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生成于 2026-09-19 16:10 UTC · 追踪 2,255 仓库 · 8 多源共振
今日榜单几乎被“给 agent 用的工具”占据——浏览器操作、电脑操作、技能包、开发沙箱、自主研究——重心正从“做模型”转向“做 agent 基础设施层”。jev-ultrafast 等经核实为真实发布,新仓库 PR 少属正常,并非刷榜。
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📖 一句话:今天几乎所有热度都在“给 agent 用的工具”上——浏览器操作、电脑操作、技能包、沙箱,重心已从‘做模型’转到‘做 agent 的手脚和环境’。先看下面两条(jev-ultrafast 与 trycua/cua),它们代表 computer-use 的两条路线;模型榜变化不大、快讯里刷屏的 Muse 系列可快速扫过。注意:榜首的 jev 集群已核实是真实开源发布,不是刷榜——新仓库 PR 少属正常。

📌 必读 导读 · 今天先看这些

  • Jev Ultrafast: a browser agent with a dynamic, indexed action space (HN 讨论) HN
    浏览器 agent 的新范式:读 DOM 表格、免视觉模型、70–500ms 决策;评论区有一线工程判断,比 star 数更有信息量。
  • browser-use/jev-ultrafast repo
    直接读实现:indexed-DOM + speculative fan-out 如何把浏览器自动化压到 ~7s;MVP 局限(Shadow DOM/iframe/无结果校验)也写得很坦白。
  • trycua/cua — Computer-use 2.0 repo
    另一条路线:跨 OS 驱动 + agent 集群 + 评测/训练数据。想理解“agent 基础设施”全景,这个和 jev 对照着看。
  • hypit-ai/hypit repo
    把短视频还原成可编辑“代码”、批量产变体;也是“skill 即分发”(npx skills add)的样例——一个正在成形的能力分发范式。

🔬 深度洞察 deep research

Agent 基础设施成为重心:大家在造“手和沙箱”,不是又一个模型
今日多源共振里,7/9 是“让 agent 能操作/被隔离/被评测”的工具,而非模型本身。这说明生态的建设热度已从“更强的大脑”转向“可用的手脚与环境”——谁能让 agent 稳定操作真实系统,谁就卡住下一段价值。对开发者:该层仍很早、可切入;对投资人:这是当前最密集的在建方向。
browser-use/jev-ultrafasttrycua/cuaarcboxlabs/arcboxcoder/codercloudflare/security-audit-skillsapientinc/PRAXISTdeeplethe/utopia
“Skill(可安装技能包)”正成为能力分发的新范式
cloudflare/security-audit-skill 与 hypit 都以“技能包”形式分发(hypit 用 `npx skills add`),即把一项能力打包给 Claude Code/Codex 等 agent 直接调用。这是一个正在成形的分发 primitive——值得盯它会不会长出“agent 能力的应用商店”。
cloudflare/security-audit-skillhypit-ai/hypit
专用快模型分工化:浏览器 agent 成本正在坍塌
browser-use/jev-ultrafast 建立在 TypeSafe 的 Jev(“System One”)模型上——返回类型化概率决策而非文本、跳过视觉模型、70–500ms 出结果;自测把 Google Flights 自动化压到 7s、成本降约 90%(注:官方自测、未经第三方复现)。呼应 ai_news 里 GLM-5.3 FlashX 等“快变体”:趋势是工作流不同环节用不同的更快更便宜的模型,而非一个大模型通吃。
browser-use/jev-ultrafasttamaratran/fast-jev-compactionGLM-5.3 FlashX
被低估的早期信号:涨但无 X 热度
deeplethe/utopia(本地优先、agent 辅助的“文档→本体”知识工作台)和 sapientinc/PRAXIST(可执行的自主研究系统)在没有明显 X 带节奏的情况下自然上涨——通常意味着别人还没注意,alpha 在此,值得优先加入观察名单。
deeplethe/utopiasapientinc/PRAXIST
🎯 沿“agent 基础设施”主线深挖一层:对比 browser-use/jev-ultrafast(浏览器)与 trycua/cua(全 OS computer-use)两条路线,判断哪条更贴合你的用例;同时把无 X 热度却在涨的 deeplethe/utopia 加入重点观察。

