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生成于 2026-09-23 06:37 UTC · 追踪 3,675 仓库 · 8 多源共振
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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

📰 最新快讯

⭐ 多源共振

hypit-ai/hypit ×5 ↺ 4d
githubxsocialboardlaunch
+612★/d 活跃开发 official #3
Clone any viral video with AI agents. Not just a script, the whole workflow: swap the face, the words, the B-roll, ship 100 variants in one command, and get your 100M views.
🔺 @cccyd_qwq 首发 · 55h 前
jaredpalmer/kev ×5 ↺ 2d
githubxsocialboardhn
+400★/d 活跃开发 official #9
tiny Jev-like model built on top of Qwen2.5-0.5B you can train and run on your MacBook
🔺 @jaredpalmer 首发 · 71h 前
dream-num/univer ×5 🆕 new
githubxsocialboardlaunch
+311★/d 活跃开发 official #13
The Office Harness for AI Agents — Spreadsheets, Docs, Slides, Canvas, Relational Tables, and PDF in one runtime.
🔺 @Irish7inian 首发 · 51h 前
githubxsocialboard
+916★/d 早期·低活动 official #4
🔺 @clxymox 首发 · 61h 前
githubxsocialboard
+601★/d 活跃开发 official #1
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io
🔺 @xiao92666 首发 · 23h 前
google/ax ×4 ↺ 3d
githubxsocialboard
+334★/d 活跃开发 official #10
Google's open agentic orchestration runtime
stablyai/orca ×4 ↺ 4d
githubxsocialboard
+237★/d 活跃开发 official #8
Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and remote runtime.
🔺 @shanyanggm 首发 · 66h 前
githubxsociallaunch
+173★/d 活跃开发
🔺 @aigeeknews 首发 · 35h 前

🔥 动量榜

#Repo7d+1d★7d★质地官方X
1 NandhaKishorM/laya ↺ 4d
Python
🔺 @clxymox 首发 · 61h 前
+916 17,336 早期·低活动 #4 26×
2 hypit-ai/hypit ↺ 4d
TypeScript · Clone any viral video with AI agents. Not just a script, the
🔺 @cccyd_qwq 首发 · 55h 前
+612 7,951 活跃开发 #3 32×
3 farion1231/cc-switch 🆕 new
Rust · A cross-platform desktop All-in-One assistant for Claude Cod
🔺 @xiao92666 首发 · 23h 前
+601 1,605 活跃开发 #1 12×
4 jev-chat/jev-chat-jarvis ↺ 1d
Kotlin
🔺 @cyxjya 首发 · 12h 前
+569 4,224 早期·低活动 #7 20×
5 jaredpalmer/kev ↺ 2d
Python · tiny Jev-like model built on top of Qwen2.5-0.5B you can tra
🔺 @jaredpalmer 首发 · 71h 前
+400 4,412 活跃开发 #9 15×
6 google/ax ↺ 3d
Go · Google's open agentic orchestration runtime
+334 5,864 活跃开发 #10 22×
7 dream-num/univer 🆕 new
TypeScript · The Office Harness for AI Agents — Spreadsheets, Docs, Slide
🔺 @Irish7inian 首发 · 51h 前
+311 1,286 活跃开发 #13
8 deepseek-ai/deepseek-harness ↺ 4d
TypeScript
🔺 @Xudong07452910 首发 · 43h 前
+287 7,090 早期·低活动 11×
9 browser-use/jev-ultrafast ↺ 4d
Python
🔺 @0x0SojalSec 首发 · 72h 前
+268 18,138 早期·低活动 32×
10 shengjidaguai-china/goutoujunshi 🆕 new
Python · 一个先接住情绪、再分析关系并给出可执行策略的 Codex 恋爱军师,内置心理、法律、社会、人文、哲学、婚姻家庭与性学知识
+246 846 早期·低活动 #18
11 CopilotKit/openmuse 🆕 new
TypeScript · A personal agent with a browser, terminal, files, and work t
+239 768 早期·低活动 #5
12 stablyai/orca ↺ 4d
TypeScript · Orca is the ADE for working with a fleet of parallel agents.
🔺 @shanyanggm 首发 · 66h 前
+237 5,552 活跃开发 #8 24×
13 arcboxlabs/arcbox ↺ 4d
Rust · Run AI agents on real and isolated machines — own kernel, fi
+190 1,906 早期·低活动 #6
14 tt-a1i/archify ↺ 4d
JavaScript
🔺 @Sn0wbrave 首发 · 53h 前
+188 5,270 活跃开发 13×
15 anthropics/financial-services 🆕 new
Python
🔺 @aigeeknews 首发 · 35h 前
+173 1,606 活跃开发 10×
16 browser-use/video-use 🆕 new
Python
🔺 @Alex_Inspira 首发 · 5h 前
+171 1,007 早期·低活动 10×
17 ai-evals-course/evals-skills 🆕 new
· Skills for building LLM evals. Starts with interactive error
+162 378 早期·低活动 #2
18 Mak5er/AirCard ↺ 2d
Swift
🔺 @wenyuanw_ 首发 · 13h 前
+159 2,761 活跃开发
19 ChenLiu-1996/figures4papers ↺ 1d
Python · My Python scripts to make high-quality figures for publicati
🔺 @XDniwei 首发 · 38h 前
+146 1,409 早期·低活动 #17
20 cloudflare/security-audit-skill ↺ 4d
JavaScript
🔺 @MaciejLukianski 首发 · 41h 前
+144 13,190 早期·低活动 35×

