⚡ GitHub Pulse · 早报

生成于 2026-09-19 11:52 UTC · 追踪 2,206 仓库 · 8 多源共振
分化明显:coder/coder、hypit 多源共振且有真实开发活动(substance);而登顶的 'jev' 集群全是 hype-ish,警惕刷榜。
🔍 搜索中 · 显示所有标签页的匹配项 · 按 Esc 清除
🎯 查清 'jev' 集群为何集体登顶却零开发活动(疑似刷榜),同时把 coder/coder 加入重点追踪名单。

📰 最新快讯

⭐ 多源共振

今日两极:coder/coder 与 hypit 被多源确认且 substance(有 PR/issue),是真动量;jev-ultrafast、security-audit-skill 虽 4 源但 hype-ish——光涨星、几乎没有开发活动。

cloudflare/security-audit-skill ×4 🆕 new
githubxsocialboard
+1,295★/d hype-ish official #8
A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings
🔺 @MaciejLukianski 首发 · 41h 前
browser-use/jev-ultrafast ×4 🆕 new
githubxsocialboard
+1,086★/d hype-ish official #5
🔺 @betterhn20 首发 · 16h 前
官方 #1 但 hype-ish(几乎零实质开发)+ 'jev' 集群同时暴涨,强烈警惕刷榜。
robbietilton/Compositor ×4 🆕 new
githubxsocialboard
+944★/d hype-ish official #1
The Photoshop alternative for Mac
🔺 @dotey 首发 · 5h 前
deeplethe/utopia ×4 🆕 new
githubxsocialboard
+825★/d substance official #2
Local-first, agent-assisted document-to-ontology workbench
latent-spaces/brag ×4 🆕 new
githubxsocialboard
+726★/d hype-ish official #16
You built it. Now brag. Turn the project you just created into a short, shareable launch video with one command.
trycua/cua ×4 🆕 new
githubxsocialboard
+500★/d substance 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
hypit-ai/hypit ×4 🆕 new
githubxsociallaunch
+468★/d substance
🔺 @cccyd_qwq 首发 · 31h 前
多源 + 有真实开发活动;病毒视频克隆,同款产品也在 whatships 发布过——工具+话题双热。
MiniMax-AI/minimax-code ×4 🆕 new
githubxsocialboard
+328★/d hype-ish official #9
An open-source coding agent for your terminal, powered by MiniMax.

🔥 动量榜

榜首被 'jev' 集群(jev-ultrafast / fast-jev-compaction)占据,全部 hype-ish 且同时暴涨,疑似协同刷榜;真正值得看的是 alibaba/open-code-review(+1714,substance)。

#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
 +1,295 11,596 hype-ish #8 29×
2 browser-use/jev-ultrafast 🆕 new
Python
🔺 @betterhn20 首发 · 16h 前
官方 #1 但 hype-ish(几乎零实质开发)+ 'jev' 集群同时暴涨,强烈警惕刷榜。		 +1,086 6,369 hype-ish #5 11×
3 robbietilton/Compositor 🆕 new
Swift · The Photoshop alternative for Mac
🔺 @dotey 首发 · 5h 前
 +944 1,144 hype-ish #1 7×
4 deeplethe/utopia 🆕 new
Python · Local-first, agent-assisted document-to-ontology workbench
 +825 2,220 substance #2 10×
5 latent-spaces/brag 🆕 new
Python · You built it. Now brag. Turn the project you just created in
 +726 4,339 hype-ish #16 10×
6 tamaratran/fast-jev-compaction 🆕 new
TypeScript · Claude Code plugin that replaces the compaction summary with
 +549 2,718 hype-ish #7 7×
7 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
 +525 5,340 hype-ish #20 10×
8 alibaba/open-code-review 🆕 new
Go
🔺 @shao__meng 首发 · 71h 前
真动量:+1714 且开发活动扎实(substance),阿里出品的代码审查工具。		 +513 14,426 substance – 22×
9 trycua/cua 🆕 new
HTML · Scale computer-use 2.0 with open-source drivers, cross-OS fl
🔺 @trycua 首发 · 30h 前
 +500 1,278 substance #3 10×
10 deepseek-ai/deepseek-harness 🆕 new
TypeScript
🔺 @the_osps 首发 · 7h 前
 +498 8,018 hype-ish – 10×
11 arcboxlabs/arcbox 🆕 new
Rust · Run AI agents on real and isolated machines — own kernel, fi
 +476 1,111 hype-ish #4 –
12 hypit-ai/hypit 🆕 new
TypeScript
🔺 @cccyd_qwq 首发 · 31h 前
多源 + 有真实开发活动;病毒视频克隆,同款产品也在 whatships 发布过——工具+话题双热。		 +468 10,278 substance – 26×
13 affaan-m/ECC 🆕 new
JavaScript
🔺 @BlockInsight214 首发 · 10h 前
 +430 5,368 substance – 14×
14 ayghri/i-have-adhd 🆕 new
Python
🔺 @zhtyyx 首发 · 69h 前
 +376 4,981 hype-ish – 42×
15 bilawalsidhu/gods-eye-view 🆕 new
🔺 @shaw_stone73832 首发 · 57h 前
 +361 8,366 substance – 21×
16 MiniMax-AI/minimax-code 🆕 new
TypeScript · An open-source coding agent for your terminal, powered by Mi
 +328 899 hype-ish #9 7×
17 stablyai/orca 🆕 new
TypeScript
🔺 @GitTrend0x 首发 · 62h 前
 +319 4,942 substance – 20×
18 Tencent/BrowserSkill 🆕 new
Rust
🔺 @JackAIStudio999 首发 · 44h 前
 +317 3,625 substance – 16×
19 sapientinc/PRAXIST 🆕 new
Python · Autonomous research system for measurable, computer-executab
 +308 1,073 substance #6 10×
20 mcncarl/jianying-headless 🆕 new
Python · Private source preview: native Jianying drafts, isolated edi
 +305 1,315 hype-ish #18 4×

