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生成于 2026-09-23 00:13 UTC · 追踪 3,341 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

jaredpalmer/kev ×5 ↺ 2d
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
+5,306★/d 活跃开发 official #2
🔺 @clxymox 首发 · 37h 前
githubxsocialboard
+2,151★/d 早期·低活动 official #7
🔺 @0x0SojalSec 首发 · 72h 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
Mak5er/AirCard ×4 ↺ 2d
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
google/ax ×4 ↺ 3d
githubxsocialboard
+1,269★/d 早期·低活动 official #17
Google's open agentic orchestrator
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
hypit-ai/hypit ×4 ↺ 4d
githubxsociallaunch
+1,087★/d 活跃开发
🔺 @cccyd_qwq 首发 · 31h 前

🔥 动量榜

#Repo7d+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 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
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
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

🛠️ 技术源 · GitHub Trending/Lobsters

🐧 LINUX DO

💬 V2EX

👽 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
@shanyanggm270.7524
@xzbx888150.888
@shaw_stone73832110.659
@iasg1004100.3320
@Sn0wbrave90.67
@the_rza_90.58
@the_osps80.87
@GitTrend0x80.738
@xfubot80.578
@LFrefman80.479
@clxymox70.448
@FrontieraTechIT60.677
@bilawalsidhu611
@DataChaz60.757
@shao__meng60.557
@vintcessun60.3215
@RepoGems50.715
@FreeYoung55202250.427
@neil_xbt50.633
@QingQ7750.367
@key_indie50.832
@LoveAIbrain514
@jasontopia40.83
@engmaxxing40.447
@Sumanth_077412

🏆 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
  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-5.6 Sol47
  8. 8Grok 4.746.4
  9. 9MiMo-V2.6-Pro46.3
  10. 10Qwen3.8 Max45.4
  11. 11GLM-5.344.8
  12. 12Grok 4.644.3
图像生成 Text→Image Arena Elo
  1. 1GPT Image 2.5 Sunburst1197
  2. 2GPT Image 2.5 Flare1190
  3. 3GPT Image 21171
  4. 4Grok Imagine Image 2.01154
  5. 5MAI-Image-2.61147
  6. 6Nano Banana 21122
  7. 7Muse Image1112
  8. 8MAI-Image-2.51103
  9. 9GPT Image 1.51102
  10. 10Nano Banana Pro1100
  11. 11MAI-Image-2.6-Flash1100
  12. 12MAI-Image-2.5-Pro1099
图像编辑 Image-Editing Arena Elo
  1. 1GPT Image 2.5 Sunburst1180
  2. 2GPT Image 2.5 Flare1161
  3. 3MAI-Image-2.61133
  4. 4MAI-Image-2.6-Flash1124
  5. 5GPT Image 21122
  6. 6Muse Image1116
  7. 7MAI-Image-2.51113
  8. 8Seedream 5.0 Pro1107
  9. 9Nano Banana 21106
  10. 10MAI-Image-2.5-Pro1106
  11. 11Grok Imagine Image 2.01105
  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 3.61272
  2. 2Qwen-Audio-3.0-TTS-Plus1260
  3. 3Realtime TTS-21245
  4. 4Simba 3.21237
  5. 5Luna TTS1230
  6. 6Realtime TTS-2 Flash1210
  7. 7Breeze TTS 21204
  8. 8StepAudio 2.5 TTS1199
  9. 9Gemini 3.1 Flash TTS1199
  10. 10v3 Conversational1197
  11. 11Sonic 3.51186
  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 Fable 5.1 Anthropic98.2$13.640.63
2GPT 6 Astra OpenAI98.2$13.64-6.41
3Claude Opus 5 Anthropic95.9$6.82-5.63
4Claude Fable 5 Anthropic95.3$13.64-4.45
5Muse Spark 1.3 Meta87.3$1.525.73
6GPT 5.6 Sol OpenAI 🏅前沿95$2.73-2.55
7Grok 4.7 xAI92.9$1.89
8MiMo V2.6 Pro Xiaomi 开源 🏅前沿92.9$0.47
9Qwen3.8 Max 0902 Alibaba87.2$2.36
10GLM 5.3 Z.ai 开源84.4$0.781.64
11Grok 4.6 xAI84.1$2.365.33
12Step 5 Preview StepFun85.9$1.15
13Kimi K3 Moonshot AI 开源89.1$2.053.63
14GPT 5.6 Terra OpenAI82.2$2.91-3.77
15GLM 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$0.0670.4
DeepSeek V4 Flash 0731 🏅前沿 开源$0.0674StreamLake
GLM 5.3 Flash 🏅前沿 开源$0.0978.2GMICloud
Agnes 2.5 Pro Beta$0.1270.4
DeepSeek V4.1 Flash 🔒不训练 开源$0.1573.2Morph
Qwen3.8 Flash Next 🏅前沿 开源$0.1882Alibaba
Qwen3.8 27B 开源$0.2569Darkbloom
GPT 5.6 Luna 🔒不训练$0.2978.8Azure AI Foundry
MiniMax M3 🔒不训练 开源$0.360CoreWeave
Solar Pro 4$0.3862.7
MiMo V2.6 Pro 🏅前沿 开源$0.4792.9Xiaomi
Agnes 2.5 Pro Alpha 开源$0.4962.2
DeepSeek V4 Flash Vision$0.5265.6
Inkling Small 🔒不训练 开源$0.5264.4DeepInfra
Apodex 1.1$0.5570.3

