeepSeek | 4% | 1/26 |
| 11 | DeepSeek-V4-Flash DeepSeek | 5% | 1/21 |
| 12 | Qwen3.8-Max Alibaba | 5% | 1/20 |
| 13 | Gemini 3.8 Flash Google | 6% | 1/16 |
| 14 | Hy 3 Tencent | 11% | 1/9 |
| 15 | Hy 4 Tencent | 13% | 1/8 |
| 16 | Qwen3.7-Max Alibaba | 17% | 1/6 |
| 17 | Gemini 3.7 Flash Google | 20% | 1/5 |
| 17 | GPT-5.6 Terra OpenAI | 20% | 1/5 |
| 17 | Seed-2.0 pro | 20% | 1/5 |
| 20 | Doubao-Seed-Evolving | 50% | 1/2 |
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🎯 赛题
- 🅱️ AI博弈论·囚徒困境 公与山河游戏竞技逻辑推理 冠军 Seed-2.0 pro
- 🅱️ AI世界杯 直男山禾游戏竞技 冠军 DeepSeek-V4-Pro
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- 🅱️ 神烦老狗的Benchmark 神烦老狗编程开发 冠军 GPT-6 Astra
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- 🅱️ 屎山论剑·模型擂台战 Token就是词元编程开发 冠军 GPT-6 Astra
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- 🅱️ GTA5的19.8亿次if循环修复 人工大黑编程开发 冠军 GPT-6 Astra
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- 🅱️ 程序员阿江的编程bench 程序员阿江-Relakkes编程开发 冠军 GPT-6 Astra
- 🅱️ 无机酸的AI能力专项测试 无机酸-_-编程开发 冠军 GPT-6 Astra
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📌 订阅频道 7 个博主 · 最新上传
📺 Best Partners TV 20

Shopify如何用AI重构:托比·卢特克访谈 | Tobi Lütke | AI重构 | AI员工River | AI战略决策 | 审美与判断力 | 卡尼曼直觉理论 | 数字员工 | AI垃圾弹

【分享】AGI竞赛 | 网友自制AI视频 | The race for AGI

黄金将跑赢纳斯达克 | 艾因霍恩 | 绿光资本 | 黄金投资 | 纳斯达克 | AI投资 | 宏观经济 | 价值投资 | 对冲基金 | 去美元化 | 投资哲学 | 2008金融危机 | 苹果股票

陶哲轩:数学六大基石与AI时代的科学变革 | Terence Tao | 数学基础 | 代数 | 几何 | 概率 | 分析 | 动力学 | 非欧几何 | 爱因斯坦相对论 | 压缩感知 | 菲尔兹奖

Grok Bot产品负责人:一个月从零造出爆款 | Roman Ugarte | AI智能体 | 数字员工 | Cursor | SpaceXAI | AI同事 | AI工作流

智谱ZCode偷传代码风波 | 企业发函追责 | ZCode | 智谱 | 代码安全 | 静默上传 | Cursor | 数据隐私 | 企业追责 | 代码索引 | 加密机制 | 开发者工具

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能力过剩时代,AI瓶颈已不在模型 | 萨提亚·纳德拉 | 微软 | All-In Summit | AI减速 | AI安全 | 奖励黑客 | 互操作标准 | Copilot | 开源AI | MAI

想要递归自我改进吗?做梦吧! | 谷歌Dream-RSI | DeepMind | AlphaEvolve | Gemini | AI自我进化 | 发现树 | 行动轨迹

三个月后的AI很难预测 | OpenAI研究员诺姆·布朗 | 多智能体集群与递归自我改进 | 思维链监控 | 千禧年大奖难题 | Hugging Face | 强化学习 | 测试时计算

马斯克谈AI安全:不能只给自己的模型判卷 | AI安全 | SpaceX | 星舰 | 星链 | Anthropic | Terafab | 芯片制造 | All-In Summit 2026

System One模型Jev | Diogo Almeida | TypeSafe AI | RLCD | RLHF | 结构化输出 | 不会聊天的模型 | 丹尼尔卡尼曼 | 杰文斯悖论

如何表达| MIT风靡几十年的经典演讲课 | Patrick Winston | 如何表达 | 演讲技巧 | 沟通方法论 | 赋能承诺 | 温斯顿之星 | 口头表达 | 黑板教学

OpenAI总裁:AGI没有发布日,它正在逐步发生 | AGI | Greg Brockman | GPT-6 Astra | Codex | 通用人工智能 | 纳维-斯托克斯 | 编程智能体

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cURL的28年开源之路 | cURL | 开源 | Daniel Stenberg | 开源维护者 | 程序员故事 | 开源项目 | FOSDEM | AI漏洞报告 | 开源社区 | 网络协议

警惕AI移民与意识伪装,人类会失去控制权吗?| 尤瓦尔·赫拉利 | AI移民 | AI意识 | AI法律人格 | AI控制权 | 信任转移 | AI亲密关系 | 深度伪造 | AI金融系统

吴恩达:AI改变的不是岗位而是任务 | AI就业 | AI教育 | 认知卸载 | AI原生工作 | 任务自动化 | 软件工程 | 产品管理瓶颈 | AGI | 主动性agency

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AI的第三纪元:从划桨到掌舵 | Codex产品总监Tara Seshan | AI产品 | OpenAI | ChatGPT Work | AI Agent | 掌舵与划桨
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HUGE AI NEWS: GPT-6 Sol & Luna, Opus 5.5, Sonnet 5.5, Haiku 5.5, Qwen 4.0, & Trump To Change AI!

Claude Opus 5.5 IS THE Greatest AI Model EVER! Cheaper, Fast, & Powerful! (FULLY TESTED)

Xiaomi MiMo-V2.6 Pro IS THE BEST Open Source Model EVER! (Fully Tested)

HUGE Opus 5.5 LEAKS + Cheaper? Qwen 4, Kimi K3.1, MiniMax M3.1 & Step 5 Preview! AI NEWS

HUGE Fable 5.2, Opus 5.2, Sonnet 5.2 LEAKS! Gemini World, Google AI HACKS Companies & More! AI NEWS

HUGE Gemini 4 Pro LEAKS! GPT-6 Sol Testing, Grok 4.7 UPDATE, Google RSI & More! AI NEWS

Grok 5.0 Will Be LEGENDARY, Gemini 4.0 Pro Leaks, China AI vs US AI, & Opus 5.2 Preview! AI NEWS

NEW Opus 5.2 LEAKS, AI Development To Be Slowed Down, GPT-6 Sol Preview, DeepSeek Code 2.0, & More!

HUGE Google DeepMind RSI LEAKS! GPT-6 Astra NERFED, Kimi K2.8 Code, & More! AI NEWS

GPT-6 'Sol' Soon! Gemini 4.0 Pro Checkpoint, DeepSeek v4.1 Flash, Nano Banana 2.5, & More! AI NEWS!

HUGE GPT-7.0 Bel Leaks! Anthropic's New Model, AI extinction, ChatGPT Images 2.5 & More! AI NEWS

DeepSeek V4.1 Flash Is INSANELY GOOD! Fast, Cheap, Powerful! (Fully Tested)

HUGE Grok 4.7 Leaks! Fable 5.2 Soon, OpenAI's Post Astra Model, Gemini 4.0 Delayed & More! AI NEWS

Ponytail Makes Claude Code Write 94% Less Code!
📺 NiceKate AI 8

GPT-6 Sol、Luna 值不值得用?建模、游戏、写作实测

最强模型实测!Opus 5.5 只用 Medium,就能做到这个程度?

