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生成于 2026-09-24 05:23 UTC · 追踪 4,017 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 ↺ 3d
githubxsocialboardhn
+220★/d 活跃开发 official #24
tiny Jev-like model built on top of Qwen2.5-0.5B you can train and run on your MacBook
🔺 @RoggeOhta 首发 · 66h 前
dream-num/univer ×5 ↺ 1d
githubxsocialboardlaunch
+157★/d 活跃开发 official #17
The Office Harness for AI Agents — Spreadsheets, Docs, Slides, Canvas, Relational Tables, and PDF in one runtime.
🔺 @tylerrwayne 首发 · 32h 前
NandhaKishorM/laya ×4 ↺ 5d
githubxsocialboard
+613★/d 活跃开发 official #4
🔺 @clxymox 首发 · 61h 前
farion1231/cc-switch ×4 ↺ 1d
githubxsocialboard
+320★/d 活跃开发 official #3
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 ↺ 4d
githubxsocialboard
+296★/d 活跃开发 official #13
Google's open agentic orchestration runtime
hypit-ai/hypit ×4 ↺ 5d
githubxsociallaunch
+214★/d 活跃开发
🔺 @JGuli49724 首发 · 66h 前
stablyai/orca ×4 ↺ 5d
githubxsocialboard
+193★/d 活跃开发 official #20
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
anthropics/financial-services ×4 ↺ 1d
githubxsociallaunch
+124★/d 早期·低活动
🔺 @aigeeknews 首发 · 59h 前

🔥 动量榜

#Repo7d+1d★7d★质地官方X
1 NandhaKishorM/laya ↺ 5d
Python
🔺 @clxymox 首发 · 61h 前
 +613 20,960 活跃开发 #4 30×
2 dream-num/univer-workspace 🆕 new
TypeScript · An open-source Office workspace where people and AI agents c
🔺 @tylerrwayne 首发 · 56h 前
 +372 513 活跃开发 #1 11×
3 farion1231/cc-switch ↺ 1d
Rust · A cross-platform desktop All-in-One assistant for Claude Cod
🔺 @xiao92666 首发 · 23h 前
 +320 2,519 活跃开发 #3 12×
4 google/ax ↺ 4d
Go · Google's open agentic orchestration runtime
 +296 7,292 活跃开发 #13 27×
5 eternity4719/HowToLiveBetter ↺ 5d
HTML
🔺 @ForestGrahxu 首发 · 66h 前
 +236 9,952 早期·低活动 – 28×
6 jaredpalmer/kev ↺ 3d
Python · tiny Jev-like model built on top of Qwen2.5-0.5B you can tra
🔺 @RoggeOhta 首发 · 66h 前
 +220 6,018 活跃开发 #24 17×
7 hypit-ai/hypit ↺ 5d
TypeScript
🔺 @JGuli49724 首发 · 66h 前
 +214 6,825 活跃开发 – 33×
8 deepopen-com/deepopen 🆕 new
Python · 非自回归System 1决策引擎，专为结构化类型决策场景设计 DeepOpen Multilingual, non-a
 +197 536 早期·低活动 #2 –
9 stablyai/orca ↺ 5d
TypeScript · Orca is the ADE for working with a fleet of parallel agents.
🔺 @shanyanggm 首发 · 66h 前
 +193 5,642 活跃开发 #20 25×
10 yi1108/printfilm ↺ 5d
Python · PRINTFILM：AI 科普视频与漫剧创作平台
 +190 1,844 早期·低活动 #8 4×
11 deepseek-ai/deepseek-harness ↺ 5d
TypeScript
🔺 @Xudong07452910 首发 · 67h 前
 +189 6,576 早期·低活动 – 12×
12 arcboxlabs/arcbox ↺ 5d
Rust · Run AI agents on real and isolated machines — own kernel, fi
 +189 2,076 早期·低活动 #12 –
13 browser-use/jev-ultrafast ↺ 5d
Python
🔺 @0x0SojalSec 首发 · 72h 前
 +182 17,272 早期·低活动 – 36×
14 jev-chat/jev-chat-jarvis ↺ 2d
Kotlin
🔺 @cyxjya 首发 · 12h 前
 +170 5,324 活跃开发 – 21×
15 tt-a1i/archify ↺ 5d
JavaScript
🔺 @GYLQ520 首发 · 43h 前
 +166 4,929 活跃开发 – 13×
16 dream-num/univer ↺ 1d
TypeScript · The Office Harness for AI Agents — Spreadsheets, Docs, Slide
🔺 @tylerrwayne 首发 · 32h 前
 +157 2,068 活跃开发 #17 10×
17 Mak5er/AirCard ↺ 3d
Swift
🔺 @wenyuanw_ 首发 · 13h 前
 +148 3,337 活跃开发 – 11×
18 wang2122/sprix-sage-router 🆕 new
Python · Sprix AI at 屿智同行 — state-aware SELF/COLLABORATE/HANDOFF rout
 +132 549 早期·低活动 #6 4×
19 TNT-Likely/PanWatch ↺ 5d
Python · 盯盘侠 PanWatch · 自托管 AI 盯盘助手，集成 TradingAgents 多 Agent 投资决策 | A
🔺 @huoshan007 首发 · 15h 前
 +127 681 活跃开发 #9 4×
20 anthropics/financial-services ↺ 1d
Python
🔺 @aigeeknews 首发 · 59h 前
 +124 2,148 早期·低活动 – 11×

