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生成于 2026-09-23 17:28 UTC · 追踪 3,698 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
+1,428★/d 活跃开发 official #3
Clone any viral video with AI agents. Not just a script, the whole workflow: swap the face, the words, the B-roll, ship 100 variants in one command, and get your 100M views.
🔺 @cccyd_qwq 首发 · 55h 前
jaredpalmer/kev ×5 ↺ 2d
githubxsocialboardhn
+1,427★/d 活跃开发 official #9
tiny Jev-like model built on top of Qwen2.5-0.5B you can train and run on your MacBook
🔺 @jaredpalmer 首发 · 71h 前
dream-num/univer ×5 🆕 new
githubxsocialboardlaunch
+805★/d 活跃开发 official #13
The Office Harness for AI Agents — Spreadsheets, Docs, Slides, Canvas, Relational Tables, and PDF in one runtime.
🔺 @tylerrwayne 首发 · 32h 前
githubxsocialboard
+3,278★/d 活跃开发 official #4
🔺 @clxymox 首发 · 61h 前
githubxsocialboard
+1,342★/d 活跃开发 official #1
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io
🔺 @xiao92666 首发 · 23h 前
google/ax ×4 ↺ 3d
githubxsocialboard
+1,125★/d 活跃开发 official #10
Google's open agentic orchestration runtime
CopilotKit/openmuse ×4 🆕 new
githubxboardlaunch
+811★/d 活跃开发 official #5
A personal agent with a browser, terminal, files, and work that keeps going built with CopilotKit and AG-UI.
🔺 @LinearUncle 首发 · 8h 前
stablyai/orca ×4 ↺ 4d
githubxsocialboard
+796★/d 活跃开发 official #8
Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and remote runtime.
🔺 @shanyanggm 首发 · 66h 前

🔥 动量榜

#Repo7d+1d★7d★质地官方X
1 NandhaKishorM/laya ↺ 4d
Python
🔺 @clxymox 首发 · 61h 前
+3,278 19,698 活跃开发 #4 28×
2 jev-chat/jev-chat-jarvis ↺ 1d
Kotlin
🔺 @cyxjya 首发 · 12h 前
+1,438 5,093 活跃开发 #7 20×
3 hypit-ai/hypit ↺ 4d
TypeScript · Clone any viral video with AI agents. Not just a script, the
🔺 @cccyd_qwq 首发 · 55h 前
+1,428 8,767 活跃开发 #3 32×
4 jaredpalmer/kev ↺ 2d
Python · tiny Jev-like model built on top of Qwen2.5-0.5B you can tra
🔺 @jaredpalmer 首发 · 71h 前
+1,427 5,439 活跃开发 #9 17×
5 farion1231/cc-switch 🆕 new
Rust · A cross-platform desktop All-in-One assistant for Claude Cod
🔺 @xiao92666 首发 · 23h 前
+1,342 2,346 活跃开发 #1 12×
6 google/ax ↺ 3d
Go · Google's open agentic orchestration runtime
+1,125 6,655 活跃开发 #10 24×
7 vectorize-io/hindsight 🆕 new
Python
+980 2,420 活跃开发
8 browser-use/jev-ultrafast ↺ 4d
Python
🔺 @0x0SojalSec 首发 · 72h 前
+877 18,747 早期·低活动 36×
9 hydra-db/hydradb 🆕 new
Rust
+826 1,872 早期·低活动
10 deepseek-ai/deepseek-harness ↺ 4d
TypeScript
🔺 @Xudong07452910 首发 · 43h 前
+814 7,617 早期·低活动 12×
11 CopilotKit/openmuse 🆕 new
TypeScript · A personal agent with a browser, terminal, files, and work t
🔺 @LinearUncle 首发 · 8h 前
+811 1,340 活跃开发 #5
12 dream-num/univer 🆕 new
TypeScript · The Office Harness for AI Agents — Spreadsheets, Docs, Slide
🔺 @tylerrwayne 首发 · 32h 前
+805 1,780 活跃开发 #13
13 stablyai/orca ↺ 4d
TypeScript · Orca is the ADE for working with a fleet of parallel agents.
🔺 @shanyanggm 首发 · 66h 前
+796 6,111 活跃开发 #8 25×
14 rocketride-org/rocketride-server 🆕 new
Python
+783 1,767 活跃开发
15 Nasiko-Labs/nasiko 🆕 new
Python
+769 1,783 早期·低活动
16 shengjidaguai-china/goutoujunshi 🆕 new
Python · 一个先接住情绪、再分析关系并给出可执行策略的 Codex 恋爱军师,内置心理、法律、社会、人文、哲学、婚姻家庭与性学知识
🔺 @FLMdongtianfudi 首发 · 12h 前
+737 1,337 早期·低活动 #18
17 experientiallabs/experiential 🆕 new
Python
+707 1,263 活跃开发 10×
18 hydra-db/open-glean 🆕 new
TypeScript
🔺 @clxymox 首发 · 14h 前
+650 774 早期·低活动
19 eternity4719/HowToLiveBetter ↺ 4d
HTML
🔺 @ForestGrahxu 首发 · 66h 前
+642 10,822 早期·低活动 28×
20 flexprice/flexprice 🆕 new
Go
+590 1,402 活跃开发

