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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 News · 技术 · 工程师
- 2.0 Powering AI is an architecture problem MIT Tech Review AI · 技术 · 决策者
- 2.0 A Hard Year For Software IPOs Crunchbase News · 商业 · 决策者
- 1.9 Astronex-World 1.0: Real-Time Interactive World Model Foundation arXiv cs.AI · 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
- 1.9 Governance-as-Code: Translating EU AI Act Technical Requirements into Executable Compliance Pipelines for Generative AI Systems arXiv cs.AI · 技术 · 工程师
- 1.9 Design of the IBM Granite 5.0 TurboCTC ASR Model arXiv cs.CL · 模型 · 研究者
- 1.9 The Crunchbase Tech Layoffs Tracker Crunchbase News · 商业 · 决策者
- 1.9 I trained a 44M parameter quantized LLM from scratch on 45B tokens. It ships in 19.8 MB and runs at ~1,900 tok/s on CPU. [P] r/MachineLearning · 模型 · 工程师
📰 最新快讯
- Claude Opus 5.5 已在 OpenRouter 上线,价格更低、输出更快
- Claude Opus 5.5 在 Requesty 上线,定价下调
- Anthropic发布Claude Opus 5.5,成本降低40%
- Anthropic发布Claude Opus 5.5,成本降低40%并提高使用限制
- Command Code 新增 Git Worktree 支持,提供 /worktree 命令
- StepFun 开源 Step Code v0.1.0:覆盖完整开发流程的 AI 命令行智能体
- AssemblyAI 的 Universal-3.5 Pro 上线 OpenRouter,限时五折优惠
- OpenRouter 推出 Batch API,Token 价格减半
- OpenRouter 集成 Typesafe AI 的 Jev,实现 LLM 请求自动分类
- Muse 与 Meta 合作,为 PayPal 客户提供 AI 驱动的结账体验
- Hy Image3.5 预览版登陆 Miora,免费至10月7日
- Kimi 浏览器扩展上线,支持录制重复操作技能
- Jev 发布吸引新用户,冲击各大实验室的 Flash 模型
- Kimi 浏览器扩展发布,支持录制技能完成重复任务
- Decision Index 0.1:比较开放权重决策模型的新榜单
- Hy Image3.5 预览版:胜率提升 30%,支持 2K,每张图仅需 0.024 美元
- 腾讯推出 WebCraftBench:用于评估 AI 网页应用质量的基准
- MiniMax 探讨如何验证其代码 Harness 的改进
- TypeSafe AI 因需求激增暂时暂停 Jev 注册
- GMI Cloud 对比 Mimo V2.6 与 Grok 4.7 的 3D 墨水画生成
- Ollama 解决 DeepSeek-V4.1-Flash 模型请求计费错误问题
- Command Code 推出 Step 5 预览
- LiteLLM 分享使用 JEV 构建的开发者指南
- LiteLLM 将 JEV 作为自动路由分类器集成,声称比 Haiku 快 5 倍、成本低 96%
- Hugging Face 的 funes 将历史 Agent 会话转化为可复用记忆
- Qwen-Image-2.1 获得英特尔 Day-0 OpenVINO 支持
- Kimi K3 上线 Amazon Bedrock 并支持企业级管控
- StepFun Step 5 Preview 在 Artificial Analysis 智能指数获 44 分,推动智能-成本前沿
- 腾讯发布Hy Image3.5预览版:胜率提升30%,每张图像定价0.024美元
- 腾讯Hy4预览版权重压缩至214 GiB:770B参数模型从1.5TB降至214 GiB
⭐ 多源共振
githubxsocialboardhn
+1,155★/d 活跃开发 official #21
tiny Jev-like model built on top of Qwen2.5-0.5B you can train and run on your MacBook
🔺 @jaredpalmer 首发 · 47h 前
githubxsocialboard
+1,428★/d 早期·低活动 official #6
Native MLX runtime for Laya typed decision models — 7–14 ms short decisions on M3 Max. No text generation, PyTorch, or cloud API.
🔺 @mizorewww 首发 · 23h 前
githubxsocialboard
+1,338★/d 活跃开发 official #3
Apple Wallet Card Skinner for iOS 18+ (No Jailbreak Required)
🔺 @wenyuanw_ 首发 · 13h 前
githubxsocialboard
+1,141★/d 早期·低活动 official #24
354 条循证建议,覆盖长寿防病、急救、省钱理财、法律红线、失业与工伤、医保社保、恋爱婚育、出国与技能。每条写明成本、收益、证据等级和原始出处,只引期刊论文与官方文件。
🔺 @ForestGrahxu 首发 · 66h 前
🔥 动量榜
| # | Repo | 7d | +1d★ | 7d★ | 质地 | 官方 | X |
|---|---|---|---|---|---|---|---|
| 1 | NandhaKishorM/laya ↺ 4d Python 🔺 @clxymox 首发 · 37h 前 |
+5,306 | 15,347 | 活跃开发 | #2 | 24× | |
| 2 | jev-chat/jev-chat-jarvis ↺ 1d Kotlin 🔺 @cyxjya 首发 · 12h 前 |
+2,607 | 3,465 | 活跃开发 | #1 | 16× | |
| 3 | browser-use/jev-ultrafast ↺ 4d Python 🔺 @0x0SojalSec 首发 · 72h 前 |
+2,151 | 17,597 | 早期·低活动 | #7 | 28× | |
| 4 | mizorewww/laya-mlx ↺ 3d Python · Native MLX runtime for Laya typed decision models — 7–14 ms 🔺 @mizorewww 首发 · 23h 前 |
+1,428 | 5,179 | 早期·低活动 | #6 | 12× | |
| 5 | Mak5er/AirCard ↺ 2d Swift · Apple Wallet Card Skinner for iOS 18+ (No Jailbreak Required 🔺 @wenyuanw_ 首发 · 13h 前 |
+1,338 | 2,521 | 活跃开发 | #3 | 6× | |
| 6 | google/ax ↺ 3d Go · Google's open agentic orchestrator |
+1,269 | 5,186 | 早期·低活动 | #17 | 18× | |
| 7 | jaredpalmer/kev ↺ 2d Python · tiny Jev-like model built on top of Qwen2.5-0.5B you can tra 🔺 @jaredpalmer 首发 · 47h 前 |
+1,155 | 3,403 | 活跃开发 | #21 | 13× | |
| 8 | eternity4719/HowToLiveBetter ↺ 4d HTML · 354 条循证建议,覆盖长寿防病、急救、省钱理财、法律红线、失业与工伤、医保社保、恋爱婚育、出国与技能。每条写明成本、收 🔺 @ForestGrahxu 首发 · 66h 前 |
+1,141 | 11,318 | 早期·低活动 | #24 | 25× | |
| 9 | hypit-ai/hypit ↺ 4d TypeScript 🔺 @cccyd_qwq 首发 · 31h 前 |
+1,087 | 10,314 | 活跃开发 | – | 32× | |
| 10 | deepseek-ai/deepseek-harness ↺ 4d TypeScript 🔺 @Xudong07452910 首发 · 43h 前 |
+978 | 7,962 | 早期·低活动 | – | 11× | |
| 11 | cloudflare/security-audit-skill ↺ 4d JavaScript 🔺 @MaciejLukianski 首发 · 41h 前 |
+937 | 14,818 | 早期·低活动 | – | 35× | |
| 12 | ChenLiu-1996/figures4papers ↺ 1d Python 🔺 @XDniwei 首发 · 38h 前 |
+819 | 1,183 | 早期·低活动 | – | 2× | |
| 13 | stablyai/orca ↺ 4d TypeScript 🔺 @shanyanggm 首发 · 66h 前 |
+706 | 5,868 | 活跃开发 | – | 23× | |
| 14 | zai-org/ZCode ↺ 2d TypeScript · Z.ai's coding agent harness. Powerful, intelligent, extensib |
+670 | 5,284 | 早期·低活动 | #20 | 45× | |
| 15 | tt-a1i/archify ↺ 4d JavaScript 🔺 @shanyanggm 首发 · 53h 前 |
+629 | 6,209 | 活跃开发 | – | 13× | |
| 16 | Open-Dev-Society/OpenStock ↺ 4d TypeScript · OpenStock is an open-source alternative to expensive market |
+596 | 4,027 | 早期·低活动 | #19 | 15× | |
| 17 | bilawalsidhu/gods-eye-view ↺ 4d 🔺 @therandomeng_ 首发 · 70h 前 |
+562 | 6,325 | 活跃开发 | – | 24× | |
| 18 | ruanyf/weekly ↺ 3d · 科技爱好者周刊,每周五发布 🔺 @clxymox 首发 · 55h 前 |
+545 | 1,864 | 活跃开发 | #8 | 5× | |
| 19 | DietrichGebert/ponytail ↺ 4d JavaScript 🔺 @shanyanggm 首发 · 53h 前 |
+530 | 4,901 | 早期·低活动 | – | 25× | |
| 20 | mattpocock/skills ↺ 4d Shell 🔺 @shanyanggm 首发 · 68h 前 |
+521 | 4,821 | 活跃开发 | – | 23× |
🗞️ Hacker News
- 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
- I don't want to read what you didn't write 478p · 163c
- How to Write with an LLM 401p · 276c
- NASA’s Mars Sample Return mission is dead 352p · 285c
🛠️ 技术源 · GitHub Trending/Lobsters
- Writing Rust code that's faster than state-of-the-art libraries by asking agents to make the code faster Lobsters · 2026-09-22
- Shifting the Trap Lobsters · 2026-09-22
- Aging may be a program, not a breakdown Hacker News Front Page · 2026-09-22
- A WordPress vulnerability scored 9.2/10 is present in all versions since 2016 Hacker News Front Page · 2026-09-22
- Americans' Drinking Remains at Record Low: Gallup Poll Hacker News Front Page · 2026-09-22
- Claude Opus 5.5 Hacker News Front Page · 2026-09-22
- Show HN: AI·rete·RAG – a Rete rule engine decides, RAG explains why Hacker News Front Page · 2026-09-22
- 16-bit Intel 8088 chip Hacker News Front Page · 2026-09-22
- Xbox continues its “reset” with dramatic restructuring Hacker News Front Page · 2026-09-22
- Writing Rust code that's fast by asking agents to make the code faster Hacker News Front Page · 2026-09-22
- I asked Meta’s Muse for its filesystem and it sent me 6.8GB Hacker News Front Page · 2026-09-22
- Show HN: InstinctFlash – Run 5B world-action models in real time on Jetson Thor Hacker News Front Page · 2026-09-22