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
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/laya02,368text-classification
prism-ml/Ternary-Bonsai-2-27B-gguf2,569,6041,840text-generation
Qwen/Qwen-Image-2.116,2421,719text-to-image
XingChen-AGI/Xing4.0-29B-A4B30,6271,303text-generation
abenzerps/Qwen-Image-2.1-GGUF182,313988text-to-image
deepseek-ai/DeepSeek-V4.1-Flash542,0143,597image-text-to-text
Qwen/Qwen3.8-27B7,079,64616,040image-text-to-text
Comfy-Org/Qwen-Image-2.11,429,925542
harshatheg/Qwen-2.5-1B-RLCD0538text-generation
Altworld/Hemmingway-12,745479text-generation
AlexWortega/openjev0472text-classification
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF1,363,1761,569image-text-to-text
m-a-p/YuE2-3B20,904966text-to-audio
Lightricks/LTX-2.51,630,1254,741image-to-video
XiaomiMiMo/MiMo-V2.6-Pro-RL985359text-generation
XiaomiMiMo/MiMo-V2.6-Flash-RL2,641355text-generation
unsloth/Qwen3.8-27B-GGUF7,019,4014,513
prism-ml/Ternary-Bonsai-2-27B-mlx-2bit43,477328text-generation
DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF1,397,9091,078image-text-to-text
XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B804310image-text-to-text
ukisai/Swift-Qwen3.8-27b17,256543image-text-to-text
Qwen/Qwen3.8-Flash-Next787,5255,584image-text-to-text
yandex/AliceAI-Foundation-80B-A3B-Base1,516265text-generation
netease-youdao/Confucius4-R2T22,729254automatic-speech-recognition
ISTA-DASLab/Qwen3.8-Flash-Next-GSQ-RCO-GGUF67,988233image-text-to-text
MiniMaxAI/MiniMax-H33,766,9975,593image-text-to-video
openbmb/MiniCPM5-2B508,9501,654text-generation
ukisai/Swift-Qwen3.8-27B-GGUF153,942356image-text-to-text
WarmBloodAban/Minimax-h3_Singularity283,359614image-to-video
TokenRhythm/NeoHorse-1-9B12,5741,003text-generation