📰 最新快讯

⭐ 多源共振

共振集中在“给 agent 用的工具”:浏览器(jev-ultrafast)、电脑操作(trycua/cua、arcbox)、技能包(security-audit-skill)、开发环境(coder/coder)、自主研究(PRAXIST)、知识工作台(utopia)。同一主线、多个团队同时发力。

trycua/cua ×5 🆕 new
githubxsocialboardhn
+683★/d 活跃开发 official #3
Scale computer-use 2.0 with open-source drivers, cross-OS fleets, and benchmarks for training, evaluation, and data generation.
🔺 @trycua 首发 · 30h 前
Computer-use 2.0:跨 OS 驱动、agent 集群、评测与训练数据生成——“agent 基础设施”主线的核心一员,且为团队自荐(lead:trycua)。
cloudflare/security-audit-skill ×4 🆕 new
githubxsocialboard
+1,940★/d 早期·低活动 official #8
A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings
🔺 @MaciejLukianski 首发 · 41h 前
Cloudflare 出品的 coding-agent 技能包:多阶段安全审计、独立验证、机器可读结论——“skill 即能力分发”的代表案例。
browser-use/jev-ultrafast ×4 🆕 new
githubxsocialboard
+1,837★/d 早期·低活动 official #5
🔺 @betterhn20 首发 · 16h 前
已核实=真实开源发布,非刷榜。Browser Use 出品的浏览器 agent,基于 TypeSafe“Jev/System One”模型(类型化概率决策、免视觉、70–500ms);自测 7s 完成 Google Flights、成本≈-90%(官方自测未复现)。新仓库 PR 少属正常。
robbietilton/Compositor ×4 🆕 new
githubxsocialboard
+1,291★/d 活跃开发 official #1
The Photoshop alternative for Mac
🔺 @dotey 首发 · 5h 前
deeplethe/utopia ×4 🆕 new
githubxsocialboard
+884★/d 活跃开发 official #2
Local-first, agent-assisted document-to-ontology workbench
本地优先、agent 辅助的文档→本体工作台;无 X 热度却涨=早期/被低估信号,优先加入观察。
latent-spaces/brag ×4 🆕 new
githubxsocialboard
+835★/d 早期·低活动 official #16
You built it. Now brag. Turn the project you just created into a short, shareable launch video with one command.
tamaratran/fast-jev-compaction ×4 🆕 new
githubxsocialboard
+743★/d 活跃开发 official #7
Claude Code plugin that replaces the compaction summary with Jev decisions: every tool call and result is scored in one fast request, stale ones are dropped or truncated, everything kept stays verbatim.
hypit-ai/hypit ×4 🆕 new
githubxsociallaunch
+658★/d 活跃开发
🔺 @cccyd_qwq 首发 · 31h 前
已核实=真实项目(~1.3k★、活跃发版至 0.2.7)。让 coding agent 把短视频还原成可编辑“代码”、批量产出变体;以 `npx skills add` 技能包分发。工具+话题双热。

