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生成于 2026-09-21 00:28 UTC · 追踪 2,627 仓库 · 8 多源共振
三条主线：决策模型从概念落到代码、基准正被刷穿、资本涌向算力
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📖 编者按：今天的高价值内容围绕三件事。其一，System One / 决策模型这个方向不再只是概念——jev-ultrafast、trycua/cua、hypit 等多个独立项目同期把它写成了能跑的代码。其二，随着 Agent 逼近甚至刷穿现有基准，社区开始造更硬、可验证、抗污染的评测。其三，钱在往算力和基础设施集中，而应用层与软件岗位承压。下面挑了最该读的几条，并给出跨源的判断。

📌 必读 导读 · 今天先看这些

🔬 深度洞察 deep research

System One / 决策模型：从概念到能跑的代码
同期出现的 jev-ultrafast、trycua/cua、hypit-ai/hypit 与 cloudflare 的 security-audit-skill，都是把“判断”从生成模型里剥出来、交给一个有语义理解的快决策层。所以呢：高频、封闭、需要概率路由的判断（去噪、打标、护栏）值得迁到这类模型上——我们自己已经在把它接进流水线做价值挖掘。
browser-use/jev-ultrafasttrycua/cuahypit-ai/hypit
基准在被刷穿，评测转向“可验证/抗污染”
SWE-Bench Pro 被指受 reward hacking 侵蚀而出 Verified 版；GoBench 用 9x9 围棋做未饱和的推理评测，与 ARC-AGI 2 相关性 r=0.83，且当前最强模型（GPT-6 Astra ~2500 Elo）仍远低于 KataGo（~4400 Elo）。所以呢：别只看榜单分数，要看这条评测本身是否可验证、是否已被污染。
SWE-Bench Pro VerifiedGoBench (r=0.83 vs ARC-AGI 2)
钱涌向算力，软件岗位与上市承压
Crusoe 融 $3.9B 建“AI 工厂”；2026 美国科技 IPO 约 $90B（历史次高）却被描述为“艰难之年”；同时科技裁员追踪显示 2025 年 12.7 万人被裁并延续至 2026。把这三点放在一起（属趋势判断，非任一来源的直接结论）：资本在向算力/基础设施集中，而应用层与人力端偏紧——做应用的要更早证明单位经济性。
Crusoe $3.9BHard Year for Software IPOs ($90B)Tech Layoffs Tracker (127k)
🎯 如果你在用 AI 编程工具，按 ZCode 那篇 teardown 的方法，先确认它到底把哪些东西（尤其 .git 与凭据）传到了哪里。

💎 高价值精选 AI 判断 · 跨源挖掘

📰 最新快讯

⭐ 多源共振

trycua/cua ×5 ↺ 2d
githubxsocialboardhn
+749★/d 活跃开发 official #10
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
browser-use/jev-ultrafast ×4 ↺ 2d
githubxsocialboard
+3,445★/d 早期·低活动 official #2
🔺 @betterhn20 首发 · 16h 前
NandhaKishorM/laya ×4 ↺ 2d
githubxsocialboard
+2,739★/d 活跃开发 official #1
🔺 @clxymox 首发 · 13h 前
cloudflare/security-audit-skill ×4 ↺ 2d
githubxsocialboard
+1,714★/d 早期·低活动 official #16
A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings
🔺 @MaciejLukianski 首发 · 41h 前
mizorewww/laya-mlx ×4 ↺ 1d
githubxsocialboard
+1,630★/d 早期·低活动 official #4
Native MLX runtime for Laya typed decision models — 7–14 ms short decisions on M3 Max. No text generation, PyTorch, or cloud API.
robbietilton/Compositor ×4 ↺ 2d
githubxsocialboard
+1,260★/d 活跃开发 official #5
The Photoshop alternative for Mac
🔺 @dotey 首发 · 5h 前
stablyai/orca ×4 ↺ 2d
githubxsocialboard
+957★/d 活跃开发 official #15
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.
🔺 @tianma_if 首发 · 61h 前
hypit-ai/hypit ×4 ↺ 2d
githubxsociallaunch
+935★/d 活跃开发
🔺 @cccyd_qwq 首发 · 31h 前