🗞️ 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
@shanyanggm320.7327
@iasg1004160.3926
@xzbx888150.888
@shaw_stone73832120.610
@GitTrend0x110.739
@Sn0wbrave100.637
@clxymox100.510
@QingQ77100.4311
@shao__meng100.677
@the_rza_100.538
@the_osps90.648
@xfubot90.4710
@engmaxxing80.578
@LFrefman80.479
@vintcessun80.3218
@FrontieraTechIT70.77
@DataChaz70.787
@jasontopia70.883
@FreeYoung55202270.57
@aigeeknews70.58
@bilawalsidhu611
@RepoGems60.755
@newlinedotco60.64
@betterhn2050.56
@Crashlandenx513

🏆 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 · 1181
文生视频
Wan 3.0
Alibaba · 1335
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 Sol47.5
  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 Flare1190
  3. 3GPT Image 21171
  4. 4Grok Imagine Image 2.01154
  5. 5MAI-Image-2.61147
  6. 6Nano Banana 21122
  7. 7Muse Image1112
  8. 8GPT Image 1.51102
  9. 9MAI-Image-2.51102
  10. 10Nano Banana Pro1101
  11. 11MAI-Image-2.6-Flash1100
  12. 12MAI-Image-2.5-Pro1098
图像编辑 Image-Editing Arena Elo
  1. 1GPT Image 2.5 Sunburst1181
  2. 2GPT Image 2.5 Flare1163
  3. 3MAI-Image-2.61135
  4. 4MAI-Image-2.6-Flash1125
  5. 5GPT Image 21122
  6. 6Muse Image1117
  7. 7MAI-Image-2.51114
  8. 8Seedream 5.0 Pro1109
  9. 9Nano Banana 21108
  10. 10MAI-Image-2.5-Pro1106
  11. 11Grok Imagine Image 2.01106
  12. 12GPT Image 1.51104
文生视频 Text→Video Arena Elo
  1. 1Wan 3.01335
  2. 2Gemini Omni Flash1332
  3. 3MiniMax H31302
  4. 4HappyHorse-1.01286
  5. 5HappyHorse-1.11272
  6. 6Dreamina Seedance 2.0 720p1259
  7. 7Wan2.7-2606121243
  8. 8grok-imagine-video1235
  9. 9PixVerse V5.61230
  10. 10PixVerse V61230
  11. 11Kling 3.0 Omni 1080p1230
  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 TTS1260
  3. 3Qwen-Audio-3.0-TTS-Plus1259
  4. 4Realtime TTS-21245
  5. 5Simba 3.21237
  6. 6Gemini 3.8 Flash-Lite TTS1235
  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

