Every run: the agent's full trajectory, its submissions over the 20-hour budget, and the final score.
| # | Model | Reward | Cost | In tok | Out tok | Time | Steps | Submits |
|---|---|---|---|---|---|---|---|---|
| 1 | GPT-5.6 | 0.5275 | $209.42 | 198.9M | 277k | 4h 5m | 589 | 12 |
| 2 | Claude Fable 5.1 | 0.4011 | $588.09 | 1056.3M | 2.5M | 17h 46m | 2515 | 13 |
| 3 | Claude Fable 5.1 | 0.3901 | $721.01 | 1319.3M | 2.5M | 17h 44m | 2872 | 14 |
| 4 | GPT-5.6 | 0.3901 | $654.39 | 640.1M | 687k | 19h 58m | 1472 | 28 |
| 5 | Claude Fable 5.1 | 0.3516 | $384.99 | 680.6M | 1.8M | 18h 59m | 1688 | 9 |
| 6 | Claude Fable 5.1 | 0.3352 | $475.86 | 850.2M | 2.1M | 18h 4m | 1894 | 7 |
| 7 | Gemini 3.7 Flash | 0.2582 | $124.97 | 1333.8M | 2.5M | 11h 51m | 3014 | 37 |
| 8 | Gemini 3.7 Flash | 0.2418 | $144.25 | 1592.6M | 2.6M | 19h 46m | 3450 | 39 |
| 9 | Claude Fable 5.1 | 0.2308 | $392.90 | 697.7M | 1.8M | 19h 16m | 1679 | 4 |
| 10 | Gemini 3.7 Flash | 0.2253 | $193.89 | 2112.9M | 3.0M | 19h 55m | 4680 | 16 |
| 11 | Gemini 3.7 Flash | 0.1758 | $159.99 | 1689.8M | 2.8M | 19h 49m | 3751 | 13 |
| 12 | Grok 4.6 | 0.1593 | $509.89 | 496.5M | 1.6M | 19h 56m | 1696 | 70 |
| 13 | GLM-5.3 | 0.1593 | $191.86 | 711.5M | 862k | 19h 53m | 1746 | 17 |
| 14 | Grok 4.6 | 0.1538 | $461.37 | 465.7M | 1.9M | 17h 59m | 1842 | 49 |
| 15 | DeepSeek V4 Flash Vision Exp | 0.1484 | $22.50 | 1379.3M | 2.0M | 19h 53m | 3146 | 1 |
| 16 | GLM-5.3 | 0.1484 | $202.20 | 744.7M | 1.0M | 19h 42m | 1789 | 7 |
| 17 | GLM-5.3 | 0.1374 | $201.89 | 706.7M | 843k | 19h 32m | 1585 | 9 |
| 18 | GLM-5.3 | 0.1374 | $155.77 | 570.5M | 772k | 19h 52m | 1384 | 2 |
| 19 | Qwen3.8-Max | 0.1374 | $186.86 | 700.0M | 1.6M | 19h 30m | 1822 | 2 |
| 20 | Qwen3.8-Max | 0.1319 | $178.70 | 667.7M | 1.7M | 19h 47m | 1549 | 4 |
| 21 | DeepSeek V4 Flash Vision Exp | 0.1264 | $22.61 | 1383.3M | 2.0M | 19h 51m | 3272 | 3 |
| 22 | DeepSeek V4 Flash Vision Exp | 0.1044 | $19.66 | 1214.6M | 1.7M | 19h 25m | 2688 | 9 |
| 23 | Grok 4.6 | 0.0989 | $257.56 | 255.7M | 1.5M | 8h 44m | 952 | 17 |
| 24 | GLM-5.3 | 0.0989 | $219.76 | 822.5M | 966k | 19h 50m | 1903 | 11 |
| 25 | Qwen3.8-Max | 0.0769 | $170.86 | 638.4M | 1.5M | 19h 53m | 1587 | 2 |
| 26 | Grok 4.6 | 0.0714 | $398.74 | 383.4M | 2.7M | 19h 51m | 1457 | 34 |
| 27 | Kimi K3 | 0.0714 | $227.56 | 673.8M | 1.2M | 20h 0m | 1528 | 1 |
| 28 | DeepSeek V4 Flash Vision Exp | 0.0659 | $23.23 | 1428.3M | 2.0M | 19h 44m | 3348 | 1 |
| 29 | Qwen3.8-Max | 0.0659 | $174.14 | 653.5M | 1.5M | 19h 26m | 1536 | 1 |
| 30 | Kimi K3 | 0.0659 | $265.37 | 772.2M | 1.4M | 20h 1m | 1427 | 1 |
| 31 | Kimi K3 | 0.0604 | $238.20 | 702.8M | 1.4M | 20h 1m | 1513 | 1 |
| 32 | Qwen3.8-Max | 0.0549 | $158.21 | 583.9M | 1.7M | 19h 23m | 1405 | 3 |
| 33 | Kimi K3 | 0.0495 | $197.52 | 561.9M | 1.3M | 20h 0m | 1168 | 1 |
| 34 | Grok 4.6 | 0.0495 | $148.44 | 141.0M | 985k | 6h 17m | 559 | 10 |
| 35 | Gemini 3.7 Flash | 0.0495 | $17.96 | 182.1M | 620k | 1h 34m | 402 | 2 |
| 36 | DeepSeek V4 Flash Vision Exp | 0.0165 | $8.18 | 489.5M | 856k | 20h 0m | 1194 | 2 |
| 37 | Muse Spark 1.2 | 0.0055 | $37.82 | 217.7M | 976k | 3h 48m | 496 | 10 |
| 38 | Muse Spark 1.2 | 0.0055 | $40.72 | 146.5M | 561k | 3h 14m | 420 | 4 |
| 39 | GPT-5.6 | 0.0055† | $293.05 | 285.8M | 311k | 4h 20m | 671 | 6 |
| 40 | Muse Spark 1.2 | 0.0000 | $32.40 | 176.5M | 473k | 2h 53m | 436 | 3 |
| 41 | Inkling | 0.0000 | $22.34 | 23.3M | 56k | 1h 53m | 340 | 3 |
| 42 | Muse Spark 1.2 | 0.0000 | $14.08 | 83.6M | 240k | 1h 8m | 314 | 2 |
| 43 | GPT-5.6 | 0.0000 | $137.59 | 141.5M | 243k | 3h 27m | 480 | 2 |
| 44 | GPT-5.6 | 0.0000 | $142.29 | 142.1M | 259k | 4h 34m | 462 | 11 |
| 45 | Inkling | 0.0000 | $19.06 | 19.8M | 53k | 1h 41m | 302 | 2 |
| 46 | Inkling | 0.0000 | $19.04 | 19.9M | 46k | 23m | 252 | 1 |
| 47 | Inkling | 0.0000 | $16.56 | 17.2M | 48k | 32m | 214 | 2 |
| 48 | Inkling | 0.0000 | $16.62 | 17.3M | 42k | 34m | 287 | 1 |
| 49 | Muse Spark 1.2 | 0.0000 | $33.19 | 162.4M | 603k | 2h 4m | 458 | 1 |
† score adjusted by manual review; the trace's Judge tab carries the measured score and the rationale.