🔥 动量榜

#Repo7d+1d★7d★质地官方X
1 browser-use/jev-ultrafast ↺ 2d
Python
🔺 @betterhn20 首发 · 16h 前
 +3,445 11,607 早期·低活动 #2 16×
2 NandhaKishorM/laya ↺ 2d
Python
🔺 @clxymox 首发 · 13h 前
 +2,739 3,964 活跃开发 #1 12×
3 eternity4719/HowToLiveBetter ↺ 2d
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
 +2,603 8,318 早期·低活动 #3 16×
4 cloudflare/security-audit-skill ↺ 2d
JavaScript · A coding-agent skill for multi-phase security audits with in
🔺 @MaciejLukianski 首发 · 41h 前
 +1,714 14,692 早期·低活动 #16 34×
5 mizorewww/laya-mlx ↺ 1d
Python · Native MLX runtime for Laya typed decision models — 7–14 ms
+1,630 1,630 早期·低活动 #4 5×
6 robbietilton/Compositor ↺ 2d
Swift · The Photoshop alternative for Mac
🔺 @dotey 首发 · 5h 前
 +1,260 3,305 活跃开发 #5 9×
7 deepseek-ai/deepseek-harness ↺ 2d
TypeScript
🔺 @the_osps 首发 · 7h 前
 +1,174 8,637 早期·低活动 – 10×
8 bilawalsidhu/gods-eye-view ↺ 2d
🔺 @key_indie 首发 · 69h 前
 +987 7,778 活跃开发 – 21×
9 stablyai/orca ↺ 2d
TypeScript · Orca is the ADE for working with a fleet of parallel agents.
🔺 @tianma_if 首发 · 61h 前
 +957 5,772 活跃开发 #15 21×
10 hypit-ai/hypit ↺ 2d
TypeScript
🔺 @cccyd_qwq 首发 · 31h 前
 +935 11,556 活跃开发 – 28×
11 tamaratran/fast-jev-compaction ↺ 2d
TypeScript · Claude Code plugin that replaces the compaction summary with
 +928 4,130 活跃开发 #13 10×
12 google/ax ↺ 1d
Go · Google's open agentic orchestrator
 +878 887 早期·低活动 #6 10×
13 alibaba/open-code-review ↺ 2d
Go
🔺 @shao__meng 首发 · 71h 前
 +838 14,900 活跃开发 – 23×
14 FailproofAI/failproofai ↺ 1d
TypeScript · Runtime failure resolution for coding agents. Hooks into Cla
 +817 1,520 活跃开发 #7 3×
15 tt-a1i/archify ↺ 2d
JavaScript
🔺 @GitTrend0x 首发 · 62h 前
 +793 7,538 活跃开发 – 13×
16 affaan-m/ECC ↺ 2d
JavaScript
🔺 @BlockInsight214 首发 · 10h 前
 +765 5,969 活跃开发 – 20×
17 Open-Dev-Society/OpenStock ↺ 2d
TypeScript · OpenStock is an open-source alternative to expensive market
+763 2,537 早期·低活动 #8 15×
18 trycua/cua ↺ 2d
HTML · Scale computer-use 2.0 with open-source drivers, cross-OS fl
🔺 @trycua 首发 · 30h 前
 +749 2,521 活跃开发 #10 21×
19 bespokelabsai/nimble ↺ 1d
Python · Local typed decisions, contrastive data curation, and model
+671 864 活跃开发 #9 3×
20 addyosmani/agent-skills ↺ 2d
JavaScript · Production-grade engineering skills for AI coding agents.
🔺 @shanyanggm 首发 · 71h 前
 +656 3,638 早期·低活动 #25 32×

🗞️ Hacker News

🐧 LINUX DO

💬 V2EX

🛠️ 技术源 · GitHub Trending/Lobsters

👽 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
@shanyanggm170.6523
@xzbx88880.88
@shaw_stone7383270.647
@GitTrend0x70.78
@LFrefman70.449
@the_osps60.866
@xfubot60.58
@iasg100460.3314
@FrontieraTechIT50.717
@DataChaz50.835
@RepoGems50.834
@neil_xbt50.633
@shao__meng50.566
@key_indie50.832
@vintcessun50.3113
@clxymox50.368
@LoveAIbrain514
@bilawalsidhu411
@jasontopia40.83
@Sn0wbrave40.56
@seekjourney40.673
@ClaudeCodeLog411
@0x_Kratos311
@fakeWow_30.752
@betterhn2030.435