2026-09-23
Space Bunny Alpha
Stealth
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

🧠 模型发布时间线

2026-09-23
Space Bunny Alpha
Stealth
aimlapi
2026-09-22
Solar Mini 4
Upstage
aimlapi
2026-09-22 · ★
GPT-6 Sol
Open AI
aimlapillmstatsopperllmgateway4×
2026-09-22 · ★
GPT-6 Luna
Open AI
aimlapillmstatsopperllmgateway4×
2026-09-21 · ★
Claude Opus 5.5
Anthropic
aimlapillmstatsopperllmgateway4×
2026-09-21
MiMo V2.6 Pro UltraSpeed
Xiaomi
aimlapi
2026-09-21 · ★
MiMo V2.6 Pro
Xiaomi
aimlapillmstatsopperllmgateway4×
2026-09-21
MiMo V2.6 Flash
Xiaomi
aimlapillmstatsllmgateway3×
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
aimlapillmgateway2×
2026-09-14 · ★
Grok 4.7
X AI
aimlapillmstatsopperllmgateway4×
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

📄 论文 PwC + arXiv

🤗 HF 采用榜 下载/点赞

Modeldownloadslikespipeline
convaiinnovations/laya03,160text-classification
Qwen/Qwen-Image-2.128,4072,068text-to-image
prism-ml/Ternary-Bonsai-2-27B-gguf2,815,9791,964text-generation
XingChen-AGI/Xing4.0-29B-A4B39,0091,634text-generation
abenzerps/Qwen-Image-2.1-Uncensored-GGUF350,6781,476text-to-image
abenzerps/Qwen-Image-2.1-GGUF182,313988text-to-image
Comfy-Org/Qwen-Image-2.12,220,609640
Altworld/Hemmingway-13,787590text-generation
deepseek-ai/DeepSeek-V4.1-Flash570,9093,673image-text-to-text
Qwen/Qwen3.8-27B6,912,46916,153image-text-to-text
AlexWortega/openjev0530text-classification
XiaomiMiMo/MiMo-V2.6-Pro-RL4,070453text-generation
XiaomiMiMo/MiMo-V2.6-Flash-RL13,243429text-generation
XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B3,253413image-text-to-text
harshatheg/Qwen-2.5-1B-RLCD0560text-generation
Lightricks/LTX-2.51,638,6054,921image-to-video
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF1,414,9911,625image-text-to-text
prism-ml/Ternary-Bonsai-2-27B-mlx-2bit48,214360text-generation
TaichuAI/ZDTaichu5.0-9B6,934762image-text-to-text
netease-youdao/Confucius4-R2T23,708363automatic-speech-recognition
m-a-p/YuE2-3B22,415986text-to-audio
DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF1,452,9151,132image-text-to-text
unsloth/Qwen3.8-27B-GGUF7,134,1674,564
yandex/AliceAI-Foundation-80B-A3B-Base2,254298text-generation
Qwen/Qwen3.8-Flash-Next807,5505,644image-text-to-text
convaiinnovations/laya-multilingual0224text-classification
ukisai/Swift-Qwen3.8-27b17,837563image-text-to-text
Cactus-Compute/needle362,025213text-generation
pottokao/Qwen-Image-2.1-Text-Encoder-Heretic-GGUF74,291214
ukisai/Swift-Qwen3.8-27B-GGUF168,762388image-text-to-text

⚡ System One 决策模型 688 项目 · Jev/TypeSafe 生态 · 快决策(非推理)