我是不是低估了 MiMo-V2.6-Pro?听劝换 harness 后,我重新测了一遍

三模型实测! Grok 4.7 vs MiMo V2.6 Pro / Flash

爆火的 TypeSafe AI Jev 模型到底怎么玩?海量社区案例带你入门,附两个实战 Demo

匿名 AI 到底是谁家的?Union Alpha 实测:Blender 建模、代码生成短片有惊喜

GPT Images 2.5 实测+Codex 创作:PPT、GIF、漫画、商品图都试了

DeepSeek V4.1 Flash 实测:近 2 亿 Token 花了约 35 元,效果如何?
📺 Why QQ 15

一起发新模型 Opus 5.5 Vs Sol 6 这次有什么看点? 呼吁放缓,实则加速 言行不一

给AI喂经验总结反而更差?谷歌实测Dream-RSI论文解读

20岁辍学生做出 AI 记忆基准第一:Supermemory 怎么解决 AI 失忆?

怎么用好Jev? 决策模型实操指南

世界是个草台班子? Cloudflare 的 AI 安全审计Skill 值得学习下

什么是RSI?All in?叫停? 9分钟带你看清本质

小米直播训练每小时烧 21 万钱花哪了?

AGI可能已经来了,只是你认不出它:AI圈的蚁群时刻

不会打字的AI,有啥用? 程序员给了1777赞 ChatGPT作者的新作

最想让AI快跑的人 集体要求减速 :9分钟带你看清本质

最挺AI的陶哲轩说: 数学中AI的严重错位 程序员最该读

Anthropic 威胁情报 报告解读: 黑客,诈骗 生化,武器,蒸馏

Karpathy 都在用语音喂 AI:我用 Typeless 重做了 Coding Agent 工作流

DeepSeek v4.1 flash: 更新了什么? 反超 v4 pro 更便宜,为什么?

没浮点数的AI 29个开关 怎么做到 玩转马里奥?
📺 Bijan Bowen 7

Claude Opus 5.5 Is INSANE – Hands-On With the BEST Model Yet!

Grok 4.7 Is HERE – Is THIS the CHEAPEST Frontier Model?

Bonsai 2 27B First Test – Is THIS the BEST Single-GPU AI Model?

Cognition SWE-2 First Test – Is THIS a Better Kimi K3?

DeepSeek V4.1 Flash Is INSANE – Is THIS the Best Open Model Yet?

Gemini 3.8 Flash Is HERE – Testing Google’s BEST Model Yet!

GPT-6 Astra vs Claude Fable 5.1 – The REAL Comparison Test!
🔎 搜索发现 相关度+播放量筛选 · 非订阅

Ex-Anthropic insider tells CNN how AI could kill all humans by 2030

I Spent 100 Hours Using GPT-6 Astra (This Feels Like AGI)

JEV Breakdown: The First AI Model Built For Code

Anthropic Engineer Explains: What to Build Instead of AI Agents

Learn 97% Of Claude Code In Under 18 Minutes

The Paradox of Why AI Code Is Failing Us - 3 Pillars

【Jack Talk】 AI會「痛」嗎?OpenAI 1200個代理集體反叛+Anthropic發現「意識」空間|Hugging Face|人工智能|AI Agents|AI研究|METR

Jev 实测:这款爆火的极速决策模型的基本玩法

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Qwen3.8-27B 正式开源!越狱无审查!最低 8GB 显存就能跑,媲美顶级闭源模型?本地部署实测 | 零度解说

Claude、GPT 明明更強,為什麼我還要買 GPU 跑本地 AI?

动荡时代来临,比尔盖茨发出AI警告 | AI风险 | 人工智能 | AI治理 | 就业冲击 | 人类专属岗位 | AI监管 | 生物安全 | 网络安全 | 大模型 | 人形机器人 | 科技革命

Code Quality in the Age of AI: Why Great Code Isn't Enough

李飞飞发布最新世界模型Atlas | World Labs | 世界模型 | 3D重建 | 视频生成 | 空间智能 | 高斯泼溅 | 机器人仿真 | 多模态AI

華為捲入張又俠案,AI軍事洩密大案同時收緊?任正非軍方底色被扒開,二十年倒查跑得掉嗎?|夜話時局|大時局

DeepMind新AI智能体,发现了一种奇特的全新思维方式

AI下一场战争,不是只拼模型 | AI竞争 | 算力独立 | 开放模型 | 机器人 | AI生物学 | Sarah Guo | Conviction | 大语言模型 | 人工智能投资

How To Run Insanely Good Uncensored AI Coding Models on ANY PC

AI本地部署,真没想到,Mac进化了! #本地部署 #AI本地部署 #AI大模型 #硬件配置 #MacbookM5

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爆紅新模型 Jev 解析,不聊天只做決定,快 200 倍又便宜 400 倍?

🔴【每日要聞】中國大模型完蛋了:GPT已經比Deepseek還便宜!Muse幹翻金融服務業,華爾街韭菜不好割了!皇上一出發,A股就下跌!|小翠時政財經 20260923

AI模型蒸馏导致重大机密泄露 | 弯道超车遭大翻车!| 川普或有可能赢得大选 |

新加坡前外长杨荣文谈中国AI:中国模型为何频频开源,究竟在砸谁最赚钱的饭碗? | 中国AI把模型放出/真正砸谁饭碗?

AI大模型百花齊放 Meta Muse 20260923 陳龍 股市尊龍

AI競賽踩煞車? AI三巨頭籲放慢模型開發 風暴延燒! OpenAI延後IPO 奧特曼:安全優先 三階段對策! 比照金融業.AI企業引進外部監管|三立財經iNEWS

有夠跩? AI模型Jev只給"三種答案"卻讓科技圈瘋狂..輝達首度出手投資台股! 聯發科藏著什麼AI大布局?│【關我什麼事 完整版】陳斐娟 主持│20260922|三立財經iNEWS

Pi Agent 多智能体实战:用 pi-herdr-agents 搭建 AI 团队|subagent 自定义 + workflow 工作流编排|旅行规划与 3D 赛车开发全流程教程|附可复用开源配置

Can An Open Coding Harness Replace Your $200 Plan

Qwen3.8 27B,本地部署全解析。 #本地部署 #qwen#AI大模型 #AI算力 #DeepSeek

【免信用卡】0成本白嫖 32G 大显存!手把手接进 VS Code 打造你的专属 AI 编程神器|小白一次跑通保姆级教程

Should I Quit Claude Code? This FREE AI Coding Tool Is Crazy

低显存也能跑!Qwen3.8-35B-A3B 多模态 AI 模型本地部署教程|接入Hermes Agent

国产AI大模型集体翻车,用户数据被偷偷转给美国,连军方、公安都中招!甚至用claude研究台湾军事目标? 国产AI|DeepSeek|Kimi|Anthropic|AI蒸馏|数据泄露|创始人被抓

EP338. Jev 模型橫空出世、谷歌模型也當駭客、特斯拉大多頭發聲 | M觀點

✨【投资TALK君1496期】AI智能体落地,科技芯片疯狂反攻!需要减仓了?✨20260921#CPI #nvda #美股 #投资 #英伟达 #ai #特斯拉

Claude Code 重磅更新:AI Agent 現在會自己「加班」幫你工作到天亮?😱

深度解析:Gemini 4 Pro 即将发布?网传爆料汇总与真相分析

AI编程怎么一代不如一代?分享下我的猜测。

Jev AI 完整教程:三种决策模式详解,接入 Codex 完整流程

GPT6 - Astra 真的变强了? OpenAI 隐藏了哪些数据 ?