🗞️ Hacker News

🛠️ 技术源 · GitHub Trending/Lobsters

💬 V2EX

🐧 LINUX DO

👽 Reddit

📥 AI 博客 · Newsletter

📢 电报精选

📚 科技周刊 新项目/工具自荐

🎯 Alpha 账号 X 上最早带火仓库的人

作者leadslead率仓库数
@shanyanggm300.7326
@xzbx888150.888
@shaw_stone73832120.679
@iasg1004120.3821
@Sn0wbrave100.637
@GitTrend0x90.758
@the_rza_90.58
@the_osps80.737
@clxymox80.449
@xfubot80.538
@QingQ7780.429
@shao__meng80.627
@LFrefman80.479
@FrontieraTechIT70.77
@DataChaz70.787
@vintcessun70.3217
@bilawalsidhu611
@FreeYoung55202260.467
@RepoGems60.755
@jasontopia50.833
@engmaxxing50.458
@neil_xbt50.633
@key_indie50.832
@LoveAIbrain514
@alacheng50.634

🏆 各领域最强模型

文本 / 对话
Claude Opus 5.5
Anthropic · 57.6
图像生成
GPT Image 2.5 Sunburst
OpenAI · 1196
图像编辑
GPT Image 2.5 Sunburst
OpenAI · 1179
文生视频
Wan 3.0
Alibaba · 1336
图生视频
Gemini Omni Flash
Google · 1369
语音合成
Sonic 3.6
Cartesia · 1273

🏆 能力排行榜 Artificial Analysis

文本 / 对话 Intelligence Index
  1. 1Claude Opus 5.557.6
  2. 2Claude Fable 5.153.4
  3. 3GPT-6 Astra52.7
  4. 4Claude Opus 550.8
  5. 5Claude Fable 549.6
  6. 6Muse Spark 1.348.1
  7. 7GPT-6 Sol 🆕47.5
  8. 8GPT-5.6 Sol47
  9. 9Grok 4.746.4
  10. 10MiMo-V2.6-Pro46.3
  11. 11Qwen3.8 Max45.4
  12. 12GLM-5.344.8
图像生成 Text→Image Arena Elo
  1. 1GPT Image 2.5 Sunburst1196
  2. 2GPT Image 2.5 Flare1191
  3. 3GPT Image 21170
  4. 4Grok Imagine Image 2.01150
  5. 5MAI-Image-2.61146
  6. 6Nano Banana 21121
  7. 7Muse Image1113
  8. 8GPT Image 1.51103
  9. 9MAI-Image-2.51102
  10. 10MAI-Image-2.6-Flash1099
  11. 11Nano Banana Pro1099
  12. 12MAI-Image-2.5-Pro1097
图像编辑 Image-Editing Arena Elo
  1. 1GPT Image 2.5 Sunburst1179
  2. 2GPT Image 2.5 Flare1159
  3. 3MAI-Image-2.61131
  4. 4MAI-Image-2.6-Flash1123
  5. 5GPT Image 21121
  6. 6Muse Image1115
  7. 7MAI-Image-2.51112
  8. 8Seedream 5.0 Pro1105
  9. 9Nano Banana 21105
  10. 10MAI-Image-2.5-Pro1104
  11. 11Grok Imagine Image 2.01104
  12. 12GPT Image 1.51102
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 3.61273
  2. 2Qwen-Audio-3.0-TTS-Plus1259
  3. 3Realtime TTS-21245
  4. 4Simba 3.21237
  5. 5Luna TTS1230
  6. 6Realtime TTS-2 Flash1210
  7. 7Breeze TTS 21204
  8. 8Gemini 3.1 Flash TTS1199
  9. 9StepAudio 2.5 TTS1199
  10. 10v3 Conversational1196
  11. 11Sonic 3.51185
  12. 12Lightning V3.1 Pro1175