SDK & Decision Frameworks 119Domain & Vertical Tools 67CLI & Pipelines 62Security & Guardrails 57Routing & Cost Optimization 54High-Frequency & Simulation 52Browser & OS Action 50Data & Search 44MCP & Integrations 43Context GC & Filter 40Evaluation & Observability 29Decision Tools 25Creative Tools 20Codebase & Graph Pathfinding 14SDK & Integrations 6Voice & Conversation 4Classification & Taxonomy 2
项目★类别Jev 决策点
langchain langchain-ai146,956SDK & IntegrationsSubmits binary, categorical and ordered-score questions and returns typed answers with probabilities.
ai-hedge-fund virattt63,699Domain & Vertical ToolsConverts strategy questions to System One requests and normalizes native answers to the project’s result format.
litellm BerriAI59,511Routing & Cost OptimizationMaps requests to configured complexity classes that drive backend routing.
oh-my-pi can135733,041Routing & Cost OptimizationSends agent state and typed questions to Jev and parses structured answers.
jev-model-router davila731,561Routing & Cost OptimizationEvaluates task tier, reasoning needs and production risk; local policy maps results to invocation settings.
composio ComposioHQ30,300SDK & Decision FrameworksTurns tool or action conditions into structured questions and passes Jev answers to local invocation logic.
ai vercel26,922SDK & Decision FrameworksMaps choice, score, and yes/no questions to TypeSafe System One requests and parses typed results.
cua trycua26,156Browser & OS ActionReads DOM or supported visual-region descriptions and returns a supplied candidate action ID.
pydantic-ai pydantic20,133SDK & IntegrationsConverts supported structured output fields into typed Jev questions and maps answers back to the output model.
eliza elizaOS19,468SDK & Decision FrameworksOnly an explicit systemOne call sends state and questions, returning validated typed answers.
jev-ultrafast browser-use19,223Browser & OS ActionChooses an action and its matching DOM element in one request; a text model generates input text.
langchainjs langchain-ai18,223SDK & Decision FrameworksUses invoke to call TypeSafe and parse choice, noul, score and probability fields.
json-render vercel-labs18,200Creative ToolsEvaluates component configurations through Vercel AI Gateway, then composeSpec assembles the UI specification.
openchamber openchamber10,398Routing & Cost OptimizationJev selects a task category; local category mappings determine the model configuration.
rig-typesafeai 0xPlaygrounds8,713SDK & Decision FrameworksSends application state and questions to Jev and parses Choice, Score or Noul answers.
deep-searcher zilliztech8,282Data & 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 kunchenguid7,079Routing & Cost OptimizationSends the task brief and candidate rules to Jev, then resolves execution profiles with confidence and local conditions.
fast-jev-compaction tamaratran6,607Context GC & FilterSeparately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them.
kev jaredpalmer6,183High-Frequency & SimulationAttaches a parallel decision head to an open 0.5B model to answer discrete questions directly from token activations.
agentgateway agentgateway5,015Security & GuardrailsJev scores jailbreaks, harmful content and secret disclosure; thresholds or evaluation errors reject requests.
latitude-llm latitude-dev4,672Evaluation & ObservabilityJudges which checks apply and can add checks when thresholds and rate limits permit.
ax ax-llm2,946SDK & IntegrationsMaps supported signatures to Jev questions or sends native System One requests.
memsearch zilliztech2,649Data & 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 jarrodwatts2,207Domain & Vertical ToolsIn Jev mode, order-book judgments feed code that simulates fills or submits configured post-only limit orders.
NanoJev TianyuCodings2,135High-Frequency & SimulationEvaluates multiple questions and dynamic candidate spaces concurrently in a single forward pass, logging navigation choices.
jev-desktop lahfir1,604Browser & OS ActionJev selects a target and action and estimates presence and risk; local policy decides whether to execute.
vellum-assistant vellum-ai1,313MCP & IntegrationsSubmits state and question bundles to System One and returns structured answers to the Assistant.
celesto CelestoAI971Codebase & Graph PathfindingJudges whether a finding was introduced by the change, is supported and merits a fix.
typesafe-computer-use awlevin930Browser & OS ActionSelects the next step from deterministically extracted controls and actions before desktop execution.
atomic bastani-inc820Routing & Cost OptimizationSends predefined questions to Jev and decodes answers for callers; regular models still generate code.
hermes-jev-skills kerpopule716Routing & Cost OptimizationJev returns a structured decision for the local program; consult the source for the exact decision policy.
aiavatarkit uezo678Voice & ConversationAssesses utterance completeness and whether the user is likely to continue speaking.
kody kentcdodds672Data & SearchSends a Score question per candidate, reorders and drops low scores; the model id is typesafe/jev.
Agent AgentiLoop632Security & GuardrailsAdds a destructive-risk judgment after local shell checks and refuses commands above the configured threshold.
Jev-cu Sac-Y589Browser & OS ActionChooses targets and actions and assesses completion and risk; local policy controls execution or confirmation.
Jev Review devagrawal09582Codebase & Graph PathfindingJudges risk, files, evidence regions, mechanisms and severity before rule-based reviewer routing.
req_llm agentjido582SDK & Decision FrameworksSends state and questions, normalizes answers and retains the raw provider response.
omg.dev BennyKok537Browser & 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 OpenAI53%16/30
2Claude Opus 5.5 Anthropic100%7/7
3Claude Fable 5.1 Anthropic24%4/17
4GLM-5.3 Z.ai12%3/25
5Claude Opus 5 Anthropic14%3/22
5GPT-5.6 Sol OpenAI14%3/22
7DeepSeek V4.1 Flash DeepSeek14%3/21
8Kimi K3 Moonshot8%2/26
9Claude Fable 5 Anthropic17%2/12
10DeepSeek-V4-Pro DeepSeek4%1/27
11DeepSeek-V4-Flash DeepSeek5%1/21
11Qwen3.8-Max Alibaba5%1/21
13Gemini 3.8 Flash Google6%1/17
14Hy 3 Tencent13%1/8
14Hy 4 Tencent13%1/8
16Qwen3.7-Max Alibaba17%1/6
17Gemini 3.7 Flash Google20%1/5
17GPT-5.6 Terra OpenAI20%1/5
19Seed-2.0 pro 25%1/4
20Doubao-Seed-Evolving 50%1/2
👤 AI UP主 从赛题发现,点击直达主页
🎯 赛题