- Vacate a drone restriction that criminalized recording immigration agents Hacker News Front Page · 2026-09-22
- OpenAI is well positioned to fast-follow Jev Hacker News Front Page · 2026-09-22
- Meta’s Muse has a serious 0-day Hacker News Front Page · 2026-09-22
- Apple has added persistent 'ads' to iOS, and it's driving users crazy Hacker News Front Page · 2026-09-22
- EvilVM: Forth shellcode Lobsters · 2026-09-22
- Show HN: Drop – A rootless Linux sandbox with gVisor support Hacker News Front Page · 2026-09-22
- OpenAI GPT–6 Astra breaks Enigma message that has resisted solution since 2005 Hacker News Front Page · 2026-09-22
- The Economics of Open-Weight Inference Hacker News Front Page · 2026-09-22
- Reviving TEMPEST Attacks With An Injected Signal Lobsters · 2026-09-22
- Fearless SIMD v1.0 is here Lobsters · 2026-09-22
- AI Has No Wisdom and Neither Will You Lobsters · 2026-09-22
- Extralite 3.1.0 is Here Lobsters · 2026-09-22
- AMD's random number generator can't generate a 0? Hacker News Front Page · 2026-09-22
- Raspberry Pi locks down Pi 5 RAM upgrades in firmware Lobsters · 2026-09-22
- I said no and Apple said yes Hacker News Front Page · 2026-09-22
- graphing my sleep schedule Lobsters · 2026-09-22
- Can gzip be a language model? Hacker News Front Page · 2026-09-22
- A First Futamura Projection Lobsters · 2026-09-22
- 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
🐧 LINUX DO
- Opus 5.5 High 鹈鹕测试, 说真的我觉得挺牛逼的 LINUX DO · 2026-09-22
- (包含Opus5.5)测试sota模型画波奇酱骑吉他SVG的能力,究竟谁才是真正的AGI!?? LINUX DO · 2026-09-22
- 看到X上有人研究出了救降智的新焚决 LINUX DO · 2026-09-22
- 你这模型系列版本能不能对齐了😂 LINUX DO · 2026-09-22
- Qwen3.8-Flash的问题 LINUX DO · 2026-09-22
- gpt重置了但是疑似只不是重置卡也不是额度重置 LINUX DO · 2026-09-22
- 震惊瘫坐!Opus 5.5的AAII比Fable 5.1以及Astra高出了整整5分!!!巨幅提升!!! LINUX DO · 2026-09-22
- Opus5.5 鹈鹕感觉非常丝滑,比Fable 5.1 和 GPT 6 Astra都强?价格不到一半 LINUX DO · 2026-09-22
- 这是我opus 4.8降智测试,鹈鹕在孙悟空的飞机测试答案 LINUX DO · 2026-09-22
- 我这是咋回事,谷歌账号被风控了? LINUX DO · 2026-09-22
- 大赦天下了么?tibo LINUX DO · 2026-09-22
- 重置等不到了 LINUX DO · 2026-09-22
- 佬们现在 GPT puls 的周额度大概有多少啊? LINUX DO · 2026-09-22
- 智谱的股价也是过山车啊 LINUX DO · 2026-09-22
- [嵌入式]MiMo-V2.6-Flash测试 LINUX DO · 2026-09-22
- ➗字辈感觉从A变O了 LINUX DO · 2026-09-22
- Cluade Opus 5.5已出 LINUX DO · 2026-09-22
- Opus,不错;重置卡,还不会延后周期,更不错!让我们看看远方的Tibo在干什么 LINUX DO · 2026-09-22
- 佬们,现在用DeepLX必须要社区3级了吗? LINUX DO · 2026-09-22
- Claude 也有重置了,并且五小时额度又加了 20% LINUX DO · 2026-09-22
- 【大模型百科52】关于Opus 5.5, 你想知道的一切【AA反超Astra/Fable5分,挤爆牙膏】 LINUX DO · 2026-09-22
- opus跑分来了,全面碾压fable5.1 LINUX DO · 2026-09-22
- 已升级-Opus5.5发布炸出来这么多用cc的问一下free升pro会封么 LINUX DO · 2026-09-22
- 【省钱系列11】L站跳蚤市场交易, 你想知道的一切【扫盲贴202609】 LINUX DO · 2026-09-22
- Opus 5.5 鹈鹕大赛 LINUX DO · 2026-09-22
- /A 的重置卡来了,不重置周的时间 LINUX DO · 2026-09-22
- 话说Muse Ai可以干点啥? LINUX DO · 2026-09-22
- 5h limit提升,发重置卡,opus5.5价格比opus5还低,这是A÷? LINUX DO · 2026-09-22
- claude5.5已上线,送一次重置 LINUX DO · 2026-09-22
- 熬夜每日大赛 260923 LINUX DO · 2026-09-22
💬 V2EX
- [OpenAI] Tibo 老小子又开始骗吃骗喝了,说好的重置呢? V2EX · 2026-09-22
- [程序员] api key 被人盗用了 V2EX · 2026-09-22
- [职场话题] 刚开完会,感觉这个世界有点草台班子 V2EX · 2026-09-22
- [Apple] iOS 27.2 Beta 2 增加了对 app 的陀螺仪、加速度计权限设置,牛逼 V2EX · 2026-09-22
- [分享发现] opus5.5 发布了。送了一次重置。。。 V2EX · 2026-09-22
- [程序员] openclaw 更新后,历史对话消失了 V2EX · 2026-09-22
- [OpenAI] 玻利维亚诺 终于又跌了 今天要续费了 V2EX · 2026-09-22
- [程序员] Qoder 如何 V2EX · 2026-09-22
- [Claude] Claude 终于也有重置卡了但是好像只能重置五小时限额,不能重置周限额 V2EX · 2026-09-22
- [OpenAI] codex plus 5 小时限额大概多少美元、token,账号才算比较正常 V2EX · 2026-09-22
- [分享创造] 这几天被 JEV 刷屏,跟风做了个 Playground + 资源集合站 V2EX · 2026-09-22
- [分享创造] 开源了一个 Liquid Glass 效果的 AI 语音输入法 V2EX · 2026-09-22
- [推广] GPT codex/Claude pro 官方正版订阅代充值,V 友优惠 V2EX · 2026-09-22
- [宽带症候群] Cloudflare 亚太方向是不是出问题了? V2EX · 2026-09-22
- [OpenAI] chatgpt x20 appstore 订阅 不能从余额扣费了? V2EX · 2026-09-22
- [推广] CDN3900U/P Ai 模型最低至 4 折 阿里腾讯华为火山国内站 7 折 阿里国际/GCP 可至 65 折 AWS 新号 65 折/老号无需迁移 85 折 腾讯国际 55 折 有兴趣欢迎交流 V2EX · 2026-09-22
- [问与答] CC 或者 GPT 有没有那种稳定的家宽或者整套不封号的方案 V2EX · 2026-09-22
- [OpenAI] ds 4.1 现在能干活吗? V2EX · 2026-09-22
- [Apple] icloud 上的健身开关是做什么的 V2EX · 2026-09-22
- [分享发现] 🔥 消失九个月,我带着三个开源项目杀回来了 V2EX · 2026-09-22
- [分享创造] uu 远程的终端很好用,于是给它在 macOS 下加了个终端管理器 V2EX · 2026-09-22
- [问与答] mac 有办法插个 u 盘就跑 wintogo 吗? V2EX · 2026-09-22
- [程序员] 那啥 mimo plan 可以用,但是别用它们的 mimo cli V2EX · 2026-09-22
- [问与答] 变量或者函数的取名对 vibe (co-)coding 有多大的影响 V2EX · 2026-09-22
- [问与答] 根据大数据统计, A 股长期盈利的比例也就 1%-2% V2EX · 2026-09-22
- [Apple] 请问在大陆如何注册日本 apple account V2EX · 2026-09-22
- [酷工作] 深圳南山持牌港美股交易平台招聘(设计 / 产品 / 前端 / 测试) V2EX · 2026-09-22
- [推广] [自荐] 商品广告生成器:用商品照片制作静态广告图 V2EX · 2026-09-22
- [问与答] 网页会话超时,可以让他永不过期吗 V2EX · 2026-09-22
- [问与答] codex plus 土耳其区 500 里拉的订阅 token 额度是不是不如正价的额度? V2EX · 2026-09-22
- Laya model playing Flappy Bird on a CPU using OpenVINO INT8 inference r/LocalLLaMA · 2026-09-22
- Am I going insane for thinking that these are all Bot comments? r/LocalLLaMA · 2026-09-22
- I built a cache-friendly context compacting plugin for OpenCode r/LocalLLaMA · 2026-09-22
- Qwen 3.8 27B at ~3 BPW on an RTX 3060: GSQ vs ByteShape IQ3-XXS 2.88BPW r/LocalLLaMA · 2026-09-22
- Dynamic Quantiser - a way to make your own high quality dynamic quants r/LocalLLaMA · 2026-09-22
- Mimo2.6-Flash on M5U early results r/LocalLLaMA · 2026-09-22
- How is Gemma4 12B for general everyday use? r/LocalLLaMA · 2026-09-22
- What underrated AI tools have actually made you more productive in 2026? r/LocalLLaMA · 2026-09-22
- Fork of FreeToken with DeepSeek-V4.1, vision and speculative decoding (2x3090 numbers inside) r/LocalLLaMA · 2026-09-22
- Is llama.cpp meant to be slow at long context, even when you aren't using that context? r/LocalLLaMA · 2026-09-22
- About Mimo 2.6 Architecture r/LocalLLaMA · 2026-09-22
- XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B · Hugging Face r/LocalLLaMA · 2026-09-22
- Qwen3.8-27B: >70 tok/s (>160 tok/s concurrent), 10k tok/s prefill, full context on 2x3090 (or and 48GB or larger on ampere or higher), vanilla vllm r/LocalLLaMA · 2026-09-22
- Did Alibaba abandon 35B A3B? r/LocalLLaMA · 2026-09-22
- Ngram and world knowledge - why are we just building a coding model? r/LocalLLaMA · 2026-09-22
- XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B r/LocalLLaMA · 2026-09-22
- efficient fine tune storage r/LocalLLaMA · 2026-09-22
- Alibaba plans AI model with 5 trillion to 10 trillion parameters, unveils new chip r/LocalLLaMA · 2026-09-22
- Kev: tiny Jev-like decision models (0.8B/4B/9B) on Qwen3.5 you can train and run locally - the 9B fits a 32GB Mac r/LocalLLaMA · 2026-09-22
- Qwen 4 Announced at Apsara Conference r/LocalLLaMA · 2026-09-22