🏆 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 Astra52.7
  3. 3Claude Opus 550.8
  4. 4Claude Fable 549.6
  5. 5Muse Spark 1.348.1
  6. 6GPT-5.6 Sol47
  7. 7Qwen3.8 Max45.4
  8. 8GLM-5.344.8
  9. 9Grok 4.644.3
  10. 10Step 5 Preview43.7
  11. 11Kimi K343.6
  12. 12GPT-5.6 Terra42.1
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

🥇 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 Anthropic 🏅前沿98.4$13.640.66
2GPT 6 Astra OpenAI97.7$13.64-6.37
3Claude Opus 5 Anthropic96.3$6.82-6.04
4Claude Fable 5 Anthropic95.6$13.64-4.42
5Muse Spark 1.3 Meta 🏅前沿89.3$1.525.84
6GPT 5.6 Sol OpenAI 🏅前沿95.2$2.73-2.57
7Qwen3.8 Max 0902 Alibaba87.7$2.36—
8GLM 5.3 Z.ai 开源 🏅前沿85.9$1.011.66
9Grok 4.6 xAI84.4$2.365.48
10Step 5 Preview StepFun 🏅前沿87.4$1.15—
11Kimi K3 Moonshot AI 开源 🏅前沿90.2$2.323.03
12GPT 5.6 Terra OpenAI82.2$2.91-3.57
13GLM 5.3 Flash Z.ai 开源 🏅前沿77.5$0.09-1.11
14Claude Opus 4.8 Anthropic88.4$6.82-2.4
15Gemini 3.8 Flash Google81.4$1.026.34

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
DeepSeek V4 Flash 0731 🏅前沿 🔒不训练 开源$0.0474.4Relace
Agnes 3.0 Flash$0.0671.2
GLM 5.3 Flash 🏅前沿 开源$0.0977.5GMICloud
Agnes 2.5 Pro Beta$0.1271.2
DeepSeek V4.1 Flash 🔒不训练 开源$0.1769.8Relace
Qwen3.8 Flash Next 🏅前沿 开源$0.1882Alibaba
Qwen3.8 27B 开源$0.2569.6Darkbloom
GPT 5.6 Luna 🔒不训练$0.2979.6Azure AI Foundry
MiniMax M3 🔒不训练 开源$0.360CoreWeave
Solar Pro 4$0.3863.1
DeepSeek V4 Pro 开源$0.4662.3StreamLake
Agnes 2.5 Pro Alpha 开源$0.4962.2
DeepSeek V4 Flash Vision$0.5266.4
Inkling Small 🔒不训练 开源$0.5264DeepInfra
Apodex 1.1$0.5571.2

跨 95 家 provider(含 21 家 🇪🇺 EU、53 家 🔒不训练)· 数据 2026-09-20

🏅 性价比前沿 没有更便宜的模型能在能力上胜过它们(Pareto)

🧠 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
2026-09-16
Union Alpha
Stealth
2026-09-15
Jev 1.13
TypeSafe AI
2026-09-12
Schematron V2 Turbo
Inference.net
2026-09-12
Schematron V2 Small
Inference.net

🧠 模型发布时间线

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
2026-09-16
Union Alpha
Stealth
aimlapi
2026-09-15
Jev 1.13
TypeSafe AI
aimlapillmgateway2×
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