🎬 AI 视频 订阅 · 搜索 · B站,分开组织

📌 订阅频道 7 个博主 · 最新上传
📺 Best Partners TV 21
📺 Bijan Bowen 8
GPT-6 Sol Is VERY GOOD – Is THIS an Opus 5.5 Competitor?
2026-09-23
Claude Opus 5.5 Is INSANE – Hands-On With the BEST Model Yet!
2026-09-22
Grok 4.7 Is HERE – Is THIS the CHEAPEST Frontier Model?
2026-09-21
Bonsai 2 27B First Test – Is THIS the BEST Single-GPU AI Model?
2026-09-18
Cognition SWE-2 First Test – Is THIS a Better Kimi K3?
2026-09-14
DeepSeek V4.1 Flash Is INSANE – Is THIS the Best Open Model Yet?
2026-09-10
Gemini 3.8 Flash Is HERE – Testing Google’s BEST Model Yet!
2026-09-09
GPT-6 Astra vs Claude Fable 5.1 – The REAL Comparison Test!
2026-09-07
📺 飞天闪客 3
【闪客】这些 Jev 的案例都是骗人的！揭秘 Jev 玩我的世界骗局效果
2026-09-23
【闪客】你管这破玩意叫 Jev？
2026-09-21
【闪客】Computer Use 是什么？它真的有在看你的屏幕吗？可能和你想的不太一样...
2026-09-12
📺 AI超元域 1
🚀超越GPT-6！Claude Opus 5.5全方位深度实测效果惊人！动画制作、复杂机械设计、3D游戏开发、iOS手机App开发、macOS软件开发、UI原型设计！多个复杂任务的实际效果到底有多惊艳
2026-09-23
📺 WorldofAI 14
📺 NiceKate AI 8
GPT-6 Sol、Luna 值不值得用？建模、游戏、写作实测
2026-09-23
最强模型实测！Opus 5.5 只用 Medium，就能做到这个程度？
2026-09-23
我是不是低估了 MiMo-V2.6-Pro？听劝换 harness 后，我重新测了一遍
2026-09-22
三模型实测！ Grok 4.7 vs MiMo V2.6 Pro / Flash
2026-09-22
爆火的 TypeSafe AI Jev 模型到底怎么玩？海量社区案例带你入门，附两个实战 Demo
2026-09-18
匿名 AI 到底是谁家的？Union Alpha 实测：Blender 建模、代码生成短片有惊喜
2026-09-17
GPT Images 2.5 实测＋Codex 创作：PPT、GIF、漫画、商品图都试了
2026-09-09
DeepSeek V4.1 Flash 实测：近 2 亿 Token 花了约 35 元，效果如何？
2026-09-08
📺 Why QQ 15
🔎 搜索发现 相关度+播放量筛选 · 非订阅
🅱️ B站 AI 竞技场 按播放量