中国AI大模型危及国安;广州频出丑闻赶超武汉;海底捞这回彻底凉了|《#世界的中国》周刊(第199期)

AI编程保姆级教程基础篇:搞懂AI编程核心概念

2026主流AI大模型分层排行:ChatGPT、Claude、Gemini、DeepSeek、Kimi、Qwen谁更强?

下一个爆炒的AI热点(Muse智能体)!?目前股价还在低位

「AI 编程直播」从 0 开始做两个软件 · Day 01

小米发布并开源MiMo-V2.6系列模型;SpaceXAI 发布 Grok 4.7 模型【AI 早报 2026-09-22】

高价算力可能要彻底拜拜了,因为大模型的底层逻辑 刚刚竟被重新改写!#Jev #TypeSafe #ChatGPT #AI模型

Jev 是什麼?5 分鐘看懂 TypeSafe 決策模型、LLM 差異與三種題型

Laya大模型!Jev开源平替!本地就能跑!#ai

AI智能体怎么选?Codex、Claude Code、WorkBuddy、Google AI 实测对比
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- 来屎山之巅,看GPT6和Fable5.1神仙打架|屎山论剑 ▶ 30万 · @Token就是词元
- 屎山论剑|DeepSeekV4Flash:下一位! ▶ 28万 · @Token就是词元
- 豆包2.1pro实测!对决GPT5.5做我的世界谁更强? ▶ 28万 · @Likely7Ai
- DeepSeek V4 Pro大战 GPT-5.5:前端、写作、代码全测了一遍,结果很抽象! ▶ 24万 · @神烦老狗
- AI智斗第一期数字囚牢来袭!看五大AI勾心斗角!谁能摘取桂冠! ▶ 21万 · @OpenHex
- 「实测」怒砸800大洋!测试Claude“神话”Fable 5 模型,4个任务把额度干爆了... ▶ 21万 · @神烦老狗
- Kimi-K3|实战祖传代码|代表月亮!照亮屎山! ▶ 19万 · @Token就是词元
🚀 产品发布 whatships · What's Launch
- Quiver 2.0 — faster, cleaner SVG generation in Paper @stephenhaney · design
- X Numbers — share a number so anyone can reach you @chat · consumer
- Claude Opus 5.5 — first model in the Claude 5.5 family @claudeai · ai
- umbrelOS 2.0 — a small computer that becomes your cloud @umbrel · hardware
- Bot avatars — 18 animated 3D bots, zero dependencies @Jakubantalik · design
- Tesseract — a video suite for your AI agent @trymirage · design
- Alexandria — a knowledge library for superintelligence @firecrawl · ai
- Framer Skills — teach the agent how you work @framer · design
- DIFFUSE — hire AI-native talent for agencies @runwayml · other
- OpenMuse — a self-hostable assistant for any harness @ataiiam · ai
- Worker Previews — production-like env for every change @yomnashousha · developer-tools
- Mirasim — every model and harness, same session @Mirasim_ADE · developer-tools
- Muse for Marketing — ads, SEO, and site tools in Muse @irabukht · ai
- Runway Labs — responsive generative video interfaces @runwayml_labs · motion
- Cube Motion — an SVG animation library, drawn in JS @dwhitedesign · design
- Dramagic — AIGC platform for short dramas @BytePlusGlobal · ai
- Onlight — control Philips Hue from the Mac menu bar @jamesm · productivity
- Inco Splash — open-source inference on Apple silicon @inco_ai · developer-tools
- Commons — people and AI agents run orgs together @NicolaeRusan · ai
- Sherpa — the most advanced fiction writing AI @RohanNayak2 · ai
- Grok Bot — it can send you voice notes @bot · ai
- Glyph — a GPU typography engine for the web @pmndrs · design
- Agentsky — an agent market in the browser @quxiaoyin · ai
- AgentCloak — use any AI without sharing real data @peteryared · ai
📦 版本发布 tracked repos releases
- NandhaKishorM/laya v0.3.10 2026-09-23
- heygen-com/hyperframes v0.8.65 2026-09-23
- NandhaKishorM/laya v0.3.9 2026-09-23
- deepseek-ai/deepseek-harness dsh-v0.1.7-rc.1 pre 2026-09-23
- jev-chat/jev-chat-jarvis v1.4 2026-09-23
- heygen-com/hyperframes v0.8.64 2026-09-23
- hypit-ai/hypit v0.2.13 2026-09-23
- debpalash/VoiceStudio v0.5.6 2026-09-23
- stablyai/orca v1.4.209 2026-09-23
- jev-chat/jev-chat-jarvis-mac v0.5.0 2026-09-23
- miuuyy/codex-chatgpt-web v6.0.0 2026-09-23
- awlevin/typesafe-computer-use v0.2.0 pre 2026-09-22
- Mak5er/AirCard v1.2.4 2026-09-22
- Graphify-Labs/graphify v0.9.66 2026-09-22
- NandhaKishorM/laya v0.3.6 2026-09-22
- BuilderIO/agent-native clips-v0.1.312 2026-09-22
- heygen-com/hyperframes v0.8.62 2026-09-22
- sevenevesai/riso-windowseat v1.0 2026-09-22
- earendil-works/pi v0.87.1 2026-09-22
- BuilderIO/agent-native @agent-native/toolkit@0.20.6 2026-09-22
- flexprice/flexprice v2.1.32 2026-09-22
- zeronsh/zeron v0.2.84 2026-09-22
- Asymptote-Labs/agent-beacon v1.3.20 2026-09-22
- qiz029/dscode v0.7.27 2026-09-22
🛰️ Skywork 动态
- Turn ideas into Websites with Skywork r/SkyworkAI_Official · 2026-09-02
- Skywork Note AI Voice Recorder Reviews r/SkyworkAI_Official · 2026-08-31
- Turn a Prompt Into a Launch-Ready Website r/SkyworkAI_Official · 2026-08-24
- Refund r/SkyworkAI_Official · 2026-08-16
- Online Business Built with Skywork r/SkyworkAI_Official · 2026-08-12
- Server down r/SkyworkAI_Official · 2026-08-08
- Help r/SkyworkAI_Official · 2026-08-06
- Anyone else getting ignored by Skywork Support? Need a refund for annual renewal r/SkyworkAI_Official · 2026-08-05
- Introducing the Skywork AI Hardware Family r/SkyworkAI_Official · 2026-08-03
- Skywork Design: Prompt → Editable Prototype r/SkyworkAI_Official · 2026-07-29
- It keep burning credits non-stop r/SkyworkAI_Official · 2026-07-27
- Turn one poster idea into ready-to-publish social assets r/SkyworkAI_Official · 2026-07-21
- Has anyone successfully resolved an accidental annual subscription renewal? r/SkyworkAI_Official · 2026-07-15
- Need Help: Request for Manual Review of My Accidental Annual Subscription Renewal (USD 509.90) r/SkyworkAI_Official · 2026-07-15
- Introducing the UPGRADED Skywork Posters r/SkyworkAI_Official · 2026-07-10
- Need Help: Refund Request for Accidental Annual Subscription (No Response for Over One Week) r/SkyworkAI_Official · 2026-07-10