- Model grafting: turning Qwen3.5-4B into a causal encoder-decoder after the fact r/LocalLLaMA · 2026-09-22
- MiMo-V2.6 distilled themselves into Qwen 9B! r/LocalLLaMA · 2026-09-21
- Uncensor an LLM without touching weights: inject a tiny trained KV-cache bank (~18MB) and unload it anytime r/LocalLLaMA · 2026-09-21
- Wow, Mimo 2.6 pro seems to be pretty good, but requires more prompting than Sol r/LocalLLaMA · 2026-09-21
- 50+ Hours and 100M+ Tokens Later, Open Source Autonomous Agent is GETTING CLOSER at Solving an Open Math problem r/LocalLLaMA · 2026-09-21
- Mimo v2.6-Flash-RL vs open-weight models r/LocalLLaMA · 2026-09-21
- XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B r/LocalLLaMA · 2026-09-21
- XiaomiMiMo/MiMo-V2.6-Flash-RL · Hugging Face r/LocalLLaMA · 2026-09-21
- XiaomiMiMo/MiMo-V2.6-Pro-RL · Hugging Face r/LocalLLaMA · 2026-09-21
- yandex/AliceAI-Foundation-80B-A3B-Base: Russian-developed competitor to Qwen 35B and DeepSeek V4 Flash r/LocalLLaMA · 2026-09-21
📥 AI 博客 · Newsletter
- 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
- How UK AISI and EvalEval Are Making Benchmark Results Reproducible Hugging Face Blog · 2026-09-22
- Transformers now runs llama.cpp quants Hugging Face Blog · 2026-09-22
- Jun Kim, oMLX creator and maintainer, joins Hugging Face to support the MLX community Hugging Face Blog · 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
- Pruning LLMs Like a Physicist: Block Removal as an Ising Optimization Problem Hugging Face Blog · 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
- Advisory Group on Mathematics and Artificial Intelligence OpenAI News · 2026-09-21
- Higgsfield AI ships new video features in a day with GPT-6 Astra OpenAI News · 2026-09-21
- The current balance of power in open models Interconnects (Nathan Lambert) · 2026-09-21
- Building standards for the next phase of AI OpenAI News · 2026-09-21
- Expanding OpenAI Academy with new learning paths OpenAI News · 2026-09-21
- tokenizers v1: encode, decode and scaling, measured Hugging Face Blog · 2026-09-21
- How V7 gives AI agents institutional memory OpenAI News · 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
📢 电报精选
- AI_News_CN Claude Opus 5.5 已在 OpenRouter 上线,价格更低、输出更快 Anthropic 的 Claude Opus 5.5 作为 Claude 5.5 系列的首
- AI_News_CN Claude Opus 5.5 在 Requesty 上线,定价下调 Claude Opus 5.5 现已在 Requesty 上线,输入 $4/M、输出 $
- AI_News_CN Anthropic发布Claude Opus 5.5,成本降低40% Anthropic宣布推出Claude Opus 5.5,这是新Claude 5.5系列的首个模型,在大多数
- AI_News_CN Anthropic发布Claude Opus 5.5,成本降低40%并提高使用限制 Anthropic宣布推出Claude 5.5系列的首个模型Claude Opus 5.5,性
- landiansub #快讯 Anthropic 正式发布 Claude Opus 5.5,这是 Claude 5.5 系列的首款模型,重点提升复杂任务、Agent 编程、知识工作和计算机操作能力。 相
- AI_News_CN Anthropic发布Claude Opus 5.5:强化网络安全防护 应对AI模型“越狱”与失控风险 via cnBeta.COM - 中文业界资讯站 (author: 稿源:
- AI_News_CN #Update #Claude Claude 的 5 小时配额现已对 Pro、Max、Team 订阅用户提高。 所有订阅用户也已获得一个重置额度。 via AI Copilo
- AI_News_CN #Update #Claude Claude Opus 5.5 现已发布,宣称性能在 Fable 5.1 级别,在多项基准测试中 SOTA。 via AI Copilot -
- landiansub #快讯 Anthropic 正式发布 Claude Opus 5.5,这是 Claude 5.5 系列的首款模型,重点提升复杂任务、Agent 编程、知识工作和计算机操作能力。
- AI_News_CN 🤖 Anthropic 发布 Claude Opus 5.5,成本降 40% Anthropic 发布 Claude 5.5 系列首款模型 Claude Opus 5.5,多数
- zaihuapd 🤖 Anthropic 发布 Claude Opus 5.5,成本降 40% Anthropic 发布 Claude 5.5 系列首款模型 Claude Opus 5.5,多数
- CE_Observe 特朗普 的 Truth Social 自推出以来已亏损7,300万美元 https://cn.wsj.com/amp/articles/特朗普的truth-social自推出以来已
- AI_News_CN TikTok美国业务加入跨平台儿童安全计划Lantern 与多家科技公司共享风险信号 via cnBeta.COM - 中文业界资讯站 (author: 稿源:cnBeta.CO
- AI_News_CN 为何AMD万亿市值来得合情合理 via cnBeta.COM - 中文业界资讯站 (author: 稿源:环球市场播报)
- AI_News_CN 本地图库语义搜索实战:接上蓝耘元生代,让"傍晚的海边"能搜到图 via 掘金人工智能本月最热 (author: 一只牛博)
- AI_News_CN Elevated Error Rates for ChatGPT Work, across Plus, Pro, Business, Enterprise and Educatio
- AI_News_CN 中国调查 DeepSeek 与月之暗面数据泄露 据知情人士称,中国互联网监管机构正在调查 DeepSeek 和月之暗面,起因是 Anthropic 指控两家公司把敏感用户数据转发
- zaihuapd 🤖 中国调查 DeepSeek 与月之暗面数据泄露 据知情人士称,中国互联网监管机构正在调查 DeepSeek 和月之暗面,起因是 Anthropic 指控两家公司把敏感用户数
- AI_News_CN 蒸馏美国AI模型反致国家数据外泄,深度求索与月之暗面遭网信办调查 路透社22日引述新闻网站The Information快讯报道,中国网信办已对知名人工智能科技公司深度求索及月之
- AI_News_CN Investigating service degradation — Automations and Cloud Agents w/ Grok 4.7 Sep 22, 13:0
- AI_News_CN Kimi 浏览器扩展上线,支持录制重复操作技能 Kimi 推出全新浏览器扩展,用户可通过聊天导航网站并录制重复步骤为可复用技能。 内容详情 · 原文链接 via AI情报局
- zaihuapd 🍏 iOS 27.2 Beta 2 疑似新增传感器相关权限选项 iOS27.2 beta 2 疑似新增中国大陆地区特供的屏蔽方向传感器权限,关闭后将对指定的第三方 App 屏蔽
- AI_News_CN 消息称DeepSeek等公司将就AI风险向联合国安理会作简报 据路透社报道,两位知情人士透露,DeepSeek等公司将于本周就AI带来的风险向联合国安理会作简报。眼下,世界各国领
- AI_News_CN 8万亿,梁文锋也开始卷“超大” via cnBeta.COM - 中文业界资讯站 (author: 稿源:字母榜)
- AI_News_CN 黄仁勋确认出席中美领导人国宴 英伟达GPU重返中国有戏 英伟达CEO黄仁勋已确认出席中美两国领导人国宴,这场国宴定于9月24日举行。此次国宴科技阵容豪华。除黄仁勋外,OpenAI
- zaihuapd 美国提议与中方建立 AI 事件通报渠道 美方向中方提议建立人工智能事件通报渠道,用于通报达到国家安全门槛的 AI 相关事件。该提议出自 9 月 20 日纽约会谈,美国财长贝塞特称此
- kejiqu OpenAI 表示其内部模型在仅经过一个月训练后,解决了 100 多个长期未解决的数学问题 OpenAI 宣布其新款内部模型在经过 1 个月训练后,成功解决了 100 多个公开的
- landiansub #提醒 这次Codex大概率是硬重置而不是重置卡,如果你还有配额没用完,建议尽快用完避免浪费。 至于具体几点重置目前没有定数,有可能是夜里一两点,也可能是明天早晨,晚上十二点前就
- kejiqu 30 余年历史太空媒体 Space Daily 被 AI“接管”,虚构 NASA 工程师批量生成垃圾内容 太空媒体Space Daily在被Brown Brothers Medi
- zaihuapd 🍏 苹果官网:iPhone 18 Pro 新功能不下放旧机型 苹果官网近日修改产品描述,确认 iPhone 18 Pro 系列的“质感模式”和“颗粒感”功能不会下放至旧机型。
📚 科技周刊 新项目/工具自荐
- 自荐:HarnessGate —— 统一管理 40+ 编码 agent 的自托管控制台 1 repos
- 【开源自荐】DeepSeek就可以当作jev用 deep-jev-seek 1 repos
- 【网站自荐】AI Interior Design:上传房间照片生成室内设计方案
- [自荐] Claude Chat Mobile:把本机的 Claude Code 接到手机上的自托管 Web UI 1 repos
- 【开源自荐】Operational Ontology:Palantir 式本体的可运行最小参考实现,附工厂/医院/金融三个运营示例 1 repos
- 【开源自荐】浏览器可以直接运行的《红色警戒2》网页版,支持《尤里的复仇》、《共和国之辉》,高性能,支持多人联机,原汁原味 2 repos
- 工具投稿:iLoveAIImg —— 免费 AI 图片生成、编辑与去背景
- 【开源自荐】代码报错求助整理器:一个 HTML,把环境、复现步骤和报错整理成 Markdown
- 【产品自荐】Qind(轻达)— 让 Mac 更好用的效率工具箱 2 repos
- 【产品自荐】摄影学英语:把老照片变成英语学习素材 1 repos
- 【开源自荐】Codent:工作区 · 模型 · 会话三平面可自由组合的 AI 编程 Agent 1 repos
- 产品推荐:Sakkyoku.ai —— 专注于日语歌曲与二次元风格的 AI 音乐生成平台
- 【工具自荐】BlackGit: 解决Git管理巨型仓库(二进制资产多,如游戏项目)和无权限管理问题 1 repos
- 【工具自荐】WebDAV Index:打开网页即可浏览 WebDAV 目录 1 repos
- 【文章推荐】同一家公司的 AI,为什么视频很强,生图却不行?
- 【开源自荐】 一个 GNOME Shell 扩展,用于在顶栏查看多个 AI 服务商的余额与配额 1 repos
- 【开源网站自荐】AI 知识地图:把 130 个 AI 概念整理成 9 阶段学习路线 1 repos
- 【开源自荐】数据API平台-DataPoly 2 repos
🎯 Alpha 账号 X 上最早带火仓库的人
| 作者 | leads | lead率 | 仓库数 |
|---|---|---|---|
| @shanyanggm | 27 | 0.75 | 24 |
| @xzbx888 | 15 | 0.88 | 8 |
| @shaw_stone73832 | 11 | 0.65 | 9 |
| @iasg1004 | 10 | 0.33 | 20 |
| @Sn0wbrave | 9 | 0.6 | 7 |
| @the_rza_ | 9 | 0.5 | 8 |
| @the_osps | 8 | 0.8 | 7 |
| @GitTrend0x | 8 | 0.73 | 8 |
| @xfubot | 8 | 0.57 | 8 |
| @LFrefman | 8 | 0.47 | 9 |
| @clxymox | 7 | 0.44 | 8 |
| @FrontieraTechIT | 6 | 0.67 | 7 |
| @bilawalsidhu | 6 | 1 | 1 |
| @DataChaz | 6 | 0.75 | 7 |
| @shao__meng | 6 | 0.55 | 7 |