⚡ 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-ai146,831SDK & IntegrationsSubmits binary, categorical and ordered-score questions and returns typed answers with probabilities.
ai-hedge-fund virattt63,657Domain & Vertical ToolsConverts strategy questions to System One requests and normalizes native answers to the project’s result format.
litellm BerriAI59,361Routing & Cost OptimizationMaps requests to configured complexity classes that drive backend routing.
oh-my-pi can135732,380Routing & Cost OptimizationSends agent state and typed questions to Jev and parses structured answers.
jev-model-router davila730,897Routing & Cost OptimizationEvaluates task tier, reasoning needs and production risk; local policy maps results to invocation settings.
composio ComposioHQ30,279SDK & Decision FrameworksTurns tool or action conditions into structured questions and passes Jev answers to local invocation logic.
ai vercel26,887SDK & Decision FrameworksMaps choice, score, and yes/no questions to TypeSafe System One requests and parses typed results.
cua trycua25,783Browser & OS ActionReads DOM or supported visual-region descriptions and returns a supplied candidate action ID.
pydantic-ai pydantic20,109SDK & IntegrationsConverts supported structured output fields into typed Jev questions and maps answers back to the output model.
eliza elizaOS19,406SDK & Decision FrameworksOnly an explicit systemOne call sends state and questions, returning validated typed answers.
langchainjs langchain-ai18,214SDK & Decision FrameworksUses invoke to call TypeSafe and parse choice, noul, score and probability fields.
json-render vercel-labs17,972Creative ToolsEvaluates component configurations through Vercel AI Gateway, then composeSpec assembles the UI specification.
jev-ultrafast browser-use16,286Browser & OS ActionChooses an action and its matching DOM element in one request; a text model generates input text.
openchamber openchamber10,237Routing & Cost OptimizationJev selects a task category; local category mappings determine the model configuration.
rig-typesafeai 0xPlaygrounds8,694SDK & Decision FrameworksSends application state and questions to Jev and parses Choice, Score or Noul answers.
deep-searcher zilliztech8,275Data & SearchJev returns a structured decision for the local program; consult the source for the exact decision policy.
GPTCache zilliztech8,200Data & SearchJev returns a structured decision for the local program; consult the source for the exact decision policy.
firstmate kunchenguid6,929Routing & Cost OptimizationSends the task brief and candidate rules to Jev, then resolves execution profiles with confidence and local conditions.
fast-jev-compaction tamaratran6,040Context GC & FilterSeparately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them.
agentgateway agentgateway4,970Security & GuardrailsJev scores jailbreaks, harmful content and secret disclosure; thresholds or evaluation errors reject requests.
latitude-llm latitude-dev4,665Evaluation & ObservabilityJudges which checks apply and can add checks when thresholds and rate limits permit.
ax ax-llm2,942SDK & IntegrationsMaps supported signatures to Jev questions or sends native System One requests.
memsearch zilliztech2,633Data & SearchJev returns a structured decision for the local program; consult the source for the exact decision policy.
kev jaredpalmer2,631High-Frequency & SimulationAttaches a parallel decision head to an open 0.5B model to answer discrete questions directly from token activations.
bootcamp milvus-io2,444Data & SearchJev returns a structured decision for the local program; consult the source for the exact decision policy.
jev-trader jarrodwatts1,880Domain & Vertical ToolsIn Jev mode, order-book judgments feed code that simulates fills or submits configured post-only limit orders.
NanoJev TianyuCodings1,852High-Frequency & SimulationEvaluates multiple questions and dynamic candidate spaces concurrently in a single forward pass, logging navigation choices.
jev-desktop lahfir1,440Browser & OS ActionJev selects a target and action and estimates presence and risk; local policy decides whether to execute.
vellum-assistant vellum-ai1,295MCP & IntegrationsSubmits state and question bundles to System One and returns structured answers to the Assistant.
celesto CelestoAI958Codebase & Graph PathfindingJudges whether a finding was introduced by the change, is supported and merits a fix.
atomic bastani-inc812Routing & Cost OptimizationSends predefined questions to Jev and decodes answers for callers; regular models still generate code.
typesafe-computer-use awlevin765Browser & OS ActionSelects the next step from deterministically extracted controls and actions before desktop execution.
aiavatarkit uezo678Voice & ConversationAssesses utterance completeness and whether the user is likely to continue speaking.
kody kentcdodds663Data & SearchSends a Score question per candidate, reorders and drops low scores; the model id is typesafe/jev.
Agent AgentiLoop622Security & GuardrailsAdds a destructive-risk judgment after local shell checks and refuses commands above the configured threshold.
req_llm agentjido581SDK & Decision FrameworksSends state and questions, normalizes answers and retains the raw provider response.
Jev-cu Sac-Y548Browser & OS ActionChooses targets and actions and assesses completion and risk; local policy controls execution or confirmation.
omg.dev BennyKok535Browser & OS ActionChooses controls and checks completion or blockage before the test runner operates the UI.
Jev Review devagrawal09500Codebase & Graph PathfindingJudges risk, files, evidence regions, mechanisms and severity before rule-based reviewer routing.
foreman thruwire469CLI & PipelinesAsyncTypeSafeClient.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
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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