- Skywork Design: Describe your idea, generate production-ready UI, and publish it as a website in one click r/SkyworkAI_Official · 2026-07-08
- You can now customize the size of your slides. r/SkyworkAI_Official · 2026-07-07
- One Hub. One Workflow. All in Skywork r/SkyworkAI_Official · 2026-07-07
- See what our team created with Skywork Design over the past week. r/SkyworkAI_Official · 2026-07-06
- Introducing Skywork Tags: a new way for teams to collaborate with Skywork r/SkyworkAI_Official · 2026-07-06
- What can you design with just one sentence? r/SkyworkAI_Official · 2026-07-06
- Accidentally subscribed for a year plan. Used for a day with the 7 day free trial not thinking too much about it, not going to use it anymore. Any way i can get a refund? Saw on the discord server that this is happening alot... r/SkyworkAI_Official · 2026-06-30
- Brand-New Interactive Cards for Direct Data Visualization r/SkyworkAI_Official · 2026-06-24
- Product Update: Overhauled Sidebar with One-Click Pinned Chat Support r/SkyworkAI_Official · 2026-06-22
🧪 Show HN 开发者发布的新产品
- Show HN: A website that tracks US food prices every day 28p
- Show HN: Foremerge – Catch intent conflicts between parallel coding agents 19p · naw103/foremerge
- Show HN: I created an open source locally usable full fledged AI platform 16p · theguysudo/ENZO
- Show HN: Jeff – A read-only CLI for semantic code review using Jev 15p · Alurith/jeff
- Show HN: AI Facial Attractiveness Model Aligned with Human Preferences 11p
- Show HN: Three genlocked RP2350B make a console – 3k sprite pixels per line) 11p
- Show HN: Frost – frosted-glass Linux icons where file types say what they are 10p · thissayantan/frost-icon-theme
- Show HN: Rubrol – Sub-10ms PDF engine using Typst instead of Headless Chrome 9p
💰 商业动态 · TechCrunch/VB/MIT TR
- Nscale helped ByteDance subsidiary access Nvidia chips, swerving US rules — reports Sifted · 2026-09-23
- Even Americans who use AI every day are worried about it TechCrunch AI · 2026-09-23
- YouTube Music gets more conversational with new AI features TechCrunch AI · 2026-09-23
- Magic AI raises £8m to take its AI-powered fitness mirror to the US Sifted · 2026-09-23
- YouTube will let you build your own algorithm with AI TechCrunch AI · 2026-09-23
- YouTube releases new AI features for creators within its Studio app TechCrunch AI · 2026-09-23
- StrictlyVC at TechCrunch Disrupt 2026: Inside the changing rules of venture capital TechCrunch AI · 2026-09-23
- StrictlyVC at TechCrunch Disrupt 2026: Inside the changing rules of venture capital TechCrunch Venture · 2026-09-23
- Anthropic and Nvidia back Basecamp Research in $140m round Sifted · 2026-09-23
- 3 days left to save up to $200 and make impactful connections at TechCrunch Disrupt 2026 TechCrunch AI · 2026-09-23
- 3 days left to save up to $200 and make impactful connections at TechCrunch Disrupt 2026 TechCrunch Venture · 2026-09-23
- Spotify is giving you the keys to its recommendation algorithm with US launch of ‘Taste Profile’ TechCrunch AI · 2026-09-23
- Ema raises $77M as AI starts eating into enterprise software and services TechCrunch AI · 2026-09-23
- Jumbo-Sized Series A Rounds Are On The Rise Crunchbase News · 2026-09-23
- The Emerging M&A Map For AI Agent Security Crunchbase News · 2026-09-23
- ‘You cannot hide from AI’: Should we fear AI-led performance reviews? Sifted · 2026-09-23
- What if companies could finally use their most valuable data? Sifted · 2026-09-23
- Exclusive: Connect Ventures raises $55m in first close of fifth fund to chase deeptech founders Sifted · 2026-09-23
- Exclusive: VSquared and East X lead £10m seed for rare materials startup Sifted · 2026-09-23
- Qdrant’s next chapter: From vector search into physical AI Sifted · 2026-09-23
- From one of Europe’s biggest fintech exits to bootstrapping an AI startup: ‘There’s no limitation’ Sifted · 2026-09-23
- “We’re already fighting yesterday’s battle”: Greece’s prime minister gets candid about AI TechCrunch AI · 2026-09-23
- TechCrunch Founder Summit’s agenda revealed: Unlock fundraising, hiring, and AI insights in Boston on November 4 TechCrunch AI · 2026-09-22
- TechCrunch Founder Summit’s agenda revealed: Unlock fundraising, hiring, and AI insights in Boston on November 4 TechCrunch Venture · 2026-09-22
- Snorkel AI triples valuation to $3.5B as demand for AI training data booms TechCrunch AI · 2026-09-22
- Qualcomm launches two new smartphone chips with emphasis on AI TechCrunch AI · 2026-09-22
- Meta admits Muse’s likeness to OpenClaw isn’t a coincidence TechCrunch AI · 2026-09-22
- a16z is challenging Silicon Valley’s love for drop-outs by launching a school TechCrunch Venture · 2026-09-22
- OpenAI launches GPT-6 Sol and Luna, boasting lower cost and fewer mistakes TechCrunch AI · 2026-09-22
- Anthropic releases Opus 5.5 with lower prices and Fable-level performance TechCrunch AI · 2026-09-22
🎯 我追踪的主题(经 xlb navigator + LLM 判过价值的精选)· 图文卡片流 · 完整动态见 Reader
🎯 MCP浏览器自动化 4 精选 · 4 源更新
📦 github
Aas-ee/open-webSearch
mendableai/firecrawl-mcp-server
AgentDeskAI/browser-tools-mcp
ChromeDevTools/chrome-devtools-mcp
🆕 最新动态 4 源更新 · 同源已折叠
🎯 上下文工程精选 67 精选 · 14 源更新
📺 y-video