🥇 综合能力榜 Benchmark Heaven · 7 榜合一(AA+Epoch ECI+DesignArena)

#模型综合分$/1MBenchmaxxing
1Claude Opus 5.5 Anthropic 🏅前沿100$5.45
2Claude Fable 5.1 Anthropic97.2$13.640.6
3GPT 6 Astra OpenAI97.2$13.64-7.99
4Claude Opus 5 Anthropic94.8$6.82-5.63
5Claude Fable 5 Anthropic94.1$13.64-4.49
6Muse Spark 1.3 Meta86$1.525.77
7GPT 6 Sol OpenAI91.7$2.73
8GPT 5.6 Sol OpenAI 🏅前沿93.7$2.73-2.53
9Grok 4.7 xAI91.7$1.89
10MiMo V2.6 Pro Xiaomi 开源 🏅前沿91.7$0.47
11Qwen3.8 Max 0902 Alibaba85.8$2.36
12GLM 5.3 Z.ai 开源82.9$0.781.63
13Grok 4.6 xAI82.8$2.365.28
14Step 5 Preview StepFun84.4$1.15
15Kimi K3 Moonshot AI 开源87.8$2.053.64

Benchmaxxing:BH 的指标,+ 值越高表示该模型在"公开基准"上比"不可训练的封闭题"排名更靠前(BH 定义与计算,非本站判断)。

💰 性价比 / 最省钱 跨 provider 最低价 · 10:1 blended · 综合分≥60

模型$/1M综合分最便宜 provider
Agnes 3.0 Flash$0.0669.1
DeepSeek V4 Flash 0731 🏅前沿 开源$0.0672.5StreamLake
GLM 5.3 Flash 🏅前沿 开源$0.0976.7GMICloud
Agnes 2.5 Pro Beta$0.1269.1
GPT 6 Luna$0.1469.1OpenAI
DeepSeek V4.1 Flash 🔒不训练 开源$0.1571.5Morph
Qwen3.8 Flash Next 🏅前沿 开源$0.1880.5Alibaba
Qwen3.8 27B 开源$0.2567.6Darkbloom
GPT 5.6 Luna 🔒不训练$0.2977.4Azure AI Foundry
Solar Pro 4$0.3861.3
MiMo V2.6 Pro 🏅前沿 开源$0.4791.7Xiaomi
Agnes 2.5 Pro Alpha 开源$0.4960.8
DeepSeek V4 Flash Vision$0.5264.2
Inkling Small 🔒不训练 开源$0.5263DeepInfra
Apodex 1.1$0.5569

跨 94 家 provider(含 21 家 🇪🇺 EU、53 家 🔒不训练)· 数据 2026-09-23

🏅 性价比前沿 没有更便宜的模型能在能力上胜过它们(Pareto)

  • Ling 3.0 Flash 综合 52.7 · $0.02/M · Novita · 开源
  • DeepSeek V4 Flash 综合 54.8 · $0.04/M · Baidu · 开源
  • DeepSeek V4 Flash 0731 综合 72.5 · $0.06/M · StreamLake · 开源
  • GLM 5.3 Flash 综合 76.7 · $0.09/M · GMICloud · 开源
  • Qwen3.8 Flash Next 综合 80.5 · $0.18/M · Alibaba · 开源
  • MiMo V2.6 Pro 综合 91.7 · $0.47/M · Xiaomi · 开源
  • GPT 5.6 Sol 综合 93.7 · $2.73/M · OpenAI
  • Claude Opus 5.5 综合 100 · $5.45/M · Anthropic

