融合多平台编程评测的模型编程能力榜（AISOTA 加权）
| # | Model | Artificial Analysis Agentic | LiveBench Coding | AISOTA Score |
|---|---|---|---|---|
| 1 SOTA | smaug-agentic | — | 97.7 | 97.7 |
| 2 | Claude Opus 5 (max) 2 sources | 95.0 | 93.0 | 94.0 |
| 3 | Qwen3.8 Max 2 sources | 85.0 | 88.4 | 86.7 |
| 4 | claude-sonnet-5-xhigh-effort | — | 86.0 | 86.0 |
| 5 | Claude Fable 5 (with fallback) 2 sources | 75.0 | 95.3 | 85.2 |
| 6 | GPT-5.6 Sol (max) 2 sources | 80.0 | 83.7 | 81.8 |
| 7 | Grok 4.6 (high) 2 sources | 90.0 | 72.1 | 81.0 |
| 8 | Kimi K3 (max) 2 sources | 70.0 | 90.7 | 80.3 |
| 9 | muse-spark-1.1-xhigh | — | 79.1 | 79.1 |
| 10 | gpt-5.5-xhigh | — | 74.4 | 74.4 |
| 11 | GPT-5.6 Terra (max) 2 sources | 65.0 | 69.8 | 67.4 |
| 12 | Muse Spark 1.2 (xhigh) 2 sources | 55.0 | 76.7 | 65.8 |
| 13 | gpt-5.4-xhigh | — | 65.1 | 65.1 |
| 14 | DeepSeek V4 Pro 0813 (max) 2 sources | 60.0 | 67.4 | 63.7 |
| 15 | claude-opus-4-7-xhigh-effort | — | 62.8 | 62.8 |
| 16 | Gemini 3.7 Flash (high) 2 sources | 40.0 | 81.4 | 60.7 |
| 17 | gpt-5.2-codex | — | 60.5 | 60.5 |
| 18 | claude-opus-4-8-max-effort | — | 58.1 | 58.1 |
| 19 | GPT-5.6 Luna (max) 2 sources | 50.0 | 53.5 | 51.8 |
| 20 | grok-4.5 | — | 51.2 | 51.2 |
| 21 | GLM-5.2 (max) 2 sources | 45.0 | 55.8 | 50.4 |
| 22 | claude-opus-4-6-thinking-auto-high-effort | — | 48.8 | 48.8 |
| 23 | gemini-3.5-flash-high | — | 46.5 | 46.5 |
| 24 | gpt-5.2-2025-12-11-high | — | 44.2 | 44.2 |
| 25 | kimi-k2.6-thinking | — | 41.9 | 41.9 |
| 26 | deepseek-v4-flash-0731 | — | 39.5 | 39.5 |
| 27 | Motif 3 | 35.0 | — | 35.0 |
| 28 | claude-sonnet-4-6-thinking-auto-medium-effort | — | 32.6 | 32.6 |
| 29 | Inkling 2 sources | 25.0 | 37.2 | 31.1 |
| 30 | gemini-3.6-flash-high | — | 30.2 | 30.2 |
| 31 | gemini-3.1-pro-preview-high | — | 27.9 | 27.9 |
| 32 | kimi-k2.7-code | — | 25.6 | 25.6 |
| 33 | gpt-5.4-nano-xhigh | — | 23.3 | 23.3 |
| 34 | Gemini 3.5 Flash-Lite 2 sources | 10.0 | 34.9 | 22.4 |
| 35 | qwen3.6-plus | — | 20.9 | 20.9 |
| 36 | Solar Open2 250B | 20.0 | — | 20.0 |
| 37 | qwen3.7-max | — | 18.6 | 18.6 |
| 38 | MiniMax-M3 2 sources | 30.0 | 4.7 | 17.4 |
| 39 | claude-opus-4-5-20251101-thinking-64k-high-effort | — | 16.3 | 16.3 |
| 40 | Nemotron 3 Ultra | 15.0 | — | 15.0 |
| 41 | gpt-5.4-mini-xhigh | — | 14.0 | 14.0 |
| 42 | grok-build-0.1 | — | 11.6 | 11.6 |
| 43 | deepseek-v4-pro | — | 9.3 | 9.3 |
| 44 | qwen3.6-27b | — | 7.0 | 7.0 |
| 45 | A.X-K2 | 5.0 | — | 5.0 |
| 46 | deepseek-v4-flash | — | 2.3 | 2.3 |
| 47 | Muse Glimmer (high) | 0.0 | — | 0.0 |
| 48 | grok-4.3 | — | 0.0 | 0.0 |