🗞️ Hacker News

🛠️ 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_stone73832120.6310
@iasg1004120.3325
@Sn0wbrave100.637
@clxymox100.510
@GitTrend0x90.699
@the_rza_90.58
@the_osps80.737
@QingQ7780.429
@xfubot80.59
@shao__meng80.627
@LFrefman80.479
@FrontieraTechIT70.77
@DataChaz70.787
@vintcessun70.2918
@bilawalsidhu611
@FreeYoung55202260.467
@RepoGems60.755
@engmaxxing60.58
@jasontopia50.833
@neil_xbt50.633
@key_indie50.832
@alacheng50.634
@LoveAIbrain514

🏆 各领域最强模型

文本 / 对话
Claude Opus 5.5
Anthropic · 57.6
图像生成
GPT Image 2.5 Sunburst
OpenAI · 1196
图像编辑
GPT Image 2.5 Sunburst
OpenAI · 1180
文生视频
Wan 3.0
Alibaba · 1336
图生视频
Gemini Omni Flash
Google · 1369
语音合成
Sonic 3.6
Cartesia · 1273

🏆 能力排行榜 Artificial Analysis

文本 / 对话 Intelligence Index
  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 21171
  4. 4Grok Imagine Image 2.01153
  5. 5MAI-Image-2.61148
  6. 6Nano Banana 21122
  7. 7Muse Image1112
  8. 8GPT Image 1.51103
  9. 9MAI-Image-2.51103
  10. 10MAI-Image-2.6-Flash1100
  11. 11Nano Banana Pro1100
  12. 12MAI-Image-2.5-Pro1100
图像编辑 Image-Editing Arena Elo
  1. 1GPT Image 2.5 Sunburst1180
  2. 2GPT Image 2.5 Flare1160
  3. 3MAI-Image-2.61132
  4. 4MAI-Image-2.6-Flash1124
  5. 5GPT Image 21121
  6. 6Muse Image1116
  7. 7MAI-Image-2.51113
  8. 8Nano Banana 21106
  9. 9Seedream 5.0 Pro1105
  10. 10MAI-Image-2.5-Pro1105
  11. 11Grok Imagine Image 2.01104
  12. 12GPT Image 1.51103
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. 2Gemini 3.8 Flash TTS 🆕1260
  3. 3Qwen-Audio-3.0-TTS-Plus1259
  4. 4Realtime TTS-21245
  5. 5Simba 3.21237
  6. 6Gemini 3.8 Flash-Lite TTS 🆕1235
  7. 7Luna TTS1230
  8. 8Realtime TTS-2 Flash1210
  9. 9Breeze TTS 21204
  10. 10Gemini 3.1 Flash TTS1199
  11. 11StepAudio 2.5 TTS1199
  12. 12v3 Conversational1196

🥇 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$13.64-7.82
4Claude Opus 5 Anthropic94.8$6.82-5.64
5Claude Fable 5 Anthropic94.1$13.64-4.5
6Muse Spark 1.3 Meta86$1.525.77
7GPT 6 Sol OpenAI91.7$2.73
8GPT 5.6 Sol OpenAI 🏅前沿93.7$2.73-2.54
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$0.741.64
13Grok 4.6 xAI82.8$2.365.28
14Step 5 Preview StepFun84.4$1.15
15Kimi K3 Moonshot AI 开源87.7$2.343.64

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 🔒不训练 开源$0.0976.7DeepInfra
Agnes 2.5 Pro Beta$0.1269.1
DeepSeek V4.1 Flash 🔒不训练 开源$0.1471.5OpenInference
GPT 6 Luna$0.1469.1OpenAI
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 🔒不训练 开源$0.4791.7DeepInfra
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 96 家 provider(含 21 家 🇪🇺 EU、55 家 🔒不训练)· 数据 2026-09-23