| @vintcessun | 6 | 0.32 | 15 |
| @RepoGems | 5 | 0.71 | 5 |
| @FreeYoung552022 | 5 | 0.42 | 7 |
| @neil_xbt | 5 | 0.63 | 3 |
| @QingQ77 | 5 | 0.36 | 7 |
| @key_indie | 5 | 0.83 | 2 |
| @LoveAIbrain | 5 | 1 | 4 |
| @jasontopia | 4 | 0.8 | 3 |
| @engmaxxing | 4 | 0.44 | 7 |
| @Sumanth_077 | 4 | 1 | 2 |
🏆 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 · 1197
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 · 1272
🏆 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-5.6 Sol47
- 8Grok 4.746.4
- 9MiMo-V2.6-Pro46.3
- 10Qwen3.8 Max45.4
- 11GLM-5.344.8
- 12Grok 4.644.3
图像生成 Text→Image Arena Elo
- 1GPT Image 2.5 Sunburst1197
- 2GPT Image 2.5 Flare1190
- 3GPT Image 21171
- 4Grok Imagine Image 2.01154
- 5MAI-Image-2.61147
- 6Nano Banana 21122
- 7Muse Image1112
- 8MAI-Image-2.51103
- 9GPT Image 1.51102
- 10Nano Banana Pro1100
- 11MAI-Image-2.6-Flash1100
- 12MAI-Image-2.5-Pro1099
图像编辑 Image-Editing Arena Elo
- 1GPT Image 2.5 Sunburst1180
- 2GPT Image 2.5 Flare1161
- 3MAI-Image-2.61133
- 4MAI-Image-2.6-Flash1124
- 5GPT Image 21122
- 6Muse Image1116
- 7MAI-Image-2.51113
- 8Seedream 5.0 Pro1107
- 9Nano Banana 21106
- 10MAI-Image-2.5-Pro1106
- 11Grok Imagine Image 2.01105
- 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 3.61272
- 2Qwen-Audio-3.0-TTS-Plus1260
- 3Realtime TTS-21245
- 4Simba 3.21237
- 5Luna TTS1230
- 6Realtime TTS-2 Flash1210
- 7Breeze TTS 21204
- 8StepAudio 2.5 TTS1199
- 9Gemini 3.1 Flash TTS1199
- 10v3 Conversational1197
- 11Sonic 3.51186
- 12Lightning V3.1 Pro1175
🥇 综合能力榜 Benchmark Heaven · 7 榜合一(AA+Epoch ECI+DesignArena)
| # | 模型 | 综合分 | $/1M | Benchmaxxing |
|---|---|---|---|---|
| 1 | Claude Fable 5.1 Anthropic | 98.2 | $13.64 | 0.63 |
| 2 | GPT 6 Astra OpenAI | 98.2 | $13.64 | -6.41 |
| 3 | Claude Opus 5 Anthropic | 95.9 | $6.82 | -5.63 |
| 4 | Claude Fable 5 Anthropic | 95.3 | $13.64 | -4.45 |
| 5 | Muse Spark 1.3 Meta | 87.3 | $1.52 | 5.73 |
| 6 | GPT 5.6 Sol OpenAI 🏅前沿 | 95 | $2.73 | -2.55 |
| 7 | Grok 4.7 xAI | 92.9 | $1.89 | — |
| 8 | MiMo V2.6 Pro Xiaomi 开源 🏅前沿 | 92.9 | $0.47 | — |
| 9 | Qwen3.8 Max 0902 Alibaba | 87.2 | $2.36 | — |
| 10 | GLM 5.3 Z.ai 开源 | 84.4 | $0.78 | 1.64 |
| 11 | Grok 4.6 xAI | 84.1 | $2.36 | 5.33 |
| 12 | Step 5 Preview StepFun | 85.9 | $1.15 | — |
| 13 | Kimi K3 Moonshot AI 开源 | 89.1 | $2.05 | 3.63 |
| 14 | GPT 5.6 Terra OpenAI | 82.2 | $2.91 | -3.77 |
| 15 | GLM 5.3 Flash Z.ai 开源 🏅前沿 | 78.2 | $0.09 | -1.15 |
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 | 70.4 | |
| DeepSeek V4 Flash 0731 🏅前沿 开源 | $0.06 | 74 | StreamLake |
| GLM 5.3 Flash 🏅前沿 开源 | $0.09 | 78.2 | GMICloud |
| Agnes 2.5 Pro Beta | $0.12 | 70.4 | |
| DeepSeek V4.1 Flash 🔒不训练 开源 | $0.15 | 73.2 | Morph |
| Qwen3.8 Flash Next 🏅前沿 开源 | $0.18 | 82 | Alibaba |
| Qwen3.8 27B 开源 | $0.25 | 69 | Darkbloom |
| GPT 5.6 Luna 🔒不训练 | $0.29 | 78.8 | Azure AI Foundry |
| MiniMax M3 🔒不训练 开源 | $0.3 | 60 | CoreWeave |
| Solar Pro 4 | $0.38 | 62.7 | |
| MiMo V2.6 Pro 🏅前沿 开源 | $0.47 | 92.9 | Xiaomi |
| Agnes 2.5 Pro Alpha 开源 | $0.49 | 62.2 | |
| DeepSeek V4 Flash Vision | $0.52 | 65.6 | |
| Inkling Small 🔒不训练 开源 | $0.52 | 64.4 | DeepInfra |
| Apodex 1.1 | $0.55 | 70.3 |
跨 95 家 provider(含 21 家 🇪🇺 EU、53 家 🔒不训练)· 数据 2026-09-22
🏅 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 53.9 · $0.02/M · Novita · 开源
- DeepSeek V4 Flash 0731 综合 74 · $0.06/M · StreamLake · 开源
- GLM 5.3 Flash 综合 78.2 · $0.09/M · GMICloud · 开源
- Qwen3.8 Flash Next 综合 82 · $0.18/M · Alibaba · 开源
- MiMo V2.6 Pro 综合 92.9 · $0.47/M · Xiaomi · 开源
- GPT 5.6 Sol 综合 95 · $2.73/M · OpenAI
- Claude Opus 5 综合 96.1 · $6.82/M · Azure AI Foundry
- GPT 6 Astra 综合 98.4 · $13.64/M · Azure AI Foundry
🧠 最新发布
2026-09-21
MiMo V2.6 Pro UltraSpeed
Xiaomi
2026-09-21
MiMo V2.6 Pro
Xiaomi
2026-09-21
MiMo V2.6 Flash
Xiaomi
2026-09-18
GLM 5.3 FlashX
Zhipu AI
2026-09-18
Ternary Bonsai 2 27B
PrismML
2026-09-17
KAT-Coder-Pro V2.5
Kwaipilot
2026-09-17
Gemini Omni Flash Preview
Google
2026-09-17
Venice Uncensored
Venice
🧠 模型发布时间线
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
aimlapi
2026-09-11
Fugu Max
Sakana AI
aimlapillmgateway2×
2026-09-10 · ★
Ling 3.0 Flash VL
inclusionAI
aimlapiopper2×
2026-09-10 · ★
DeepSeek V4.1 Flash
DeepSeek AI
aimlapillmstatsopperllmgateway4×
2026-09-10
DeepSeek Chat (V4.1 Flash)
DeepSeek AI
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📄 论文 PwC + arXiv
Yang-Tian Sun, Tianjia Liu, Zehuan Huang · 2026-09-22
Single-image 3D object generation can now produce high-fidelity assets, yet accurately placing them into a coherent scene layout remains an open challenge. A central difficulty lies in how object layout is represented. Holistic methods abso
arXivpwc
Introducing K2 Horizon: Frontier Performance, Radically Open 🔥
· 2026-09-22
K2 Horizon is a family of six open-weight models spanning 0.9B, 3.7B, 7B, 32B, 36B-A4B, and 375B-A23B. The release provides intermediate checkpoints, training data or construction recipes, configurations, evaluation results, and final weigh
AgentsCoding AgentsLanguage ModelingLong Contextpwc
Linzhan Mou, Jiahui Lei, Zhiyang Dou · 2026-09-22
Recent advances in automatic rigging now deliver animation-ready 3D assets at scale, yet generating the motion to drive them remains a bottleneck. Existing learned animators are topology-constrained: they rely on category-specific templates
DFlash 2: Keep Drafting Parallel 🔥
· 2026-09-22
DFlash 2 is a parallel speculative-decoding drafter that improves on DFlash by selecting a coherent path through per-position candidate lists and using two-tap dynamic convolutions to reduce end-of-block decay. The method keeps drafting ful
Language Modelingpwc
Yiqiao Jin, Yiyang Wang, Lucheng Fu · 2026-09-22
Self-distillation (SD) offers a promising path for adapting large language models (LLMs) without relying on stronger external teachers. However, SD in autoregressive LLMs remains challenging because self-generated trajectories are free-form
Dongming Jiang, Yi Li, Bingzhe Li · 2026-09-22
Agentic memory is becoming essential for long-horizon AI agents, yet many existing systems rely on autoregressive LLMs to control how memories are organized, retrieved, and used, placing expensive generation on the critical path of memory o
Jinho Jeong, Se June Joo, Jaehyun Kang · 2026-09-22
Human video datasets offer an abundant and diverse source of interaction data that can complement expensive real-robot data. To bridge the human-to-robot embodiment gap, existing approaches either robotize videos in task-matched settings or
Yiran Wang, Xingyilang Yin, Junfu Pu · 2026-09-22