🚀 产品发布 whatships · What's Launch

📦 版本发布 tracked repos releases

🛰️ Skywork 动态

🧪 Show HN 开发者发布的新产品

💰 商业动态 · TechCrunch/VB/MIT TR

🎯 我追踪的主题(经 xlb navigator + LLM 判过价值的精选)· 图文卡片流 · 完整动态见 Reader

全部MCP浏览器自动化上下文工程精选嵌入式开发视频开源工具动态本地大模型科技分享频道自托管AI编码

🎯 MCP浏览器自动化 4 精选 · 4 源更新

📦 github
Aas-ee/open-webSearch
xlb:MCP
mendableai/firecrawl-mcp-server
xlb:MCP
AgentDeskAI/browser-tools-mcp
xlb:MCP
ChromeDevTools/chrome-devtools-mcp
xlb:MCP
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🎯 上下文工程精选 67 精选 · 10 源更新

🆕 最新动态 10 源更新 · 同源已折叠

🎯 嵌入式开发视频 30 精选

🎯 开源工具动态 2 精选 · 3 源更新

📦 gitlab
G
inkscape
xlb:开源工具动态
🆕 最近动态 12
📦 sourceforge
7-Zip
Download 7-Zip for free. A free file archiver for extremely high compression. 7-Zip is a file archiver with a high compression ratio. 7-Zip works in Windows 11 / 10 / 8 / 7 / Vista / XP / 2022 / 2019 / 2016 / 2012 / 2008 / 2003 / 2000.
xlb:开源工具动态
🆕 最近动态 12
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🎯 本地大模型 37 精选 · 16 源更新

✍️ blog
L
lawrencecchen.com/llama-65b-m1-max
xlb:Text Synthesis
T
til.simonwillison.net/llama-7b-m2
xlb:Text Synthesis
🌐 website
O
ollama.ai/library
xlb:Text Synthesis
🐳 docker
H
hub.docker.com/ollama
xlb:Text Synthesis
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🎯 科技分享频道 4 精选 · 30 源更新

✈️ telegram
极客分享
专注分享各种高质量网站、工具、APP、开源项目等一切好玩的东西🚀，以及偶尔开开车🚗 ✅极客分享2.0 @xgeekshare 📮广告合作 @Geekshare_bot 🌐网站：https://geekshare.org/
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LptTech
AI一年，人间十年 ✏️ 投稿 @FreonLiquid 🏂 频道 https://t.me/LptTech 📻 Discord https://discord.gg/3ggyJ8SV4F #chatGPT #DeepSeek #OpenAI #AI #人工智能
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🆕 最近动态 12
Sliverkissの废弃文化研究所
一名实用主义技术极客的资源聚合频道。 分享AI 工具、代理软件脚本（Quantumult X / Surge / Loon / Egern） 签到与自动化、iOS 快捷指令、白嫖资讯等。 博客：blog.xn--ug8h.eu.org 线报: @sakurako0818 联系: @sliverkiss777 #AI #代理软件 #脚本分享 #快捷指令 #白嫖资讯
xlb:科技分享频道
🆕 最近动态 12
✍️ medium
M
@croath
xlb:科技分享频道
🆕 最近动态 10
🆕 最新动态 30 源更新 · 同源已折叠

🎯 自托管AI编码 15 精选 · 6 源更新

🆕 最新动态 6 源更新 · 同源已折叠