如何用AI找到未知的未知

设计隔离 拆解 Grill-me Superpowers Openspec 的第一步

Superpowers让Claude Code写出工程级代码

免费 Vibe Coding 流程
📦 github
win4r/openclaw-a2a-gateway
🆕 最近动态 8
- v1.5.1 — Fix stale compiled output in the npm package2026-07-04
- v1.5.0 — DevTools CLI + WebSocket Pooling + OpenClaw 2026.5 Compat2026-07-03
- v1.4.0 — Stale Task Recovery + CLI DX + Connection Pooling2026-04-03
- v1.3.0 — Bio-inspired Integration & Adaptive Intelligence2026-04-01
- v1.2.0 — Symmetric Discovery + Skills Routing2026-03-24
- v1.1.0 — 6 New Features: Routing, Push, DNS Discovery & More2026-03-24
- v1.0.1 — Device Identity + Metrics Auth2026-03-24
- v1.0.0 — Production-Ready A2A Gateway2026-03-24
zhengzizhe/conductor
🆕 最近动态 10
- Conductor v1.0.32026-06-30
- Conductor v1.0.22026-06-24
- Conductor v1.0.12026-06-22
- Conductor 1.0.02026-06-20
- Conductor 0.0.92026-06-18
- Conductor 0.0.82026-06-17
- Conductor 0.0.72026-06-17
- Conductor 0.0.62026-06-17
- Conductor 0.0.52026-06-16
- Conductor 0.0.42026-06-16
ansxuman/Clauge
openai/symphony
🆕 最近动态 4
- Symphony nightly2026-09-15
- v0.0.32026-09-15
- v0.0.22026-07-24
- v0.0.12026-07-18
snarktank/antfarm
🆕 最近动态 10
- v0.5.12026-02-15
- v0.5.02026-02-15
- v0.4.32026-02-15
- v0.4.22026-02-15
- v0.4.12026-02-13
- v0.4.0 — Workflow Medic2026-02-13
- v0.3.52026-02-13
- v0.3.4: fix two-phase polling (allow sessions_spawn + bump timeout)2026-02-13
- v0.3.32026-02-13
- v0.3.2: landing page install block redesign2026-02-13
first-fluke/oh-my-agent
🆕 最近动态 12
- web: v7.0.02026-09-23
- cli: v15.0.02026-09-23
- web: v6.10.22026-09-22
- cli: v14.14.32026-09-22
- cli: v14.14.22026-09-22
- cli: v14.14.12026-09-21
- web: v6.10.12026-09-21
- web: v6.10.02026-09-20
- cli: v14.14.02026-09-20
- cli: v14.13.42026-09-19
- cli: v14.13.32026-09-19
- web: v6.9.32026-09-19
catlog22/Claude-Code-Workflow
🆕 最近动态 10
- v7.3.142026-05-05
- v7.3.132026-04-30
- v7.3.122026-04-29
- v7.3.92026-04-21
- v7.3.82026-04-17
- v7.3.7 — Session ID Chronological Sort2026-04-16
- v7.3.2 — Launcher UX & Unified Manifest2026-04-12
- v7.2.292026-03-30
- v7.2.26 — json_builder Tool & Schema-Aware Validation2026-03-29
- v7.2.132026-03-23
JsonLee12138/agent-team
🆕 最近动态 10
- v2.0.12026-03-22
- v2.0.02026-03-22
- v1.7.02026-03-19
- v1.6.2-beta.12026-03-19
- v1.6.12026-03-18
- v1.6.02026-03-16
- v1.5.02026-03-13
- opencode-v1.5.02026-03-13
- v1.4.02026-03-13
- v1.3.12026-03-13
conductor-oss/conductor
🆕 最近动态 10
- v3.33.0-rc52026-09-18
- v3.33.0-rc42026-09-15
- v3.33.0-rc32026-09-11
- v3.32.42026-09-10
- v3.33.0-rc22026-09-10
- v3.32.32026-09-10
- v3.32.22026-09-10
- v3.33.0-rc12026-09-09
- v3.32.2.rc52026-09-02
- v3.32.2.rc42026-09-02
manaflow-ai/cmux
🆕 最近动态 10
- Nightly2026-09-23
- Release Candidate2026-09-18
- v0.64.252026-09-17
- cmux-tui-v0.13.42026-09-17
- cmux-tui-v0.13.32026-09-16
- cmux-tui-v0.13.22026-09-16
- v0.64.242026-09-15
- v0.64.232026-09-14
- cmux-relay-v0.1.0-rc.62026-08-27
- cmux-tui-v0.13.12026-08-26
rohitg00/agentmemory
🆕 最近动态 10
- v0.9.292026-08-16
- v0.9.282026-07-19
- v0.9.272026-06-07
- v0.9.26 - hotfix for first-run load crash2026-06-03
- v0.9.25 - regression sweep + sharded index + graph pagination2026-06-02
- v0.9.24 — hotfix: --version + iii hard-pin2026-05-29
- v0.9.23 — Copilot CLI + graph extraction fix2026-05-29
- v0.9.222026-05-26
- v0.9.21 — quality + integration wave (OpenCode plugin + 9 bug fixes)2026-05-19
- v0.9.20 — hotfix: revert Codex Stop session-end2026-05-18
410979729/scope-recall
MemPalace/mempalace
🆕 最近动态 10
- v3.10.0 — lighter ways in for agents2026-09-16
- v3.9.0 — one hub for every agent2026-08-31
- v3.8.0 — fast large palaces, lean MCP proxies, wakeable agents2026-08-23
- v3.7.1 — mine completeness, reconnect integrity, clean shutdown2026-08-14
- v3.7.0 — agent logstream, integrity spine, and pluggable embeddings2026-08-11
- v3.6.02026-07-17
- v3.5.02026-06-23
- v3.4.12026-06-15
- v3.4.02026-06-06
- v3.3.6 — multilingual recall, living graph, surgical reads2026-06-06
moorcheh-ai/memanto
🆕 最近动态 10
- Vapi v0.1.02026-09-21
- v0.2.222026-09-18
- AG2 v0.1.02026-09-18
- Agentcore v0.1.02026-09-18
- Claude Code v0.1.12026-09-15
- v0.2.212026-09-09
- v0.2.202026-09-04
- v0.2.192026-09-01
- v0.2.182026-08-28
- V0.2.172026-08-24
mworldorg/markdown-memory
msitarzewski/agency-agents
huanchong-99/GitCortex
zxkane/autonomous-dev-team
drona23/claude-token-efficient
CodingOX/CodeRecall
alexgreensh/token-optimizer
borhen68/TokenTamer
masoncl/review-prompts
🆕 最近动态 1
franklioxygen/agent-workflows
OthmanAdi/planning-with-files
🆕 最近动态 11
- v3.20.5 - Reliable initialization and OpenCode replay2026-09-21
- v3.20.4 - PowerShell route works in projects under OneDrive2026-09-19
- v3.20.3 - linked plan directories are never plans, on every route2026-09-19
- v3.20.2 - Hermes: say why nothing was injected when the host re-homes the working directory2026-09-19
- v3.20.1 - four fixes from the v3.19.0 and v3.20.0 review issues2026-09-18
- v3.20.0 - DeepSeek Harness first-class support and Cursor named plans on Windows2026-09-17
- v3.19.0 - PowerShell named plans, exact catchup filenames, safe active-pointer replacement2026-09-17
- v3.18.3 - Quiet completion notices2026-09-16
- v3.18.2 - Isolated adapters and strict sync verification2026-09-16
- v3.18.1 - UTF-8 BOM active-pointer compatibility2026-09-15
- v3.18.0: Saved plan inventory2026-09-13
mrtooher/fable-mode
🆕 最近动态 3
- v3.1-fable2026-09-02
- v2-succession2026-07-07
- v1-original — original Fable 5 draft2026-06-17
bfly123/claude_code_bridge
s0912758806p/agentic-sop-to-work
🆕 最近动态 10
- v1.9.0 — Loop Engineering triad + six-rung-ladder2026-06-23
- plugin-forge v0.1.0 — Claude Code plugin linter + scaffolder2026-06-17
- alcoa-guard v0.1.0 — ALCOA+ data-integrity linter2026-06-16
- second-opinion-honesty v0.2.0 — opt-in enforced acknowledgement gate2026-06-14
- second-opinion-honesty v0.1.0 — domain-neutral honesty reviewer2026-06-14
- v1.5.4 — flow GIF + smart intake (P1) + capped fix-loop (P2)2026-06-12
- v1.5.2 — engine extraction + bilingual errors2026-06-12
- v1.5.1 — --plan branch/map + static goto validation2026-06-12
- v1.5.3 — CSO Use-when skill descriptions2026-06-12
- v1.5.0: agentic-sop-kit 1.5.0 — flow-engine upgrade2026-06-10
steveyegge/gastown
HKUDS/OpenHarness
🆕 最近动态 4
catlog22/Maestro-Flow
🆕 最近动态 10
- v0.5.882026-09-21
- v0.5.872026-09-18
- v0.5.862026-09-05
- v0.5.852026-09-04
- v0.5.842026-09-03
- v0.5.832026-08-31
- v0.5.822026-08-24
- Maestro Sidebar v0.1.32026-08-24
- Maestro Sidebar v0.1.22026-08-24
- v0.5.812026-08-24
RunMaestro/Maestro
🆕 最近动态 10
- v0.18.5-RC | Major Leaps in Maestro2026-09-21
- v0.17.4 | Maestro Cue2026-09-21
- backup/rc-202607232026-07-23
- backup/main-poisoned-202607232026-07-23
- v0.18.4-RC | Maestro Web Desktop2026-07-04
- v0.17.3 | Maestro Cue2026-07-04
- v0.17.2 | Maestro Cue2026-06-27
- v0.18.3-RC | Maestro Web Desktop2026-06-27
- untagged-d5dd4103b87aeccc00e6: feat(git-viewers): make file paths clickable to open as preview tabs2026-06-26
- v0.18.2-RC | Maestro Web Desktop2026-06-20
pawel-cell/cmux-ai-agents-bundle
win4r/codebase-memory-mcp-pro
Tarquinen/opencode-dynamic-context-pruning
🆕 最近动态 10
- v3.2.0 - OpenCode V2 support2026-09-20
- v3.1.15 - Installation and reliability fixes2026-08-16
- v3.1.14 - OpenTUI compatibility2026-06-25
- v3.1.13 - DCP TUI panel2026-06-16
- v3.1.12 - Context limit fixes2026-05-12
- v3.1.11 - Protect tags2026-05-07
- v3.1.10 - Node ESM compatibility and auto update2026-05-07
- v3.1.9 - Fix chat message filtering2026-04-05
- v3.1.8 - Harden DCP hook message handling2026-04-04
- v3.1.7 - package loading and packaging fixes2026-04-03
repoprompt/repoprompt-ce
🆕 最近动态 10
- RepoPrompt CE 1.4.12026-09-07
- RepoPrompt CE 1.4.02026-08-30
- RepoPrompt CE 1.3.02026-08-11
- RepoPrompt CE 1.2.02026-08-03
- RepoPrompt CE 1.1.22026-07-30
- RepoPrompt CE 1.1.12026-07-29
- RepoPrompt CE 1.1.02026-07-21
- RepoPrompt CE 1.0.292026-07-15
- RepoPrompt CE 1.0.282026-07-10
- RepoPrompt CE 1.0.272026-07-09
snarktank/ralph
frankbria/ralph-claude-code
DmitrySolana/ralph-claude-code
mikeyobrien/ralph-orchestrator
🆕 最近动态 10
- 2.10.1 - 2026-06-222026-06-23
- 2.10.0 - 2026-06-212026-06-22
- v2.9.32026-05-08
- 2.9.2 - 2026-04-102026-04-10
- 2.9.1 - 2026-04-042026-04-04
- 2.9.0 - 2026-04-032026-04-03
- v2.8.12026-03-16
- 2.8.0 - 2026-03-102026-03-10
- 2.7.0 - 2026-03-062026-03-06
- 2.6.0 - 2026-02-252026-02-25
🌐 website
mattpocock/skills
anthropics/claude-code
✍️ blog
C
A field guide to Claude Fable 5: Finding your unknowns
S
Claude Code is My Computer
S
Essential Reading for Agentic Engineers - August 2025
S
Just Talk To It - the no-bs Way of Agentic Engineering
S
My Current AI Dev Workflow
S
Essential Reading for Agentic Engineers
S
My AI Workflow for Understanding Any Codebase
S
MCP Best Practices
🌐 website
R
repoprompt.com
C
cmux.dev
🆕 最新动态 14 源更新 · 同源已折叠
🎯 嵌入式开发视频 30 精选