🏢 官方发布 · 第一手 各厂官网直发 · 按时间融合 · 每家限量防刷屏

🧠 最新发布 跨源去重时间线

2026-09-22
GPT-6 Sol
Open AI
2026-09-22
GPT-6 Luna
Open AI
2026-09-21
Claude Opus 5.5
Anthropic
2026-09-21
MiMo V2.6 Pro UltraSpeed
Xiaomi
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

🧠 模型发布时间线

2026-09-22 · ★
GPT-6 Sol
Open AI
aimlapillmstatsopperllmgateway
2026-09-22 · ★
GPT-6 Luna
Open AI
aimlapillmstatsopperllmgateway
2026-09-21 · ★
Claude Opus 5.5
Anthropic
aimlapillmstatsopperllmgateway
2026-09-21
MiMo V2.6 Pro UltraSpeed
Xiaomi
aimlapi
2026-09-21 · ★
MiMo V2.6 Pro
Xiaomi
aimlapillmstatsopperllmgateway
2026-09-21
MiMo V2.6 Flash
Xiaomi
aimlapillmstatsllmgateway
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
aimlapillmgateway
2026-09-14 · ★
Grok 4.7
X AI
aimlapillmstatsopperllmgateway
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
llmstatsllmgateway
2026-09-11
Fugu Ultra v2
Sakana AI
aimlapi
2026-09-11
Fugu Max
Sakana AI
aimlapillmgateway
2026-09-10 · ★
Ling 3.0 Flash VL
inclusionAI
aimlapiopper
2026-09-10 · ★
DeepSeek V4.1 Flash
DeepSeek AI
aimlapillmstatsopperllmgateway
2026-09-10
DeepSeek Chat (V4.1 Flash)
DeepSeek AI
aimlapi

📄 论文 PwC + arXiv

🤗 HF 采用榜 下载/点赞

Modeldownloadslikespipeline
convaiinnovations/laya02,640text-classification
prism-ml/Ternary-Bonsai-2-27B-gguf2,569,6041,898text-generation
Qwen/Qwen-Image-2.116,2421,827text-to-image
XingChen-AGI/Xing4.0-29B-A4B30,6271,416text-generation
abenzerps/Qwen-Image-2.1-Uncensored-GGUF182,3131,182text-to-image
abenzerps/Qwen-Image-2.1-GGUF182,313988text-to-image
deepseek-ai/DeepSeek-V4.1-Flash542,0143,624image-text-to-text
Qwen/Qwen3.8-27B7,079,64616,082image-text-to-text
Comfy-Org/Qwen-Image-2.11,429,925575
harshatheg/Qwen-2.5-1B-RLCD0549text-generation
Altworld/Hemmingway-12,745507text-generation
AlexWortega/openjev0487text-classification
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF1,363,1761,581image-text-to-text
XiaomiMiMo/MiMo-V2.6-Pro-RL985402text-generation
Lightricks/LTX-2.51,630,1254,814image-to-video
XiaomiMiMo/MiMo-V2.6-Flash-RL2,641395text-generation
m-a-p/YuE2-3B20,904971text-to-audio
XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B804354image-text-to-text
prism-ml/Ternary-Bonsai-2-27B-mlx-2bit43,477339text-generation
unsloth/Qwen3.8-27B-GGUF7,019,4014,529
DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF1,397,9091,090image-text-to-text
Qwen/Qwen3.8-Flash-Next787,5255,612image-text-to-text
yandex/AliceAI-Foundation-80B-A3B-Base1,516279text-generation
ukisai/Swift-Qwen3.8-27b17,256553image-text-to-text
netease-youdao/Confucius4-R2T22,729283automatic-speech-recognition
ukisai/Swift-Qwen3.8-27B-GGUF153,942365image-text-to-text
ISTA-DASLab/Qwen3.8-Flash-Next-GSQ-RCO-GGUF67,988243image-text-to-text
MiniMaxAI/MiniMax-H33,766,9975,607image-text-to-video
TokenRhythm/NeoHorse-1-9B12,5741,009text-generation
Cactus-Compute/needle354,528189text-generation