📄 论文 PwC + arXiv

🤗 HF 采用榜 下载/点赞

Modeldownloadslikespipeline
prism-ml/Ternary-Bonsai-2-27B-gguf1,908,3961,493text-generation
convaiinnovations/laya01,087text-classification
deepseek-ai/DeepSeek-V4.1-Flash496,6843,430image-text-to-text
XingChen-AGI/Xing4.0-29B-A4B12,617883text-generation
Qwen/Qwen-Image-2.1183735text-to-image
Qwen/Qwen3.8-27B7,331,93215,861image-text-to-text
m-a-p/YuE2-3B17,403915text-to-audio
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF1,217,2041,478image-text-to-text
harshatheg/Qwen-2.5-1B-RLCD0476text-generation
Lightricks/LTX-2.51,609,5594,552image-to-video
ukisai/Swift-Qwen3.8-27b10,962509image-text-to-text
unsloth/Qwen3.8-27B-GGUF6,941,4784,428
DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF1,301,4171,002image-text-to-text
AlexWortega/openjev0314text-classification
prism-ml/Ternary-Bonsai-2-27B-mlx-2bit30,043284text-generation
Qwen/Qwen3.8-Flash-Next761,1125,492image-text-to-text
ukisai/Swift-Qwen3.8-27B-GGUF136,668329image-text-to-text
openbmb/MiniCPM5-2B420,6221,627text-generation
Comfy-Org/Qwen-Image-2.1120258
meta-llama/Llama-3.1-8B-Instruct5,910,1027,768text-generation
MiniMaxAI/MiniMax-H34,057,4445,526image-text-to-video
TokenRhythm/NeoHorse-1-9B11,913980text-generation
internlm/Atria-Dawn-Preview895209
TaichuAI/ZDTaichu5.0-9B3,750212image-text-to-text
WarmBloodAban/Minimax-h3_Singularity242,751570image-to-video
ISTA-DASLab/Qwen3.8-Flash-Next-GSQ-RCO-GGUF42,965189image-text-to-text
dealignai/DeepSeek-V4.1-Flash-UNCENSORED-FP834,688325image-text-to-text
Edge0/Edge0-35B-A3B-preview76,6693,549text-generation
zai-org/GLM-5.3-Flash3,109,0842,499image-text-to-text
Mothersuperior/yue2-mothersuperior-realaudio-tokenizer-v40159

⚡ System One 决策模型 354 项目 · Jev/TypeSafe 生态 · 快决策(非推理)