Modern video games provide a measurable testbed for AI models, combining abilities of visual understanding, instruction decomposition, goal planning, and precise action control over multiple temporal horizons. Existing datasets and benchmar
Gehao Zhang, Weikai Huang, Shailesh Shailesh · 2026-09-22
Manipulation policies must know which objects matter and where they are, yet the pretrained backbones that current robot foundation models build on, from language in vision-language-action models (VLAs) to video generation in world-action m
Wangbo Yu, Kunhao Liu, Wenbo Hu · 2026-09-22
Video world models enable interactive exploration of dynamic environments, yet struggle to respect prior observations over long horizons and across viewpoints. We present WorldCrafter, a video world model that learns a camera-queryable impl
Peng Xia, Rujun Han, Zifeng Wang · 2026-09-22
An LLM agent's capability is largely magnified by its harness, namely the prompts, control flow, tooling, memory, and context management surrounding the frozen backbone model. Recent methods increasingly automate this process by iteratively
GPT-6 Astra on robotic manipulation 🔥
Achu Menon, Sravanthi Machcha, Sabrina Zou · 2026-09-22
Robocurve evaluates OpenAI's GPT-6 Astra on real-world robotic manipulation as a follow-up to its comparison of Claude Fable 5 and Fable 5.1. Astra controls the same pair of YAM robot arms under the same Inspect Robots agent policy on two t
AgentsRoboticspwc
Wenhui Chen, Shiwen Cheng, Hao Dong · 2026-09-22
Co-work agents execute complex workflows that combine information gathering, tool use, coding, and file manipulation across many model invocations. Because cost and latency accumulate over the full episode, their practical value depends not
Janghyeon Kim, Minsoo Kim, Kyuhong Shim · 2026-09-22
Large Reasoning Models (LRMs) achieve superior problem-solving through extended Chain-of-Thought (CoT) generation, but the resulting key-value (KV) cache grows linearly with sequence length and creates severe memory bottlenecks, often excee
Yinming Huang, Shuyuan Tu, Xi Yan · 2026-09-22
Visual generation is evolving from generative models used through a single invocation into agentic control processes that can plan, select tools, inspect intermediate synthesized outputs, revise failures, and reuse prior experience. In most
Shangkun Wang, Nina Cai, Charles Hoong · 2026-09-22
Designing and authoring high-performance custom kernels for accelerators is a complex task that requires deep hardware-level expertise. Large Language Models (LLM) can be leveraged together with real-time compiler feedback to build agentic
Kehan Li, Bohan Hou, Minghao Zhu · 2026-09-22
We present RynnBrain 1.1, a family of embodied foundation models spanning 2B, 9B, and 122B-A10B scales. Trained with a unified spatio-temporal and physically grounded framework, RynnBrain 1.1 supports embodied perception, spatial reasoning,
Subham Sekhar Sahoo, Lingjie Chen, Khiem Pham · 2026-09-21
Large Language Models (LLMs) owe much of their success to next-token prediction (NTP), but their autoregressive (AR) structure requires slow, sequential token generation. To overcome this bottleneck, we introduce diffusion-augmented LLMs, a
Muyao Niu, Jixuan He, Ruihan Yu · 2026-09-21
We study the problem of generating a compositional 3D representation of a cluttered scene containing hundreds of objects. The goal is to represent the scene as a collection of individual object meshes placed in a shared world frame, as requ
Chengsong Huang, Zifeng Wang, Rujun Han · 2026-09-21
LLM agents learn by interacting with environments, yet these environments are hand-built and static: blind to an agent's weaknesses, and quickly left behind as it improves. While recent environment generation methods attempt to address this
Yunhao Chen, Xin Wang, Yixu Wang · 2026-09-21
AI agents operate in persistent environments where early state changes can influence decisions far into the future. Unlike conventional language-model interactions, agent behavior is mediated through a shared state that is repeatedly modifi
Luigi Sigillo, Matteo Silvestri, Francesco Tabaro · 2026-09-21
The web is increasingly accessed by AI agents rather than humans. Every agent needs knowledge, especially in the life-sciences, where agentic pipelines are growing fast. Access to the literature is a crucial part of that need, and resources
DeepSWE 🔥
Datacurve · 2026-09-21
DeepSWE is a long-horizon software engineering benchmark built to separate frontier coding agents on original tasks drawn from 91 active open-source repositories across TypeScript, Go, Python, JavaScript, and Rust. Tasks are written from sc
Coding Agentspwc
StarVLA Community · 2026-09-21
Building generalist embodied agents requires integrating perception, language understanding, and action, which are core capabilities addressed by Vision-Language-Action (VLA) approaches based on multimodal foundation models, including recen
🤗 HF 采用榜 下载/点赞
⚡ System One 决策模型 488 项目 · Jev/TypeSafe 生态 · 快决策(非推理)
SDK & Decision Frameworks 92Security & Guardrails 41High-Frequency & Simulation 40Routing & Cost Optimization 39Browser & OS Action 38Domain & Vertical Tools 34Data & Search 33MCP & Integrations 30Context GC & Filter 30CLI & Pipelines 29Evaluation & Observability 29Creative Tools 16Codebase & Graph Pathfinding 13Decision Tools 12SDK & Integrations 6Voice & Conversation 4Classification & Taxonomy 2
| 项目 | ★ | 类别 | Jev 决策点 |
|---|---|---|---|
| langchain langchain-ai | 146,831 | SDK & Integrations | Submits binary, categorical and ordered-score questions and returns typed answers with probabilities. |
| ai-hedge-fund virattt | 63,657 | Domain & Vertical Tools | Converts strategy questions to System One requests and normalizes native answers to the project’s result format. |
| litellm BerriAI | 59,361 | Routing & Cost Optimization | Maps requests to configured complexity classes that drive backend routing. |
| oh-my-pi can1357 | 32,380 | Routing & Cost Optimization | Sends agent state and typed questions to Jev and parses structured answers. |
| jev-model-router davila7 | 30,897 | Routing & Cost Optimization | Evaluates task tier, reasoning needs and production risk; local policy maps results to invocation settings. |
| composio ComposioHQ | 30,279 | SDK & Decision Frameworks | Turns tool or action conditions into structured questions and passes Jev answers to local invocation logic. |
| ai vercel | 26,887 | SDK & Decision Frameworks | Maps choice, score, and yes/no questions to TypeSafe System One requests and parses typed results. |
| cua trycua | 25,783 | Browser & OS Action | Reads DOM or supported visual-region descriptions and returns a supplied candidate action ID. |