⚡ System One 决策模型 594 项目 · Jev/TypeSafe 生态 · 快决策(非推理)

SDK & Decision Frameworks 102Domain & Vertical Tools 52CLI & Pipelines 51Security & Guardrails 48Routing & Cost Optimization 47High-Frequency & Simulation 45Browser & OS Action 42MCP & Integrations 39Data & Search 35Context GC & Filter 34Evaluation & Observability 29Decision Tools 25Creative Tools 19Codebase & Graph Pathfinding 14SDK & Integrations 6Voice & Conversation 4Classification & Taxonomy 2
项目类别Jev 决策点
langchain langchain-ai146,905SDK & IntegrationsSubmits binary, categorical and ordered-score questions and returns typed answers with probabilities.
ai-hedge-fund virattt63,673Domain & Vertical ToolsConverts strategy questions to System One requests and normalizes native answers to the project’s result format.
litellm BerriAI59,432Routing & Cost OptimizationMaps requests to configured complexity classes that drive backend routing.
oh-my-pi can135732,822Routing & Cost OptimizationSends agent state and typed questions to Jev and parses structured answers.
jev-model-router davila731,191Routing & Cost OptimizationEvaluates task tier, reasoning needs and production risk; local policy maps results to invocation settings.
composio ComposioHQ30,290SDK & Decision FrameworksTurns tool or action conditions into structured questions and passes Jev answers to local invocation logic.
ai vercel26,902SDK & Decision FrameworksMaps choice, score, and yes/no questions to TypeSafe System One requests and parses typed results.
cua trycua26,013Browser & OS ActionReads DOM or supported visual-region descriptions and returns a supplied candidate action ID.
pydantic-ai pydantic20,124SDK & IntegrationsConverts supported structured output fields into typed Jev questions and maps answers back to the output model.
eliza elizaOS19,410SDK & Decision FrameworksOnly an explicit systemOne call sends state and questions, returning validated typed answers.
jev-ultrafast browser-use18,289Browser & OS ActionChooses an action and its matching DOM element in one request; a text model generates input text.
langchainjs langchain-ai18,221SDK & Decision FrameworksUses invoke to call TypeSafe and parse choice, noul, score and probability fields.
json-render vercel-labs18,116Creative ToolsEvaluates component configurations through Vercel AI Gateway, then composeSpec assembles the UI specification.
openchamber openchamber10,322Routing & Cost OptimizationJev selects a task category; local category mappings determine the model configuration.
rig-typesafeai 0xPlaygrounds8,704SDK & Decision FrameworksSends application state and questions to Jev and parses Choice, Score or Noul answers.
deep-searcher zilliztech8,280Data & SearchJev returns a structured decision for the local program; consult the source for the exact decision policy.
GPTCache zilliztech8,201Data & SearchJev returns a structured decision for the local program; consult the source for the exact decision policy.
firstmate kunchenguid7,022Routing & Cost OptimizationSends the task brief and candidate rules to Jev, then resolves execution profiles with confidence and local conditions.
fast-jev-compaction tamaratran6,358Context GC & FilterSeparately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them.
agentgateway agentgateway4,990Security & GuardrailsJev scores jailbreaks, harmful content and secret disclosure; thresholds or evaluation errors reject requests.
latitude-llm latitude-dev4,668Evaluation & ObservabilityJudges which checks apply and can add checks when thresholds and rate limits permit.
kev jaredpalmer4,585High-Frequency & SimulationAttaches a parallel decision head to an open 0.5B model to answer discrete questions directly from token activations.
ax ax-llm2,945SDK & IntegrationsMaps supported signatures to Jev questions or sends native System One requests.