SDK & Decision Frameworks 65High-Frequency & Simulation 31Evaluation & Observability 29Browser & OS Action 27Routing & Cost Optimization 27Security & Guardrails 26Domain & Vertical Tools 22CLI & Pipelines 21Context GC & Filter 21MCP & Integrations 19Data & Search 19Codebase & Graph Pathfinding 12Decision Tools 12Creative Tools 11SDK & Integrations 6Voice & Conversation 4Classification & Taxonomy 2
项目★类别Jev 决策点
langchain langchain-ai146,747SDK & IntegrationsSubmits binary, categorical and ordered-score questions and returns typed answers with probabilities.
ai-hedge-fund virattt63,620Domain & Vertical ToolsConverts strategy questions to System One requests and normalizes native answers to the project’s result format.
litellm BerriAI59,239Routing & Cost OptimizationMaps requests to configured complexity classes that drive backend routing.
oh-my-pi can135732,109Routing & Cost OptimizationSends agent state and typed questions to Jev and parses structured answers.
jev-model-router davila730,854Routing & Cost OptimizationEvaluates task tier, reasoning needs and production risk; local policy maps results to invocation settings.
composio ComposioHQ30,264SDK & Decision FrameworksTurns tool or action conditions into structured questions and passes Jev answers to local invocation logic.
ai vercel26,864SDK & Decision FrameworksMaps choice, score, and yes/no questions to TypeSafe System One requests and parses typed results.
cua trycua25,083Browser & OS ActionReads DOM or supported visual-region descriptions and returns a supplied candidate action ID.
pydantic-ai pydantic20,075SDK & IntegrationsConverts supported structured output fields into typed Jev questions and maps answers back to the output model.
eliza elizaOS19,397SDK & Decision FrameworksOnly an explicit systemOne call sends state and questions, returning validated typed answers.
langchainjs langchain-ai18,213SDK & Decision FrameworksUses invoke to call TypeSafe and parse choice, noul, score and probability fields.
json-render vercel-labs17,208Creative ToolsEvaluates component configurations through Vercel AI Gateway, then composeSpec assembles the UI specification.
jev-ultrafast browser-use11,544Browser & OS ActionChooses an action and its matching DOM element in one request; a text model generates input text.
openchamber openchamber10,153Routing & Cost OptimizationJev selects a task category; local category mappings determine the model configuration.
rig-typesafeai 0xPlaygrounds8,682SDK & Decision FrameworksSends application state and questions to Jev and parses Choice, Score or Noul answers.
firstmate kunchenguid6,853Routing & Cost OptimizationSends the task brief and candidate rules to Jev, then resolves execution profiles with confidence and local conditions.
fast-jev-compaction tamaratran5,035Context GC & FilterSeparately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them.
agentgateway agentgateway4,941Security & GuardrailsJev scores jailbreaks, harmful content and secret disclosure; thresholds or evaluation errors reject requests.
latitude-llm latitude-dev4,663Evaluation & ObservabilityJudges which checks apply and can add checks when thresholds and rate limits permit.
ax ax-llm2,928SDK & IntegrationsMaps supported signatures to Jev questions or sends native System One requests.
jev-trader jarrodwatts1,493Domain & Vertical ToolsIn Jev mode, order-book judgments feed code that simulates fills or submits configured post-only limit orders.
NanoJev TianyuCodings1,369High-Frequency & SimulationEvaluates multiple questions and dynamic candidate spaces concurrently in a single forward pass, logging navigation choices.
jev-desktop lahfir1,333Browser & OS ActionJev selects a target and action and estimates presence and risk; local policy decides whether to execute.
vellum-assistant vellum-ai1,293MCP & IntegrationsSubmits state and question bundles to System One and returns structured answers to the Assistant.
celesto CelestoAI945Codebase & Graph PathfindingJudges whether a finding was introduced by the change, is supported and merits a fix.
kev jaredpalmer941High-Frequency & SimulationAttaches a parallel decision head to an open 0.5B model to answer discrete questions directly from token activations.
atomic bastani-inc809Routing & 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 kentcdodds659Data & SearchSends a Score question per candidate, reorders and drops low scores; the model id is typesafe/jev.
Agent AgentiLoop617Security & GuardrailsAdds a destructive-risk judgment after local shell checks and refuses commands above the configured threshold.
typesafe-computer-use awlevin599Browser & OS ActionSelects the next step from deterministically extracted controls and actions before desktop execution.
req_llm agentjido580SDK & Decision FrameworksSends state and questions, normalizes answers and retains the raw provider response.
omg.dev BennyKok532Browser & OS ActionChooses controls and checks completion or blockage before the test runner operates the UI.
Jev-cu Sac-Y458Browser & OS ActionChooses targets and actions and assesses completion and risk; local policy controls execution or confirmation.
foreman thruwire433CLI & PipelinesAsyncTypeSafeClient.system_one with default jev-latest sends Noul questions for supervision.
vexjoy-agent notque421Routing & Cost OptimizationAfter deterministic routing guards, Jev judges the remaining candidates and required workflow components.
Jev Review devagrawal09404Codebase & Graph PathfindingJudges risk, files, evidence regions, mechanisms and severity before rule-based reviewer routing.
simple-jev featherless-ai384SDK & Decision FrameworksExtracts log-probabilities of candidate tokens from model vocabulary logits, formatting them into standard Jev responses.
jev-experiments dabit3335Security & GuardrailsJudges risks such as exposed credentials or destructive changes; local rules warn or block a commit.
WrongStack WrongStack329Routing & Cost OptimizationJev evaluates the task against eligible specialists; local dispatch rules use the result.
🏅 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 18 模型 · 夺冠率

#模型夺冠率冠/测
1GPT-6 Astra OpenAI55%12/22
2Claude Fable 5.1 Anthropic50%6/12
3GLM-5.3 Z.ai16%3/19
3GPT-5.6 Sol OpenAI16%3/19
5Claude Fable 5 Anthropic27%3/11
6Kimi K3 Moonshot10%2/21
7Claude Opus 5 Anthropic11%2/19
8DeepSeek-V4-Flash DeepSeek13%2/16
9DeepSeek-V4-Pro DeepSeek5%1/21
10Qwen3.8-Max Alibaba6%1/18
11DeepSeek V4.1 Flash DeepSeek8%1/13
12Gemini 3.8 Flash Google8%1/12
13Hy 4 Tencent14%1/7
14Gemini 3.7 Flash Google20%1/5
15GPT-5.6 Terra OpenAI25%1/4
15Seed-2.0 pro ByteDance25%1/4
17Doubao-Seed-Evolving ByteDance33%1/3
18Seed-2.0 Mini ByteDance100%1/1
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