| pydantic-ai pydantic | 20,109 | SDK & Integrations | Converts supported structured output fields into typed Jev questions and maps answers back to the output model. |
| eliza elizaOS | 19,406 | SDK & Decision Frameworks | Only an explicit systemOne call sends state and questions, returning validated typed answers. |
| langchainjs langchain-ai | 18,214 | SDK & Decision Frameworks | Uses invoke to call TypeSafe and parse choice, noul, score and probability fields. |
| json-render vercel-labs | 17,972 | Creative Tools | Evaluates component configurations through Vercel AI Gateway, then composeSpec assembles the UI specification. |
| jev-ultrafast browser-use | 16,286 | Browser & OS Action | Chooses an action and its matching DOM element in one request; a text model generates input text. |
| openchamber openchamber | 10,237 | Routing & Cost Optimization | Jev selects a task category; local category mappings determine the model configuration. |
| rig-typesafeai 0xPlaygrounds | 8,694 | SDK & Decision Frameworks | Sends application state and questions to Jev and parses Choice, Score or Noul answers. |
| deep-searcher zilliztech | 8,275 | Data & Search | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| GPTCache zilliztech | 8,200 | Data & Search | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| firstmate kunchenguid | 6,929 | 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 | 6,040 | Context GC & Filter | Separately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them. |
| agentgateway agentgateway | 4,970 | Security & Guardrails | Jev scores jailbreaks, harmful content and secret disclosure; thresholds or evaluation errors reject requests. |
| latitude-llm latitude-dev | 4,665 | Evaluation & Observability | Judges which checks apply and can add checks when thresholds and rate limits permit. |
| ax ax-llm | 2,942 | SDK & Integrations | Maps supported signatures to Jev questions or sends native System One requests. |
| memsearch zilliztech | 2,633 | Data & Search | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| kev jaredpalmer | 2,631 | High-Frequency & Simulation | Attaches a parallel decision head to an open 0.5B model to answer discrete questions directly from token activations. |
| bootcamp milvus-io | 2,444 | Data & Search | Jev returns a structured decision for the local program; consult the source for the exact decision policy. |
| jev-trader jarrodwatts | 1,880 | Domain & Vertical Tools | In Jev mode, order-book judgments feed code that simulates fills or submits configured post-only limit orders. |
| NanoJev TianyuCodings | 1,852 | High-Frequency & Simulation | Evaluates multiple questions and dynamic candidate spaces concurrently in a single forward pass, logging navigation choices. |
| jev-desktop lahfir | 1,440 | Browser & OS Action | Jev selects a target and action and estimates presence and risk; local policy decides whether to execute. |
| vellum-assistant vellum-ai | 1,295 | MCP & Integrations | Submits state and question bundles to System One and returns structured answers to the Assistant. |
| celesto CelestoAI | 958 | Codebase & Graph Pathfinding | Judges whether a finding was introduced by the change, is supported and merits a fix. |
| atomic bastani-inc | 812 | Routing & Cost Optimization | Sends predefined questions to Jev and decodes answers for callers; regular models still generate code. |
| typesafe-computer-use awlevin | 765 | Browser & OS Action | Selects the next step from deterministically extracted controls and actions before desktop execution. |
| aiavatarkit uezo | 678 | Voice & Conversation | Assesses utterance completeness and whether the user is likely to continue speaking. |
| kody kentcdodds | 663 | Data & Search | Sends a Score question per candidate, reorders and drops low scores; the model id is typesafe/jev. |
| Agent AgentiLoop | 622 | Security & Guardrails | Adds a destructive-risk judgment after local shell checks and refuses commands above the configured threshold. |
| req_llm agentjido | 581 | SDK & Decision Frameworks | Sends state and questions, normalizes answers and retains the raw provider response. |
| Jev-cu Sac-Y | 548 | Browser & OS Action | Chooses targets and actions and assesses completion and risk; local policy controls execution or confirmation. |
| omg.dev BennyKok | 535 | Browser & OS Action | Chooses controls and checks completion or blockage before the test runner operates the UI. |
| Jev Review devagrawal09 | 500 | Codebase & Graph Pathfinding | Judges risk, files, evidence regions, mechanisms and severity before rule-based reviewer routing. |
| foreman thruwire | 469 | CLI & Pipelines | AsyncTypeSafeClient.system_one with default jev-latest sends Noul questions for supervision. |
🏅 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 | 60% | 15/25 |
| 2 | Claude Fable 5.1 Anthropic | 43% | 6/14 |
| 3 | GLM-5.3 Z.ai | 14% | 3/21 |
| 3 | GPT-5.6 Sol OpenAI | 14% | 3/21 |
| 5 | Kimi K3 Moonshot | 9% | 2/23 |
| 6 | Claude Opus 5 Anthropic | 10% | 2/20 |
| 6 | DeepSeek-V4-Flash DeepSeek | 10% | 2/20 |
| 8 | DeepSeek V4.1 Flash DeepSeek | 12% | 2/17 |
| 9 | Claude Fable 5 Anthropic | 18% | 2/11 |
| 10 | DeepSeek-V4-Pro DeepSeek | 4% | 1/24 |
| 11 | Qwen3.8-Max Alibaba | 5% | 1/19 |
| 12 | Gemini 3.8 Flash Google | 7% | 1/14 |
| 13 | Hy 3 Tencent | 11% | 1/9 |
| 14 | Hy 4 Tencent | 13% | 1/8 |
| 15 | Qwen3.7-Max Alibaba | 17% | 1/6 |
| 16 | Gemini 3.7 Flash Google | 20% | 1/5 |
| 16 | Seed-2.0 pro ByteDance | 20% | 1/5 |
| 18 | GPT-5.6 Terra OpenAI | 25% | 1/4 |
| 19 | Doubao-Seed-Evolving ByteDance | 50% | 1/2 |
| 19 | Seed-2.0 Mini ByteDance | 50% | 1/2 |
👤 AI UP主 从赛题发现,点击直达主页
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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
- 🅱️ AI智斗数字囚牢 OpenHex游戏竞技逻辑推理 冠军 Qwen3.7-Max
- 🅱️ AI建筑大赛 土豆味小哲游戏竞技知识问答 冠军 Claude Fable 5.1
- 🅱️ 神烦老狗的Benchmark 神烦老狗编程开发 冠军 GPT-6 Astra
- 🅱️ AI模型建模演示横测 科技侠来了空间建模 冠军 Hy 4
- 🅱️ 没人比TA更懂新三国 吃蛋挞的折棒知识问答游戏竞技 冠军 Seed-2.0 Mini
- 🅱️ 程序员上岗实测 程序员鱼皮图像生成编程开发 冠军 GPT-6 Astra
- 🅱️ AI复刻游戏狂扁小朋友 AGI-Eval评测游戏开发 冠军 GPT-5.6 Sol
- 🅱️ 屎山论剑·模型擂台战 Token就是词元编程开发 冠军 GPT-6 Astra
- 🅱️ GTA5的19.8亿次if循环修复 人工大黑编程开发 冠军 GPT-6 Astra
- 🅱️ AI狼人杀 十月枫林尽染游戏竞技 冠军 Claude Fable 5.1
- 🅱️ 祖传BUG挑战赛·逐鹿中原季 Token就是词元编程开发 冠军 Claude Fable 5.1
- 🅱️ 屎山考核·祖传代码统考 Token就是词元编程开发 冠军 GLM-5.3
- 🅱️ 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bench 无机酸-_-编程开发 冠军 GPT-6 Astra
🎬 AI 视频 订阅 · 搜索 · B站,分开组织
📌 订阅频道 6 个博主 · 最新上传
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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!