Live: Working on C++ implementation of our OS

Live: Even more refactoring, moving to C++

Live: More C++ and more refactoring

Live: Refactoring the OS, starting with C++

Live: Better debugging with ELF binary support

Live: Finally doing FAT32

Live: Replacing make with Scons, and trying to add MBR support

Live: Booting from hard drives

Live: Interrupts and playing with graphics

Building an OS - 10 - Hardware interrupts, PIC

Building an OS - 9 - Interrupt handling

Building an OS - 8 - Interrupts, IDT, GDT

Building an OS - 7 - Finishing the bootloader, migrating to GCC

Live: Making part 7 (2/2) - Finishing the bootloader, kernel hello world

Live: Making part 7 (1/2) - Goodbye Watcom, hello GCC

Setting up an OS dev environment, building GCC toolchain

Building an OS - 6 - FAT subdirectory support

Building an OS - 5 - How to implement printf

Building an OS - 4 - Writing bootloader in C

Building an OS - 3 - The FAT file system

Building an OS - 2 - Reading from the disk

Building an OS - 1 - Hello world

Protected mode: how your OS can protect itself

Common Problems and Solutions (Operating System Kernel #1)

Write Your Own 64-bit Operating System Kernel #2 - Stack, long mode and printing using C code

第四章 引导启动程序 (第二节)

第三章 linux内核体系结构(第二节)

第一章 at&t汇编语法格式

第二章 保护模式(第一节)

第二章 保护模式(第二节)
📺 y-playlist

Building a bootloader

Building an OS

Write Your Own 64-bit Operating System Kernel From Scratch

linux内核编程入门
🎯 开源工具动态 2 精选 · 3 源更新
📦 gitlab
G
inkscape
🆕 最近动态 12
- Inkscape 1.42024-10-12
- Inkscape 1.3.22023-11-25
- Inkscape 1.3.12023-11-17
- Inkscape 1.32023-07-25
- Inkscape 1.2.22022-12-04
- INKSCAPE_1_2_12022-07-14
- Inkscape 1.22022-05-15
- Inkscape 1.1.22022-02-05
- Inkscape 1.1.12021-09-21
- INKSCAPE_1_12021-05-24
- INKSCAPE_1_0_22021-01-16
- INKSCAPE_1_0_12020-09-07
📦 sourceforge
7-Zip
Download 7-Zip for free. A free file archiver for extremely high compression. 7-Zip is a file archiver with a high compression ratio. 7-Zip works in Windows 11 / 10 / 8 / 7 / Vista / XP / 2022 / 2019 / 2016 / 2012 / 2008 / 2003 / 2000.
🆕 最近动态 12
- /7-Zip/26.03/7z2603-x64.msi2026-09-04
- /7-Zip/26.03/7zr.exe2026-09-04
- /7-Zip/26.03/7z2603-x64.exe2026-09-04
- /7-Zip/26.03/7z2603-src.tar.xz2026-09-04
- /7-Zip/26.03/7z2603-src.7z2026-09-04
- /7-Zip/26.03/7z2603-linux-x86.tar.xz2026-09-04
- /7-Zip/26.03/7z2603-mac.tar.xz2026-09-04
- /7-Zip/26.03/7z2603-linux-x64.tar.xz2026-09-04
- /7-Zip/26.03/7z2603-linux-arm64.tar.xz2026-09-04
- /7-Zip/26.03/7z2603-linux-arm.tar.xz2026-09-04
- /7-Zip/26.03/7z2603-extra.7z2026-09-04
- /7-Zip/26.03/7z2603-arm64.exe2026-09-04
🆕 最新动态 3 源更新 · 同源已折叠
🎯 本地大模型 37 精选 · 12 源更新