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📚 科技周刊 新项目/工具自荐

📄 论文

Recursive Self-Improvement / Coding Agents 主题论文近期集中出现,值得留意方向。

Self-Evolving Search Index 🔥
Sangam Lee, Wonjae Lee, Sunghwan Kim · 2026-09-19
Information retrieval is increasingly important as LLM agents tackle complex tasks involving diverse information needs. Because retrieval relies on an index that represents each document through index keys, retrieval quality depends heavily
RetrievalarXivpwc
Atria Dawn: The Dawn of Agentic Superintelligence 🔥
Honglin Guo, Tao Gui, Yicheng Chen · 2026-09-19
As AI agents become participants in the development of their successors, they reshape both the production of intelligence and the role of human researchers. We introduce Atria Dawn Preview, a foundation agentic language model designed for s
AgentsCoding AgentsComputer Use AgentsDeep Research AgentsarXivpwc
An Open Recipe for IMO Gold: Training Nemotron for Olympiad Mathematics 🔥
Ivan Moshkov, Stephen Ge, George Armstrong · 2026-09-19
We study how model post-training and test-time inference design affect natural-language proof generation for hard olympiad mathematics. Starting from Nemotron 3 Ultra, we train two specialist checkpoints using supervised fine-tuning and rei
MathematicsReasoningReinforcement LearningarXivpwc
SolarWM: Open Data and Scalable Training for Long-Horizon Video World Models 🔥
Junchao Huang, Guian Fang, Shengju Qian · 2026-09-19
We introduce SolarWM, a fully open foundation for building interactive video world models from data preparation through long-horizon inference. Training across heterogeneous data sources and video backbones is challenging: datasets differ i
Video generationWorld ModelsarXivpwc
Matrix-Game 3.5: Enhancing Real-Time Streaming Interactive World Models with Patch Memory 🔥
Runjia Qian, Zile Wang, Jihai Zhang · 2026-09-19
Interactive world models extend video generation from offline clip synthesis toward persistent simulation of interactive virtual worlds, enabling applications in games, robotics, embodied agents, and XR. Achieving stable long-horizon intera
Video generationWorld ModelsarXivpwc
Puro-2B: Poor Lab's Qwen2-1.5B Trained on RTX 5090 within $5090 🔥
Kairong Luo, Jiarui Cui, Yaorui Yin · 2026-09-19
Language model pretraining has become almost synonymous with prohibitive cost, placing it out of reach for much of the academic and open-source communities. Although strong open-source efforts already exist, including open-weight models and
Language ModelingarXivpwc
Code as Worlds: Agentic Discovery of Executable World Representations for Physical Reasoning 🔥
Hanyang Wang, Yimo Cai, Weiliang Chen · 2026-09-19
Physical understanding and reasoning depend on forming compact and generalizable representations of the world. While modern vision-language models can recognize and explain diverse physical events, they often lack explicit representations o
ReasoningWorld ModelsarXivpwc
Program-as-Weights: A Programming Paradigm for Fuzzy Functions 🔥
Wentao Zhang, Liliana Hotsko, Woojeong Kim · 2026-09-19
Many everyday programming tasks resist clean rule-based implementation, such as alerting on important log lines, repairing malformed JSON, or ranking search results by intent, and are increasingly outsourced to large language model APIs at
Agora: Git as Shared Memory for Collective AutoResearch 🔥
YiFan Zhang, Yunheng Zou, Shaokun Zhang · 2026-09-19
Autonomous research loops such as AutoResearch show that one coding agent can improve a training setup unattended. Run several of them and each session starts from scratch, so more agents tend to mean more duplicated search rather than more
Coding AgentsarXivpwc
RelateAnything: Real-Time Open-Vocabulary Relation Prediction From Any Inputs 🔥
Maëlic Neau · 2026-09-19
Open-vocabulary detection accepts any class list at inference, and promptable segmentation returns regions without class names: the taxonomy has left the model and become an input. Relation prediction has not. Scene-graph models are still t
Image UnderstandingarXivpwc

🎯 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 的;单源的谨慎。

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-gguf1,516,9601,061text-generation
deepseek-ai/DeepSeek-V4.1-Flash482,2703,246image-text-to-text
Qwen/Qwen3.8-27B7,365,36815,701image-text-to-text
m-a-p/YuE2-3B15,446843text-to-audio
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF1,154,2651,384image-text-to-text
XingChen-AGI/Xing4.0-29B-A4B7,278567text-generation
ukisai/Swift-Qwen3.8-27b8,761463image-text-to-text
Lightricks/LTX-2.51,607,8154,375image-to-video
harshatheg/Qwen-2.5-1B-RLCD0411text-generation
DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF1,256,962935image-text-to-text
openbmb/MiniCPM5-2B389,5551,576text-generation
unsloth/Qwen3.8-27B-GGUF7,118,3634,345

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📦 版本发布 tracked repos releases

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