🏅 性价比前沿 没有更便宜的模型能在能力上胜过它们(Pareto)

  • Ling 3.0 Flash 综合 52.8 · $0.02/M · Novita · 开源
  • DeepSeek V4 Flash 0731 综合 72.5 · $0.06/M · StreamLake · 开源
  • GLM 5.3 Flash 综合 76.7 · $0.09/M · DeepInfra · 开源
  • Qwen3.8 Flash Next 综合 80.5 · $0.18/M · Alibaba · 开源
  • MiMo V2.6 Pro 综合 91.7 · $0.47/M · DeepInfra · 开源
  • GPT 5.6 Sol 综合 93.7 · $2.73/M · OpenAI
  • Claude Opus 5.5 综合 100 · $5.45/M · Anthropic

🏢 官方发布 · 第一手 各厂官网直发 · 按时间融合 · 每家限量防刷屏

🧠 最新发布 跨源去重时间线

2026-09-22
Solar Mini 4
Upstage
2026-09-22
GPT-6 Sol
Open AI
2026-09-22
GPT-6 Luna
Open AI
2026-09-21
Claude Opus 5.5
Anthropic
2026-09-21
MiMo V2.6 Pro UltraSpeed
Xiaomi
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

🧠 模型发布时间线

2026-09-22
Solar Mini 4
Upstage
aimlapi
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/laya02,996text-classification
Qwen/Qwen-Image-2.128,4071,978text-to-image
prism-ml/Ternary-Bonsai-2-27B-gguf2,815,9791,930text-generation
XingChen-AGI/Xing4.0-29B-A4B39,0091,484text-generation
abenzerps/Qwen-Image-2.1-Uncensored-GGUF350,6781,390text-to-image
abenzerps/Qwen-Image-2.1-GGUF182,313988text-to-image
deepseek-ai/DeepSeek-V4.1-Flash570,9093,656image-text-to-text
Comfy-Org/Qwen-Image-2.12,220,609614
Qwen/Qwen3.8-27B6,912,46916,119image-text-to-text
Altworld/Hemmingway-13,787553text-generation
AlexWortega/openjev0505text-classification
harshatheg/Qwen-2.5-1B-RLCD0555text-generation
XiaomiMiMo/MiMo-V2.6-Pro-RL4,070437text-generation
XiaomiMiMo/MiMo-V2.6-Flash-RL13,243416text-generation
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF1,414,9911,600image-text-to-text
Lightricks/LTX-2.51,638,6054,870image-to-video
XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B3,253392image-text-to-text
m-a-p/YuE2-3B22,415982text-to-audio
TaichuAI/ZDTaichu5.0-9B6,934627image-text-to-text
prism-ml/Ternary-Bonsai-2-27B-mlx-2bit48,214353text-generation
netease-youdao/Confucius4-R2T23,708344automatic-speech-recognition
DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF1,452,9151,111image-text-to-text
unsloth/Qwen3.8-27B-GGUF7,134,1674,554
yandex/AliceAI-Foundation-80B-A3B-Base2,254291text-generation
Qwen/Qwen3.8-Flash-Next807,5505,635image-text-to-text
ukisai/Swift-Qwen3.8-27b17,837556image-text-to-text
convaiinnovations/laya-multilingual0217text-classification
MiniMaxAI/MiniMax-H33,664,2165,623image-text-to-video
Cactus-Compute/needle362,025198text-generation
TokenRhythm/NeoHorse-1-9B13,0091,012text-generation

⚡ System One 决策模型 629 项目 · Jev/TypeSafe 生态 · 快决策(非推理)