GPT-6 Astra IS INSANE! Best Usecases & Tricks...
📺 Why QQ 14

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?
📺 飞天闪客 6
📺 AI超元域 2
🔎 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

Build Your First AI Agent in 10 Minutes — No Coding

我的 AI 编程全流程:如何使用 AI 稳定交付一个高质量的产品

Learn 97% Of Claude Code In Under 18 Minutes

【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

Skills vs MCP vs RAG vs Memory: What AI Agents Need to Know

How to Use AI to Learn Coding SO fast it feels impossible

Google's new coding model

Bob大叔:AI代码我完全不看 | Robert C. Martin | AI编程 | AI Agent | 代码整洁之道 | Clean Code | 变异测试 | 测试驱动开发 | TDD

GPT-6 Astra:OpenAI宣布进入AGI时代 | OpenAI | GPT-6 | Astra | AGI | 计算机使用 | AI Agent | 人工智能 | 网络安全 | 大模型

AI失控毁灭人类?业内呼吁大模型延缓开发!黄仁勋特朗普急了!打电话演双簧力挺AI开发!美联储突然加息?特朗普不高兴为什么却不敢对沃什生气?短期美债到底被谁买走了?

把AI Agent的功能全砍掉,反而表現更強?其實你只需要留這4個工具就夠!|Kelly Tsai

OpenAI新模型GPT-6 Astra,AGI时代要来了?

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

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

2026年,普通人进头部AI公司训练大模型死路一条?AI领域还有哪些机会?

(附字幕) 盧永雄「巴士的點評」華爾街日報,中國大搞電動重型貨車事關重大。阿爺出手攻美國AI大模型,央視玉淵譚天:用Anthropic等於把數據交給美國。 26年9月21日

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

GPT6 Astra模型发布,AGI已经到来|与OpenAI工程师赵迪对谈:ChatGPT、Codex、Grok、大模型Infra、waymo、cybercab,“最混蛋的人”马斯克与奥特曼的智能平权

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?

OpenAI正式发布GPT-6 Astra!最强AI大模型登场!ARC-AGI-3得分冲到99.9%【Vic TALK第1790期】

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

AI 大模型/Agent入门推荐,Qwen3.8 27B/DeepSeek V4 Flash/国产替代模型/GPT, Hermes/Codex/DSH/OpenCode体验对比!

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

Where to Start AI Coding if You're Not Yet

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

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

Anthropic发布模型硬件标准MHS | 物理版MCP | Claude | MCP | AI Agent | 物理世界 | 实验室自动化 | 具身智能

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

AI编程怎么一代不如一代?分享下我的猜测。

2026 最新免费白嫖 AI 智能体:AgentScope Platform 一键部署,无需 Token,无需绑卡,拥有你的个人 Agent 助理,全程实操。

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)

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李飞飞全新世界模型发布,Atlas可能给混乱的AI竞争指了一条路

OpenAI 发布 GPT-6 Astra【AI 早报 2026-09-04】

最智能模型?gpt-6 astra发布,亮点颇多!无法订阅gpt会员的朋友,如何使用该模型? | 手把手教你 deepseek harness 接入 gpt-6 模型

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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

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FreeBuff 实测:不用 API Key 的 AI 编程工具

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

梳理ai大模型本地部署3个工具:哪个适合新手,哪个适合老手,本视频通通告诉你 | bionic, ollama, llama cpp 使用教程

AI智能体怎么选?Codex、Claude Code、WorkBuddy、Google AI 实测对比

我发现了AI编程的四种方法,其中第四种已经无敌了~
🅱️ B站 AI 竞技场 按播放量
- 【AI博弈论】7个AI陷入囚徒困境,谁能活到最后? ▶ 540万 · @公与山河
- 给6个AI发1万去猜世界杯,结果真有人破产... ▶ 114万 · @直男山禾
- 【淘汰赛】给6个AI发1万去赌球,到底谁会破产? ▶ 52万 · @直男山禾
- AI智斗第二期食物链来袭!5个AI在暗黑丛林,谁能活?合作与背叛,他们会如何抉择? ▶ 48万 · @OpenHex
- 脏出天际!笑死我了,豆包放飞自我,OpenAI操碎了心,大喊祖宗!!S3-10上帝视角 ▶ 43万 · @十月枫林尽染
- 我举办了一场AI建筑大赛 ▶ 43万 · @土豆味小哲
- GPT-6 Astra 实测:折腾一晚上,审美、Agent、3D,全都变强了! ▶ 38万 · @神烦老狗
- 【深度实测】腾讯混元Hy 4 preview开启免费,比“牛来”还牛? ▶ 37万 · @科技侠来了
- 当AI遇上新三国:哪个AI才能称帝? ▶ 36万 · @吃蛋挞的折棒
- DeepSeek V4.1 Flash 首发实测,吊打自家 Pro 模型?!梁圣回归 ▶ 33万 · @程序员鱼皮
- 我不管你是谁,麻烦快从Deepseek V4Pro正式版身上下来! ▶ 33万 · @神烦老狗
- 四个AI重做《狂扁小朋友》,怎么一个比一个颠? ▶ 33万 · @AGI-Eval评测
- 2.8T开源模型Kimi K3实测:前端滴神!价格比顶级模型便宜一半! ▶ 31万 · @神烦老狗
- 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
- Grok Bot — it can send you voice notes @bot · ai
- Glyph — a GPU typography engine for the web @pmndrs · design
- Compositor — a free Photoshop-like image editor @robbietilton · design
- Powermove — a video editor you can reshape with agents @zellzoi_design · design
- Monid — free webpage search and fetch for agents @MonidHQ · ai
- Bend 2 — a language that proof-checks AI code @VictorTaelin · developer-tools
- Astra for Law — GPT-6 Astra for legal practice @OpenAI · ai
- Craft — design engineering concepts, open source @heyimgustavo · design
- Grok Bot — it can talk now @bot · ai
- jina-ocr-v1 — visual documents to clean markdown @JinaAI_ · ai
- Aave V3 — a brand new look @aave · consumer
- Pencil — an agentic canvas for building bold ideas @tomkrcha · design
- Arrow 2 — faster, more precise vector graphics @QuiverAI · design
- Rene — a multiplayer iMessage agent you text @tlxue · ai
- Railway Sandboxes — thousands of VMs next to your infra @Railway · developer-tools
- Launchvideo — tasteful product videos in your codebase @flornkm · design
- Reception — an AI receptionist for small businesses @ElevenLabs · ai
- iHermes — a personal AI assistant in iMessage @dankrieg · ai
- Claude — decks, docs, and designs in chat @claudeai · ai
- Claude — Cowork and chat merge into one Claude @claudeai · ai
- ScreenKite 2.0 — native recording and a pro editor @screenkite_com · design
- Mercury Books — AI accounting as transactions happen @immad · productivity
- Command Code — desktop app for Mac, Linux, Windows @CommandCodeAI · developer-tools
- NotchOwl — a productivity workspace in the Mac notch @AdityaShips · productivity
📦 版本发布 tracked repos releases
- Asymptote-Labs/agent-beacon v1.3.20 2026-09-22
- qiz029/dscode v0.7.27 2026-09-22
- qiz029/dscode v0.7.26 2026-09-22
- zhouxiaoka/autoclip v1.3.2 2026-09-22
- deepseek-ai/deepseek-harness dsh-v0.1.7-alpha.2 pre 2026-09-22
- alibaba/open-code-review v1.12.9 2026-09-22
- stablyai/orca v1.4.207 2026-09-22
- deepseek-ai/deepseek-harness dsh-v0.1.7-alpha.1 pre 2026-09-22
- Asymptote-Labs/agent-beacon v1.3.19 2026-09-22
- Finderchangchang/jev-chat-JARVIS v1.3 2026-09-22
- jev-chat/jev-chat-jarvis v1.3 2026-09-22
- Finderchangchang/jev-chat-JARVIS v1.2 2026-09-22
- jev-chat/jev-chat-jarvis v1.2 2026-09-22
- rocketride-org/rocketride-server server-v3.3.0-prerelease pre 2026-09-22
- rocketride-org/rocketride-server vscode-v1.2.0-prerelease pre 2026-09-22
- debpalash/VoiceStudio v0.5.5 2026-09-22
- akitaonrails/ai-memory v2.4.0 2026-09-21
- heygen-com/hyperframes v0.8.59 2026-09-21
- anomalyco/opencode v1.18.32 2026-09-21
- BuilderIO/agent-native clips-v0.1.311 2026-09-21
- BuilderIO/agent-native @agent-native/toolkit@0.20.5 2026-09-21
- earendil-works/pi v0.87.0 2026-09-21
- NandhaKishorM/laya v0.3.5 2026-09-21
- BuilderIO/agent-native clips-nightly-v0.1.382-0 pre 2026-09-21
🛰️ 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
- Anthropic releases Opus 5.5 with lower prices and Fable-level performance TechCrunch AI · 2026-09-22
- Cloud startup Verda raises $189m in funding round led by Emergence Capital Sifted · 2026-09-22
- Exclusive: Mistral acquires adtech startup Pimento in €12.7m cash-and-shares deal, filings show Sifted · 2026-09-22
- AstroForge is putting AI in command of its next spacecraft TechCrunch AI · 2026-09-22
- Five AI safety sessions every founder should have on their TechCrunch Disrupt 2026 agenda TechCrunch AI · 2026-09-22
- TechCrunch Disrupt 2026: Aaron Edsinger brings Hello Robot’s Stretch 4 to life onstage TechCrunch AI · 2026-09-22
- Exhibit tables added: One last chance to showcase your startup at TechCrunch Disrupt 2026 TechCrunch AI · 2026-09-22
- Exhibit tables added: One last chance to showcase your startup at TechCrunch Disrupt 2026 TechCrunch Venture · 2026-09-22
- 4 days to save up to $200: Reason 2 of 5 to be at TechCrunch Disrupt 2026 TechCrunch AI · 2026-09-22
- 4 days to save up to $200: Reason 2 of 5 to be at TechCrunch Disrupt 2026 TechCrunch Venture · 2026-09-22
- Roundtables: The Deadly Failures of The Virtual Border Wall MIT Tech Review AI · 2026-09-22
- Exclusive: NIF backs defence startup Terasi in €11m raise Sifted · 2026-09-22
- Everyone can find a reason to dislike data center construction TechCrunch AI · 2026-09-22
- Nscale’s IPO will test Wall Street’s appetite for concentrated AI bets once again TechCrunch AI · 2026-09-22
- Exclusive: Can You Trust That AI Agent? Baselayer Raises $35M To Help Companies Decide Crunchbase News · 2026-09-22
- Don’t be fooled by this summer of AI hype MIT Tech Review AI · 2026-09-22
- As Software VCs Chase SpaceX Alumni, A Defense Tech Veteran Warns Of ‘Tourists And FOMO’ Crunchbase News · 2026-09-22
- Morphotonics raises €40M to expand its display tech into data centers TechCrunch Venture · 2026-09-22
- A16z wants to back more European startups — but won’t reopen European office anytime soon Sifted · 2026-09-22
- N8n boss: ‘Our goal is to get to 1bn users with fewer than 1,000 employees' Sifted · 2026-09-22
- Exclusive: GFC, Firstminute back Palantir and Goldman alums to take on the Big Four Sifted · 2026-09-22
- The man who built Apple’s stores doesn’t buy Silicon Valley’s bet on AI shopping TechCrunch AI · 2026-09-21
- OpenAI forms math advisory group as its AI resolves more than 100 open problems TechCrunch AI · 2026-09-21
- Discover what’s next: 5 days left to save up to $200 on your TechCrunch Disrupt 2026 ticket TechCrunch AI · 2026-09-21
- Discover what’s next: 5 days left to save up to $200 on your TechCrunch Disrupt 2026 ticket TechCrunch Venture · 2026-09-21
- Meta’s Muse is outpacing ChatGPT’s early mobile launch TechCrunch AI · 2026-09-21
- Meta’s AI agent has been blocked from using Amazon.com TechCrunch AI · 2026-09-21
- Oura’s $2.2B IPO is mostly a payday for existing shareholders TechCrunch Venture · 2026-09-21
- With Tabby, a former accountant is using AI to make accountants obsolete TechCrunch AI · 2026-09-21
- Where will the next breakout startup come from? Benchmark’s full partnership weighs in at TechCrunch Disrupt 2026 TechCrunch AI · 2026-09-21
🎯 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
mendableai/firecrawl-mcp-server
AgentDeskAI/browser-tools-mcp
Aas-ee/open-webSearch
ChromeDevTools/chrome-devtools-mcp
🆕 最新动态 4 源更新 · 同源已折叠
🎯 上下文工程精选 27 精选 · 9 源更新