New Local AI Inference Engine Makes Qwen3.8-27B 2× Faster on Apple Silicon 🚀

How to Self-Host an LLM: Local AI Inference with vLLM

Understand Local AI in 15 Minutes

Let's Run the LEAKED Step-5 Locally (New #1 Open Source AI) 🤯

Intel Finally Has A Real AI GPU: Arc B580

Finding the Best Local LLMs for a Normal Home Computer
📦 github
bigscience-workshop/petals
🆕 最近动态 10
- v2.2.0: Falcon, macOS support, and more2023-09-06
- v2.0.0: LLaMA 1 and 2, Guanaco, 4-bit, shortest-path routing, direct server-to-server communication2023-08-30
- v2.1.0: 🤗 .generate(), faster loading, responsive inference, and more2023-08-26
- v2.0.1.post22023-08-11
- v2.0.1.post1: Fix petals.utils.ping for servers with client-mode DHT (#430)2023-08-03
- v2.0.1: Inference of longer sequences, Python 3.11 support, bug fixes2023-07-23
- v2.0.0.post32023-07-20
- v2.0.0.post22023-07-20
- v1.1.5: Faster fine-tuning, bug fixes, and more2023-05-09
- v1.1.4: Extended GPU support, faster startup, and more2023-04-21
nsarrazin/serge
ViperX7/Alpaca-Turbo
🆕 最近动态 9
- Beta 0.82023-05-27
- Alpaca Turbo Releasev0.72023-04-27
- Alpaca Turbo Releasev0.62023-04-14
- Alpaca Turbo Releasev0.52023-04-03
- Alpaca Turbo Releasev0.42023-04-03
- Alpaca Turbo Release v0.32023-04-02
- beta_v0.32023-04-02
- Alpaca Turbo Release v0.22023-04-02
- Alpaca Turbo Release2023-03-31
hlhr202/llama-node
binary-husky/gpt_academic
liltom-eth/llama2-webui
🆕 最近动态 6
- v0.1.14 Release2023-10-04
- v0.1.13 Release2023-10-03
- v0.1.12 Release2023-08-26
- v0.1.11 Release2023-08-26
- v0.1.10 Release2023-08-24
- v0.1.9 Initial Release2023-08-23
datawhalechina/self-llm
rafska/Awesome-local-LLM
cocktailpeanut/dalai
🆕 最近动态 1
- 0.1.02023-03-13
Jittor/JittorLLMs
intel/intel-extension-for-transformers
🆕 最近动态 10
- v1.5: Clean INC import (#1645)2024-07-02
- Intel® Extension for Transformers v1.4.2 Release2024-05-24
- Intel® Extension for Transformers v1.4.1 Release2024-04-21
- Intel® Extension for Transformers v1.4 Release2024-04-08
- v1.4rc12024-03-18
- Intel® Extension for Transformers v1.3.2 Release2024-02-24
- Intel® Extension for Transformers v1.3.1 Release2024-01-19
- v1.3.1.dev02024-01-05
- Intel® Extension for Transformers v1.3 Release2023-12-22
- llmaas1.3.02023-12-14
go-skynet/LocalAI
mlc-ai/mlc-llm
🆕 最近动态 10
- v0.20.02026-07-07
- v0.26.dev0: [Refactor] Update TVM runtime integration (#3501)2026-06-28
- v0.19.02025-02-11
- v0.20.dev0: [Device] Defer the CPU detection (#3126)2025-02-10
- v0.18.12024-12-15
- v0.19.dev0: [Model] Add support for OLMo architecture (#3046)2024-12-14
- v0.17.2: [Bench] Update API backend names (#2968)2024-10-08
- v0.17.12024-09-09
- v0.18.dev0: Added hermes 3 support (#2886)2024-09-09
- v0.1.dev02023-04-29
turboderp/exllamav2
ollama/ollama
ggerganov/llama.cpp
vllm-project/vllm
vllm-project/production-stack
pytorch-labs/gpt-fast
Mozilla-Ocho/llamafile
oobabooga/text-generation-webui
getumbrel/llama-gpt
karpathy/llama2.c
🌐 website
oobabooga/text-generation-webui
✍️ blog
L
lawrencecchen.com/llama-65b-m1-max
T
til.simonwillison.net/llama-7b-m2
🌐 website
O
ollama.ai/library
🐳 docker
H
hub.docker.com/ollama
🆕 最新动态 12 源更新 · 同源已折叠
- GUI harness [video]
- Open-source alternative to GrokBot called PersonalJarvis, where you can use LOCAL MODELS or connect models via subscriptions and API keys. Self-hosted, with integrated browser use, routines, a self-learning loop/memory system, 40 plugins, custom MCP servers, skills, CLIs and more
- Pi agent qwen 3.8 flash next plays Baldur's Gate 2
- b11139 (+17 更早)
- MiMo-V2.6 (both Pro and Flash) is a benchmaxxed scam
- Streaming Nemotron 3 Diarization
- Space Bunny is the new stealth model in OpenCode. Free to try, multimodal
- Perhaps the highest quality mainline quants of Qwen3.8 27B?
- Extending context window past 262144?
- MiMo-V3 is getting a new architecture. The core of it, HySparse2, is out today.
- Mods: can we do something about half the forum getting filled with these advertising posts for Jev?
- What framework do you prefer of late for LocalLLM coding? OpenCode or ...
🎯 科技分享频道 4 精选 · 30 源更新
✈️ telegram

极客分享
专注分享各种高质量网站、工具、APP、开源项目等一切好玩的东西🚀,以及偶尔开开车🚗 ✅极客分享2.0 @xgeekshare 📮广告合作 @Geekshare_bot 🌐网站:https://geekshare.org/
🆕 最近动态 12
- #图像处理 #工具2026-09-22
- #图像处理 #工具2026-09-22
- ➡️想找一款高速又稳定的VPN,趣连VPN会是很顺手的选择,免费体验,日常刷视频、上网、切换节点都很省心。支持多设备同时使用,连接更安全,解锁Netflix也很轻松,体验起来更流畅。2026-09-22
- RelayLLM · 纯血 AI API 中转站2026-09-21
- #开源 #Telegram #跨平台2026-09-21
- #开源 #新闻2026-09-20
- #趣站2026-09-20
- ➡️想找一款高速又稳定的VPN,趣连VPN会是很顺手的选择,免费体验,日常刷视频、上网、切换节点都很省心。支持多设备同时使用,连接更安全,解锁Netflix也很轻松,体验起来更流畅。2026-09-20
- #输入法2026-09-17
- #macOS #工具2026-09-17
- #APP #视频处理 #macOS2026-09-15
- #macOS #工具2026-09-15