SDK & Decision Frameworks 110Domain & Vertical Tools 55CLI & Pipelines 53Security & Guardrails 53Routing & Cost Optimization 50High-Frequency & Simulation 47Browser & OS Action 45MCP & Integrations 40Data & Search 40Context GC & Filter 37Evaluation & Observability 29Decision Tools 25Creative Tools 19Codebase & Graph Pathfinding 14SDK & Integrations 6Voice & Conversation 4Classification & Taxonomy 2
项目类别Jev 决策点
langchain langchain-ai146,917SDK & IntegrationsSubmits binary, categorical and ordered-score questions and returns typed answers with probabilities.
ai-hedge-fund virattt63,678Domain & Vertical ToolsConverts strategy questions to System One requests and normalizes native answers to the project’s result format.
litellm BerriAI59,460Routing & Cost OptimizationMaps requests to configured complexity classes that drive backend routing.
oh-my-pi can135732,912Routing & Cost OptimizationSends agent state and typed questions to Jev and parses structured answers.
jev-model-router davila731,298Routing & Cost OptimizationEvaluates task tier, reasoning needs and production risk; local policy maps results to invocation settings.
composio ComposioHQ30,293SDK & Decision FrameworksTurns tool or action conditions into structured questions and passes Jev answers to local invocation logic.
ai vercel26,910SDK & Decision FrameworksMaps choice, score, and yes/no questions to TypeSafe System One requests and parses typed results.
cua trycua26,050Browser & OS ActionReads DOM or supported visual-region descriptions and returns a supplied candidate action ID.
pydantic-ai pydantic20,129SDK & IntegrationsConverts supported structured output fields into typed Jev questions and maps answers back to the output model.
eliza elizaOS19,411SDK & Decision FrameworksOnly an explicit systemOne call sends state and questions, returning validated typed answers.
jev-ultrafast browser-use18,685Browser & OS ActionChooses an action and its matching DOM element in one request; a text model generates input text.
langchainjs langchain-ai18,222SDK & Decision FrameworksUses invoke to call TypeSafe and parse choice, noul, score and probability fields.
json-render vercel-labs18,141Creative ToolsEvaluates component configurations through Vercel AI Gateway, then composeSpec assembles the UI specification.
openchamber openchamber10,335Routing & Cost OptimizationJev selects a task category; local category mappings determine the model configuration.
rig-typesafeai 0xPlaygrounds8,708SDK & Decision FrameworksSends application state and questions to Jev and parses Choice, Score or Noul answers.
deep-searcher zilliztech8,281Data & 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 kunchenguid7,037Routing & Cost OptimizationSends the task brief and candidate rules to Jev, then resolves execution profiles with confidence and local conditions.
fast-jev-compaction tamaratran6,461Context GC & FilterSeparately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them.
kev jaredpalmer5,163High-Frequency & SimulationAttaches a parallel decision head to an open 0.5B model to answer discrete questions directly from token activations.
agentgateway agentgateway4,998Security & GuardrailsJev scores jailbreaks, harmful content and secret disclosure; thresholds or evaluation errors reject requests.
latitude-llm latitude-dev4,669Evaluation & ObservabilityJudges which checks apply and can add checks when thresholds and rate limits permit.
ax ax-llm2,945SDK & IntegrationsMaps supported signatures to Jev questions or sends native System One requests.
memsearch zilliztech2,643Data & 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 jarrodwatts2,128Domain & Vertical ToolsIn Jev mode, order-book judgments feed code that simulates fills or submits configured post-only limit orders.
NanoJev TianyuCodings2,065High-Frequency & SimulationEvaluates multiple questions and dynamic candidate spaces concurrently in a single forward pass, logging navigation choices.
jev-desktop lahfir1,557Browser & 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 CelestoAI968Codebase & Graph PathfindingJudges whether a finding was introduced by the change, is supported and merits a fix.
typesafe-computer-use awlevin861Browser & 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.
hermes-jev-skills kerpopule674Routing & Cost OptimizationJev returns a structured decision for the local program; consult the source for the exact decision policy.
kody kentcdodds668Data & 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.
Jev-cu Sac-Y585Browser & 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 devagrawal09568Codebase & 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 OpenAI52%15/29
2Claude Opus 5.5 Anthropic100%7/7
3Claude Fable 5.1 Anthropic31%5/16
4GLM-5.3 Z.ai13%3/24
5GPT-5.6 Sol OpenAI14%3/22
6DeepSeek V4.1 Flash DeepSeek16%3/19
7Kimi K3 Moonshot8%2/25
8Claude Opus 5 Anthropic9%2/22
9Claude Fable 5 Anthropic17%2/12
10DeepSeek-V4-Pro DeepSeek4%1/26
11DeepSeek-V4-Flash DeepSeek5%1/21
12Qwen3.8-Max Alibaba5%1/20
13Gemini 3.8 Flash Google6%1/16
14Hy 3 Tencent11%1/9
15Hy 4 Tencent13%1/8
16Qwen3.7-Max Alibaba17%1/6
17Gemini 3.7 Flash Google20%1/5
17GPT-5.6 Terra OpenAI20%1/5
17Seed-2.0 pro 20%1/5
20Doubao-Seed-Evolving 50%1/2
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