Superpowers让Claude Code写出工程级代码
obra/superpowers
mattpocock/skills
mattpocock/skills
addyosmani/agent-skills
masoncl/review-prompts
franklioxygen/agent-workflows
OthmanAdi/planning-with-files
bfly123/claude_code_bridge
HKUDS/OpenHarness
win4r/openclaw-a2a-gateway
catlog22/Maestro-Flow
RunMaestro/Maestro
pawel-cell/cmux-ai-agents-bundle
zhengzizhe/conductor
ansxuman/Clauge
lthoangg/openagentd
openai/symphony
multica-ai/multica
zxkane/autonomous-dev-team
snarktank/antfarm
first-fluke/oh-my-agent
C
A field guide to Claude Fable 5: Finding your unknowns
S
My Current AI Dev Workflow
S
My AI Workflow for Understanding Any Codebase
S
MCP Best Practices
R
repoprompt.com
🆕 最新动态 9 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)
🎯 开源工具动态 2 精选 · 3 源更新
G
inkscape
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.
🆕 最新动态 3 源更新 · 同源已折叠
🎯 本地大模型 35 精选 · 16 源更新

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

Understand Local AI in 15 Minutes
datawhalechina/self-llm
rafska/Awesome-local-LLM
nomic-ai/gpt4all
bigscience-workshop/petals
oobabooga/text-generation-webui
nsarrazin/serge
cocktailpeanut/dalai
Jittor/JittorLLMs
intel/intel-extension-for-transformers
ViperX7/Alpaca-Turbo
hlhr202/llama-node
go-skynet/LocalAI
mlc-ai/mlc-llm
turboderp/exllamav2
InternLM/lmdeploy
ollama/ollama
ggerganov/llama.cpp
vllm-project/vllm
binary-husky/gpt_academic
pytorch-labs/gpt-fast
Mozilla-Ocho/llamafile
b4rtaz/distributed-llama
oobabooga/text-generation-webui
getumbrel/llama-gpt
karpathy/llama2.c
liltom-eth/llama2-webui

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

The Only Local AI GPUs Worth Buying Right Now (Ranked)
🆕 最新动态 16 源更新 · 同源已折叠
- Laya model playing Flappy Bird on a CPU using OpenVINO INT8 inference
- Am I going insane for thinking that these are all Bot comments?
- I built a cache-friendly context compacting plugin for OpenCode
- Qwen 3.8 27B at ~3 BPW on an RTX 3060: GSQ vs ByteShape IQ3-XXS 2.88BPW
- b11105 (+13 更早)
- Dynamic Quantiser - a way to make your own high quality dynamic quants
- Mimo2.6-Flash on M5U early results
- How is Gemma4 12B for general everyday use?
- What underrated AI tools have actually made you more productive in 2026?
- Fork of FreeToken with DeepSeek-V4.1, vision and speculative decoding (2x3090 numbers inside)
- Is llama.cpp meant to be slow at long context, even when you aren't using that context?
- About Mimo 2.6 Architecture
- XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B · Hugging Face
- Qwen3.8-27B: >70 tok/s (>160 tok/s concurrent), 10k tok/s prefill, full context on 2x3090 (or and 48GB or larger on ampere or higher), vanilla vllm
- Did Alibaba abandon 35B A3B?
- Ngram and world knowledge - why are we just building a coding model?
🎯 科技分享频道 4 精选 · 30 源更新

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/

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

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
M
@croath
🆕 最新动态 30 源更新 · 同源已折叠
- 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。
- 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。
- 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。
- PixAI 新模型 Tsubaki.3 上线,免费账号签到点数也能生成视频了。
- #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。
- opencode 宣布免费用 mimo2.6-flash 模型。
- Claude Max用户可送朋友一周免费Pro,每人限送3张。
- 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。
- RelayLLM · 纯血 AI API 中转站
- #开源 #Telegram #跨平台
- 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。
- 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。
- 智谱zcode周末免费,调休期间也算。
- 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。
- 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 #新闻
- #趣站
- ➡️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。
- 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。
- Cline Desktop 免费开放 Kimi K3 模型,可用谷歌邮箱登录,需+86手机接码注册。免费额度限量情况不明。
- Devin Cloud 免费无限使用 SWE-2 模型,32G 内存 8 核云服务器,截止 10 月 9 日,手机可直接访问。
- 登录送会员30天,学生认证送3个月。打电话练英语非常不错。
- OpenAI免费云Codex,额度单独计算,可运行命令的agent。
- 智谱今天开始送3亿tokens额度,可白嫖。
- Egern TestFlight 版更新支持配合自签
🎯 自托管AI编码 12 精选 · 4 源更新
TabbyML/tabby
MistRipple/magi-code
QwenLM/qwen-code
vinhnx/vtcode
XiaomiMiMo/MiMo-Code
zhukunpenglinyutong/codemoss
block/goose
yetone/avante.nvim
xintaofei/codeg
RooCodeInc/Roo-Code
sxhxliang/agent-studio
OpenAutoCoder/Agentless
🆕 最新动态 4 源更新 · 同源已折叠