🔥 动量榜

榜首多为刚开源的新仓库,PR/issue 少属正常现象(新项目),不等于刷榜。已逐一核实:jev-ultrafast、hypit 均为真实发布。

#Repo7d+1d★7d★质地官方X
1 cloudflare/security-audit-skill 🆕 new
JavaScript · A coding-agent skill for multi-phase security audits with in
🔺 @MaciejLukianski 首发 · 41h 前
Cloudflare 出品的 coding-agent 技能包:多阶段安全审计、独立验证、机器可读结论——“skill 即能力分发”的代表案例。		 +1,940 12,241 早期·低活动 #8 30×
2 browser-use/jev-ultrafast 🆕 new
Python
🔺 @betterhn20 首发 · 16h 前
已核实=真实开源发布,非刷榜。Browser Use 出品的浏览器 agent,基于 TypeSafe“Jev/System One”模型(类型化概率决策、免视觉、70–500ms);自测 7s 完成 Google Flights、成本≈-90%(官方自测未复现)。新仓库 PR 少属正常。		 +1,837 7,120 早期·低活动 #5 13×
3 robbietilton/Compositor 🆕 new
Swift · The Photoshop alternative for Mac
🔺 @dotey 首发 · 5h 前
 +1,291 1,491 活跃开发 #1 8×
4 deeplethe/utopia 🆕 new
Python · Local-first, agent-assisted document-to-ontology workbench
本地优先、agent 辅助的文档→本体工作台;无 X 热度却涨=早期/被低估信号,优先加入观察。		 +884 2,279 活跃开发 #2 10×
5 latent-spaces/brag 🆕 new
Python · You built it. Now brag. Turn the project you just created in
 +835 4,448 早期·低活动 #16 10×
6 deepseek-ai/deepseek-harness 🆕 new
TypeScript
🔺 @the_osps 首发 · 7h 前
 +748 8,268 早期·低活动 – 10×
7 tamaratran/fast-jev-compaction 🆕 new
TypeScript · Claude Code plugin that replaces the compaction summary with
 +743 2,912 活跃开发 #7 7×
8 eternity4719/HowToLiveBetter 🆕 new
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
🔺 @knowledgefxg 首发 · 60h 前
 +742 5,557 早期·低活动 #20 10×
9 alibaba/open-code-review 🆕 new
Go
🔺 @shao__meng 首发 · 71h 前
 +687 14,600 活跃开发 – 22×
10 trycua/cua 🆕 new
HTML · Scale computer-use 2.0 with open-source drivers, cross-OS fl
🔺 @trycua 首发 · 30h 前
Computer-use 2.0:跨 OS 驱动、agent 集群、评测与训练数据生成——“agent 基础设施”主线的核心一员,且为团队自荐(lead:trycua)。		 +683 1,461 活跃开发 #3 10×
11 hypit-ai/hypit 🆕 new
TypeScript
🔺 @cccyd_qwq 首发 · 31h 前
已核实=真实项目(~1.3k★、活跃发版至 0.2.7)。让 coding agent 把短视频还原成可编辑“代码”、批量产出变体;以 `npx skills add` 技能包分发。工具+话题双热。		 +658 10,468 活跃开发 – 26×
12 affaan-m/ECC 🆕 new
JavaScript
🔺 @BlockInsight214 首发 · 10h 前
 +616 5,554 活跃开发 – 14×
13 bilawalsidhu/gods-eye-view 🆕 new
🔺 @shaw_stone73832 首发 · 57h 前
 +537 8,542 活跃开发 – 21×
14 ayghri/i-have-adhd 🆕 new
Python
🔺 @zhtyyx 首发 · 69h 前
 +517 5,122 早期·低活动 – 42×
15 arcboxlabs/arcbox 🆕 new
Rust · Run AI agents on real and isolated machines — own kernel, fi
 +504 1,139 早期·低活动 #4 –
16 NandhaKishorM/laya 🆕 new
Python
 +494 704 活跃开发 #17 1×
17 stablyai/orca 🆕 new
TypeScript
🔺 @GitTrend0x 首发 · 62h 前
 +472 5,095 活跃开发 – 20×
18 tt-a1i/archify 🆕 new
JavaScript
🔺 @GitTrend0x 首发 · 62h 前
 +449 7,611 活跃开发 – 12×
19 MiniMax-AI/minimax-code 🆕 new
TypeScript · An open-source coding agent for your terminal, powered by Mi
 +433 1,004 活跃开发 #9 7×
20 addyosmani/agent-skills 🆕 new
JavaScript
🔺 @shanyanggm 首发 · 71h 前
 +415 3,052 活跃开发 – 30×