memsearch zilliztech2,640Data & SearchJev returns a structured decision for the local program; consult the source for the exact decision policy.
bootcamp milvus-io2,445Data & SearchJev returns a structured decision for the local program; consult the source for the exact decision policy.
jev-trader jarrodwatts2,087Domain & Vertical ToolsIn Jev mode, order-book judgments feed code that simulates fills or submits configured post-only limit orders.
NanoJev TianyuCodings2,021High-Frequency & SimulationEvaluates multiple questions and dynamic candidate spaces concurrently in a single forward pass, logging navigation choices.
jev-desktop lahfir1,528Browser & OS ActionJev selects a target and action and estimates presence and risk; local policy decides whether to execute.
vellum-assistant vellum-ai1,305MCP & IntegrationsSubmits state and question bundles to System One and returns structured answers to the Assistant.
celesto CelestoAI966Codebase & Graph PathfindingJudges whether a finding was introduced by the change, is supported and merits a fix.
typesafe-computer-use awlevin848Browser & OS ActionSelects the next step from deterministically extracted controls and actions before desktop execution.
atomic bastani-inc814Routing & Cost OptimizationSends predefined questions to Jev and decodes answers for callers; regular models still generate code.
aiavatarkit uezo678Voice & ConversationAssesses utterance completeness and whether the user is likely to continue speaking.
kody kentcdodds667Data & SearchSends a Score question per candidate, reorders and drops low scores; the model id is typesafe/jev.
Agent AgentiLoop629Security & GuardrailsAdds a destructive-risk judgment after local shell checks and refuses commands above the configured threshold.
hermes-jev-skills kerpopule611Routing & Cost OptimizationJev returns a structured decision for the local program; consult the source for the exact decision policy.
Jev-cu Sac-Y583Browser & OS ActionChooses targets and actions and assesses completion and risk; local policy controls execution or confirmation.
req_llm agentjido581SDK & Decision FrameworksSends state and questions, normalizes answers and retains the raw provider response.
Jev Review devagrawal09558Codebase & Graph PathfindingJudges risk, files, evidence regions, mechanisms and severity before rule-based reviewer routing.
omg.dev BennyKok535Browser & OS ActionChooses controls and checks completion or blockage before the test runner operates the UI.
🏅 JevBench 决策榜 JevBench v1 · 242 决策/模型 · 私有留出集 · 准确率 + 校准(Brier↓ 越低越准)
#系统准确率Brier↓类型
1Jev 1.13.0 (TypeSafe AI) TypeSafe AI 开源100%0.0028jev
2openjev-sglang (Qwen3.6-35B-A3B on SGLang) ekzhang 开源100%0.0305jev-rebuild
3system-one-open (Gemma 4 E2B LoRA on an L4) mithalouni 开源96%0.0851jev-rebuild
4open-alternative-jev (Qwen3.5-4B, HF Space) IkerMoel 开源jev-rebuild
5open-jev-deberta-v3-large (local CPU) Kotoba Labs 开源67%0.4769jev-rebuild
6GPT-5.6 Luna (low reasoning effort) OpenAI 开源100%0.0003llm-baseline
7Gemini 3.1 Flash-Lite Google 开源100%0.0017llm-baseline
8DeepSeek V4.1 Flash (thinking default) DeepSeek 开源100%0.0001llm-baseline
9Qwen3.8 27B (Chutes TEE) Qwen / Chutes 开源100%0.0001llm-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
1GPT-6 Astra OpenAI60%15/25
2Claude Fable 5.1 Anthropic43%6/14
3GLM-5.3 Z.ai14%3/21
3GPT-5.6 Sol OpenAI14%3/21
5Kimi K3 Moonshot9%2/23
6Claude Opus 5 Anthropic10%2/20
6DeepSeek-V4-Flash DeepSeek10%2/20
8DeepSeek V4.1 Flash DeepSeek12%2/17
9Claude Fable 5 Anthropic18%2/11
10DeepSeek-V4-Pro DeepSeek4%1/24
11Qwen3.8-Max Alibaba5%1/19
12Gemini 3.8 Flash Google7%1/14
13Hy 3 Tencent11%1/9
14Hy 4 Tencent13%1/8
15Qwen3.7-Max Alibaba17%1/6
16Gemini 3.7 Flash Google20%1/5
16Seed-2.0 pro ByteDance20%1/5
18GPT-5.6 Terra OpenAI25%1/4
19Doubao-Seed-Evolving ByteDance50%1/2
19Seed-2.0 Mini ByteDance50%1/2
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