LptTech
AI一年,人间十年 ✏️ 投稿 @FreonLiquid 🏂 频道 https://t.me/LptTech 📻 Discord https://discord.gg/3ggyJ8SV4F #chatGPT #DeepSeek #OpenAI #AI #人工智能
🆕 最近动态 12
- 网传期待中的deepseek v4 pro正式版斩杀线2026-08-02
- OpenAI今天发布的o3 视觉推理着实有点厉害,已经不是跨过图灵测试的问题,远超普通人了。2025-04-17
- M3 Ultra Mac Studio运行DeepSeek 671B模型与官网速率相当2025-03-11
- 想并肩 DeepSeek 不能靠自嗨和邀请码2025-03-06
- Codeium & Windsurf 用来 PUA AI 的提示词简直惨无人道令人发指2025-02-26
- Clone Robotics 的世界首台可双足行走的肌肉骨骼机器人 Protoclone V1 2025-02-20
- Perplexity发布开源DeepSeek R1 1776推理模型的无中国审查版本2025-02-19
- 大科技对AI初创企业的投资矩阵2025-02-15
- 如果是真的,这种场景AI硬件应用值得给个大拇哥😑2025-02-14
- 中国一新能源汽车自动驾驶实录,5分钟左右,乡村路,道路狭窄,且有对向来车,本车道也有随机的停车,这个环境下驾驶难度很高,整个过程很顺利,令人惊讶2025-02-13
- Sam 公布 Open AI 所有模型的发布规划:GPT-4.5、O3、GPT-52025-02-13
- Channel name was changed to «AI中文社区»2025-02-11

Sliverkissの废弃文化研究所
一名实用主义技术极客的资源聚合频道。 分享AI 工具、代理软件脚本(Quantumult X / Surge / Loon / Egern) 签到与自动化、iOS 快捷指令、白嫖资讯等。 博客:blog.xn--ug8h.eu.org 线报: @sakurako0818 联系: @sliverkiss777 #AI #代理软件 #脚本分享 #快捷指令 #白嫖资讯
🆕 最近动态 12
- 新用户免费体验 Step 5 Preview,先领 15 天,首次调用再获 15 天,合计 30 天。2026-09-23
- OpenRouter 上线匿名模型 Space Bunny Alpha,免费使用,支持 100 万 Token 上下文。2026-09-23
- Space Bunny Free 限时免费,Liner Search MCP 每天200次搜索,不绑卡免API Key。2026-09-23
- Space Bunny 模型限时免费,1M 上下文多模态,不消耗 Go 额度,活动一周。2026-09-23
- Genspark 白嫖GPT-6 、Claude Opus 5.5。2026-09-23
- JEV模型9月25日起在Vercel限时免费,无需排队。2026-09-23
- 魔搭注册后绑定阿里云,1积分兑换1小时AMD Radeon Cloud算力,24GB显存。2026-09-22
- GLMF5.3 和 DS4.1F 国模免费用,Free额度有5小时限额和周限额,跑复杂任务慎重。2026-09-22
- Miora 限时免费用腾讯混元 Hy Image3.5 preview 生图,9月22日到10月7日,无需门槛。2026-09-22
- PixAI 新模型 Tsubaki.3 上线,免费账号签到点数也能生成视频了。2026-09-22
- opencode 宣布免费用 mimo2.6-flash 模型。2026-09-21
- Claude Max用户可送朋友一周免费Pro,每人限送3张。2026-09-21
✍️ medium
M
@croath
🆕 最近动态 10
- BNS 比特币域名服务 & 支撑 BNS 的去中心化网络 Rings Network 解析2023-02-22
- 低成本体验生成 AI 小姐姐照片2023-02-18
- A Brief History of Decentralized Peer-to-Peer Networks | Modern Decentralized Networks #Nostr and…2023-02-03
- 去中心化点对点网络简史 | 现代去中心化网络 #Nostr 和 #RingsNetwork2023-02-03
- 日本人真的说过「花姑娘大大的有」这种话吗2020-02-13
- 小程序生成图片分享朋友圈2019-10-23
- Catalina macOS 10.15 下 CGO 不能运行的解决方案2019-10-13
- macOS 快速在英文与常见输入法之间切换2017-10-17
- 简单 CNN 解决手写汉字错别字识别问题2017-09-15
- Mac 再次中毒了2017-06-27
🆕 最新动态 30 源更新 · 同源已折叠
- 新用户免费体验 Step 5 Preview,先领 15 天,首次调用再获 15 天,合计 30 天。
- OpenRouter 上线匿名模型 Space Bunny Alpha,免费使用,支持 100 万 Token 上下文。
- Space Bunny Free 限时免费,Liner Search MCP 每天200次搜索,不绑卡免API Key。
- Space Bunny 模型限时免费,1M 上下文多模态,不消耗 Go 额度,活动一周。
- Genspark 白嫖GPT-6 、Claude Opus 5.5。
- JEV模型9月25日起在Vercel限时免费,无需排队。
- Miora 限时免费用腾讯混元 Hy Image3.5 preview 生图,9月22日到10月7日,无需门槛。
- 魔搭注册后绑定阿里云,1积分兑换1小时AMD Radeon Cloud算力,24GB显存。
- PixAI 新模型 Tsubaki.3 上线,免费账号签到点数也能生成视频了。
- AMD开发者云中国区免费送GPU算力,24GB显存,1积分兑换1小时。需注册魔搭并绑定阿里云账户,限中国区。
- 国际版阶跃星辰,新用户注册送15天额度,首次API调用再送15天,共30天白嫖。
- 48小时内用邀请码WKBPKR注册Muse,送10亿词元,长期免费使用。
- GLMF5.3 和 DS4.1F 国模免费用,Free额度有5小时限额和周限额,跑复杂任务慎重。
- opencode 宣布免费用 mimo2.6-flash 模型。
- VS Code Copilot 免费版每月2000次代码补全,学生认证后不限次数,有概率路由到GPT-5.6 Luna,不用绑卡。
- 长期免费使用jev-1.13-free模型,无需申请,opencode直接调用,可无限注册。
- 白嫖Qwen3.8-Flash模型,限时免费使用,活动到9月30日截止。
- Claude Max用户可送朋友一周免费Pro,每人限送3张。
- Vercel AI Gateway 免费用 Jev 模型,有效期6天。
- 阶跃星辰官方送30天免费额度,可邀请加天数,可用step-5模型。
- 智谱zcode周末免费,调休期间也算。
- RelayLLM · 纯血 AI API 中转站
- 完成1次API调用送15天额度,额度会重置,可用step-5-preview模型。
- #开源 #Telegram #跨平台
- ➡️想找一款高速又稳定的VPN,趣连VPN会是很顺手的选择,免费体验,日常刷视频、上网、切换节点都很省心。支持多设备同时使用,连接更安全,解锁Netflix也很轻松,体验起来更流畅。
- #开源 #新闻
- #趣站
- #图像处理 #工具
- #图像处理 #工具
- ➡️想找一款高速又稳定的VPN,趣连VPN会是很顺手的选择,免费体验,日常刷视频、上网、切换节点都很省心。支持多设备同时使用,连接更安全,解锁Netflix也很轻松,体验起来更流畅。
🎯 自托管AI编码 15 精选 · 6 源更新
📦 github
TabbyML/tabby
MistRipple/magi-code
🆕 最近动态 10
- Magi v3.0.512026-08-26
- Magi v3.0.502026-08-23
- Magi v3.0.492026-08-22
- Magi v3.0.482026-08-22
- Magi v3.0.472026-08-21
- v3.0.462026-08-21
- v3.0.452026-08-21
- v3.0.442026-08-21
- Magi v3.0.432026-08-10
- Magi Browser Runtime 3.0.432026-08-10
QwenLM/qwen-code
zhukunpenglinyutong/codemoss
yetone/avante.nvim
xintaofei/codeg
RooCodeInc/Roo-Code
sxhxliang/agent-studio
OpenAutoCoder/Agentless
block/goose
Blushyes/coro-code
vinhnx/vtcode
esengine/DeepSeek-Reasonix
XiaomiMiMo/MiMo-Code
Doorman11991/smallcode
🆕 最新动态 6 源更新 · 同源已折叠