🗞️ Hacker News

👽 Reddit

🛠️ 技术源 · GitHub Trending/Lobsters

📥 AI 博客 · Newsletter

💬 V2EX

🐧 LINUX DO

📢 电报精选

📚 科技周刊 新项目/工具自荐

📄 论文

近期论文集中在 World Models / 开放式任务泛化 / 自主研究方向,与榜上“自主研究/computer-use”类项目相互印证。

LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence 🔥
Xingxuan Zhang, Gang Ren, Hao Yuan · 2026-09-19
We introduce LimiX-2, a new model in the LimiX family, developed through model and data scaling guided by our previously established scaling laws. LimiX-2 adopts the Contextual Mechanism Networks (CMNs) paradigm and is pretrained with Conte
Tabular LearningarXivpwc
Normalized Low-Rank Adaptation 🔥
Jiale Kang, Ziyin Yue, Zheng Zhan · 2026-09-19
While low-rank adaptation (LoRA) is widely used for parameter-efficient model adaptation, how to regularize its training dynamics for stable and effective optimization remains underexplored. Because LoRA initializes the up-projection to zer
Instruction FollowingMathematicsReinforcement LearningarXivpwc
MoGe-3: Fine-Detail Monocular Geometry Estimation with Self-Guided Sparse Volumetric Refinement 🔥
Lingyu Kong, Ruicheng Li, Ruicheng Wang · 2026-09-19
Monocular geometry estimation has recently achieved impressive performance across diverse scenes. However, state-of-the-art models still face notable distortion in local 3D structure, especially in fine details, like thin structures and sma
3D ReconstructionClick-Through Rate PredictionDepth estimationarXivpwc
MOSS-VL Technical Report 🔥
Pengyu Wang, Chenkun Tan, Shaojun Zhou · 2026-09-19
We present MOSS-VL, an open vision-language model family that treats real-time interaction -- perceiving while it speaks -- as a first-class capability. It is co-designed across the stack: the language decoder attends to vision only through
Video UnderstandingarXivpwc
Fara-1.5: Scalable Learning Environments for Computer Use Agents 🔥
Ahmed Awadallah, Sahil Gupta, Yash Lara · 2026-09-19
Collecting computer use data from human demonstrations is expensive and slow, motivating the need for scalable generation strategies. This requires two key ingredients: environments in which agents can act and verifiers that can judge wheth
Computer Use AgentsarXivpwc
Event-Illumination Collaborative Low-light Image Enhancement with a High-resolution Real-world Dataset 🔥
Senyan Xu, Zhijing Sun, Kean Liu · 2026-09-19
Event-based low-light image enhancement (LIE) methods mainly focus on incorporating high dynamic range (HDR) information from events while overlooking the essential global illumination in images and the inherent noise sensitivity of event s
AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration 🔥
Jiaqi Liu, Shi Qiu, Mairui Li · 2026-09-19
Automating scientific discovery requires more than generating papers from ideas. Real research is iterative: hypotheses are challenged from multiple perspectives, experiments fail and inform the next attempt, and lessons accumulate across c
AgentsarXivpwc
Skill Issue: Are Skills Language-Invariant in LLMs? 🔥
Bobby Cheng, Adam Gaber, Zhengyuan Liu · 2026-09-19
Large language models access knowledge inconsistently across languages, but to what extent do they differ in their skill sets when interacting with different languages? This work quantifies cross-lingual skill inconsistency orthogonally fro
The Last AI Built by Humans: Toward Genuine Recursive Self-Improvement 🔥
Yi Duan, Ying Liu, Zirui Tang · 2026-09-19
Recursive self-improvement (RSI) enables AI systems to turn experience and feedback into persistent changes that improve both their capabilities and the process of future improvement. We first use the Headroom-Closed Index (HCI) to reveal t
ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents 🔥
Shuhan Xue, Jianyuan Zhong, Ziyuan Nan · 2026-09-19
We introduce and release ScienceBuddy, an interactive scientific research workspace that brings continually improving scientific agents into researchers' everyday workflows. ScienceBuddy supports researchers in carrying out scientific tasks
Deep Research AgentsReinforcement LearningarXivpwc

🎯 Alpha 账号

作者leadslead率仓库数
@shanyanggm140.6421
@shaw_stone7383270.76
@xzbx88870.788
@GitTrend0x70.78
@FrontieraTechIT50.717
@DataChaz514
@the_osps50.835
@RepoGems50.834
@xfubot50.57
@LoveAIbrain514

🏆 各领域最强模型

文本 / 对话
Claude Fable 5.1
Anthropic · 53.4
图像生成
GPT Image 2.5 Flare
OpenAI · 1188
图像编辑
GPT Image 2.5 Sunburst
OpenAI · 1176
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 · 1276

🏆 能力排行榜 Artificial Analysis

文本 / 对话 Intelligence Index
  1. 1Claude Fable 5.153.4
  2. 2GPT-6 Astra52.8
  3. 3Claude Opus 550.7
  4. 4Claude Fable 549.7
  5. 5Muse Spark 1.348.2
  6. 6GPT-5.6 Sol47.1
  7. 7Qwen3.8 Max45.4
  8. 8GLM-5.344.9
  9. 9Grok 4.644.4
  10. 10Kimi K343.8
  11. 11Step 5 Preview43.6
  12. 12GPT-5.6 Terra42.3
图像生成 Text→Image Arena Elo
  1. 1GPT Image 2.5 Flare1188
  2. 2GPT Image 2.5 Sunburst1182
  3. 3GPT Image 21171
  4. 4Grok Imagine Image 2.01154
  5. 5MAI-Image-2.61147
  6. 6Reve 2.11129
  7. 7Nano Banana 21122
  8. 8Muse Image1111
  9. 9GPT Image 1.51102
  10. 10MAI-Image-2.51102
  11. 11Nano Banana Pro1100
  12. 12MAI-Image-2.6-Flash1099
图像编辑 Image-Editing Arena Elo
  1. 1GPT Image 2.5 Sunburst1176
  2. 2GPT Image 2.5 Flare1155
  3. 3MAI-Image-2.61132
  4. 4MAI-Image-2.6-Flash1122
  5. 5GPT Image 21121
  6. 6Muse Image1115
  7. 7MAI-Image-2.51113
  8. 8MAI-Image-2.5-Pro1106
  9. 9Seedream 5.0 Pro1106
  10. 10Nano Banana 21105
  11. 11Grok Imagine Image 2.01104
  12. 12GPT Image 1.51104
文生视频 Text→Video Arena Elo
  1. 1Wan 3.01336
  2. 2Gemini Omni Flash1330
  3. 3MiniMax H31302
  4. 4HappyHorse-1.01287
  5. 5HappyHorse-1.11272
  6. 6Dreamina Seedance 2.0 720p1259
  7. 7Wan2.7-2606121243
  8. 8grok-imagine-video1235
  9. 9Kling 3.0 Omni 1080p1230
  10. 10PixVerse V5.61230
  11. 11PixVerse V61230
  12. 12Kling 3.0 1080p1230
图生视频 Image→Video Arena Elo
  1. 1Gemini Omni Flash1369
  2. 2Wan 3.01361
  3. 3Bach 1.0 Pro1359
  4. 4MiniMax H31354
  5. 5PixVerse V61337
  6. 6Dreamina Seedance 2.0 720p1336
  7. 7grok-imagine-video-1.51329
  8. 8grok-imagine-video1326
  9. 9HappyHorse-1.11312
  10. 10Kling 2.5 Turbo 1080p1296
  11. 11HappyHorse-1.01293
  12. 12Vidu Q3 Pro1290
语音合成 Text→Speech Arena Elo
  1. 1Sonic 3.61276
  2. 2Qwen-Audio-3.0-TTS-Plus1260
  3. 3Realtime TTS-21247
  4. 4Simba 3.21240
  5. 5Luna TTS1231
  6. 6Realtime TTS-2 Flash1215
  7. 7StepAudio 2.5 TTS1209
  8. 8Breeze TTS 21205
  9. 9Gemini 3.1 Flash TTS1201
  10. 10v3 Conversational1197
  11. 11Sonic 3.51184
  12. 12Lightning V3.1 Pro1179

🧠 最新发布

2026-09-17
KAT-Coder-Pro V2.5
Kwaipilot
2026-09-17
Gemini Omni Flash Preview
Google
2026-09-17
Venice Uncensored
Venice
2026-09-17
Nano Banana 2 Lite
Google
2026-09-17
Jev 1.13
TypeSafe AI
2026-09-16
Union Alpha
Stealth
2026-09-12
Schematron V2 Turbo
Inference.net
2026-09-12
Schematron V2 Small
Inference.net

🧠 模型发布时间线

优先看 source_count≥2(多源确认)与 ★notable;留意“快变体”(如 GLM-5.3 FlashX)——呼应专用快模型分工趋势。

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
Jev 1.13
TypeSafe AI
aimlapi
2026-09-16
Union Alpha
Stealth
aimlapi
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
aimlapi
2026-09-08
GPT Image 2.5 Sunburst
Open AI
aimlapillmgateway2×
2026-09-08
GPT Image 2.5 Flare
Open AI
aimlapillmgateway2×
2026-09-08
Mercury 2.5
Inception
aimlapi

🤗 HF 采用榜 下载/点赞

Modeldownloadslikespipeline
prism-ml/Ternary-Bonsai-2-27B-gguf1,516,9601,116text-generation
deepseek-ai/DeepSeek-V4.1-Flash482,2703,267image-text-to-text
Qwen/Qwen3.8-27B7,365,36815,721image-text-to-text
XingChen-AGI/Xing4.0-29B-A4B7,278610text-generation
m-a-p/YuE2-3B15,446857text-to-audio
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF1,154,2651,397image-text-to-text
ukisai/Swift-Qwen3.8-27b8,761472image-text-to-text
Lightricks/LTX-2.51,607,8154,396image-to-video
harshatheg/Qwen-2.5-1B-RLCD0416text-generation
DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF1,256,962943image-text-to-text
convaiinnovations/laya0378text-classification
unsloth/Qwen3.8-27B-GGUF7,118,3634,354

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