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 | 0.2152 | $950.51 | 938.4M | 1.0M | 19h 3m | 2343 | 45 |
| 2 | Claude Fable 5.1 | 0.2055 | $157.69 | 293.5M | 491k | 6h 51m | 665 | 8 |
| 3 | Claude Fable 5.1 | 0.2018 | $157.38 | 293.1M | 476k | 6h 7m | 644 | 7 |
| 4 | GPT-5.6 | 0.1930 | $656.93 | 636.3M | 650k | 19h 12m | 1478 | 11 |
| 5 | Claude Fable 5.1 | 0.1927 | $120.12 | 223.7M | 414k | 5h 14m | 587 | 7 |
| 6 | GPT-5.6 | 0.1913 | $298.28 | 288.7M | 261k | 7h 23m | 651 | 12 |
| 7 | GPT-5.6 | 0.1895 | $283.99 | 275.5M | 274k | 5h 43m | 687 | 6 |
| 8 | GLM-5.3 | 0.1894 | $78.50 | 212.7M | 442k | 18h 20m | 530 | 6 |
| 9 | GLM-5.3 | 0.1828 | $113.14 | 407.8M | 483k | 19h 2m | 804 | 9 |
| 10 | Kimi K3 | 0.1767 | $191.75 | 571.0M | 982k | 19h 53m | 1356 | 3 |
| 11 | Claude Fable 5.1 | 0.1730 | $560.60 | 1048.2M | 1.5M | 18h 2m | 2274 | 26 |
| 12 | Kimi K3 | 0.1723 | $171.83 | 504.1M | 1.1M | 19h 44m | 1234 | 8 |
| 13 | Kimi K3 | 0.1716 | $266.42 | 802.2M | 1.3M | 20h 1m | 1618 | 1 |
| 14 | DeepSeek V4 Flash Vision Exp | 0.1621 | $10.73 | 658.6M | 994k | 19h 13m | 1651 | 18 |
| 15 | Qwen3.8-Max | 0.1474 | $77.77 | 271.1M | 994k | 13h 7m | 800 | 4 |
| 16 | GLM-5.3 | 0.1426 | $118.44 | 380.0M | 784k | 18h 55m | 986 | 18 |
| 17 | GPT-5.6 | 0.1374 | $190.12 | 189.9M | 230k | 5h 21m | 589 | 2 |
| 18 | GLM-5.3 | 0.1053 | $110.52 | 388.9M | 908k | 15h 36m | 961 | 9 |
| 19 | GLM-5.3 | 0.0837 | $90.93 | 307.2M | 485k | 16h 10m | 636 | 8 |
| 20 | DeepSeek V4 Flash Vision Exp | 0.0738 | $6.53 | 405.2M | 565k | 19h 26m | 994 | 10 |
| 21 | Qwen3.8-Max | 0.0733 | $163.48 | 458.4M | 1.7M | 19h 54m | 1249 | 1 |
| 22 | Claude Fable 5.1 | 0.0694 | $335.29 | 627.1M | 960k | 15h 45m | 1456 | 19 |
| 23 | Kimi K3 | 0.0657 | $243.01 | 727.7M | 1.1M | 20h 1m | 1633 | 1 |
| 24 | Kimi K3 | 0.0536 | $202.63 | 587.9M | 1.0M | 19h 57m | 1479 | 12 |
| 25 | DeepSeek V4 Flash Vision Exp | 0.0483 | $6.64 | 411.0M | 525k | 16h 0m | 983 | 21 |
| 26 | Grok 4.6 | 0.0338 | $1762.94 | 1204.0M | 2.8M | 20h 0m | 4175 | 289 |
| 27 | DeepSeek V4 Flash Vision Exp | 0.0324 | $12.46 | 767.8M | 1.1M | 18h 4m | 1789 | 24 |
| 28 | Grok 4.6 | 0.0279 | $646.10 | 557.5M | 1.5M | 19h 48m | 2043 | 149 |
| 29 | Grok 4.6 | 0.0245 | $555.19 | 490.3M | 1.5M | 19h 56m | 2020 | 90 |
| 30 | Grok 4.6 | 0.0242 | $1149.83 | 792.5M | 1.8M | 19h 58m | 2836 | 250 |
| 31 | Grok 4.6 | 0.0216 | $746.94 | 531.5M | 1.4M | 19h 55m | 1941 | 163 |
| 32 | Gemini 3.7 Flash | 0.0129 | $13.97 | 114.7M | 211k | 4h 23m | 382 | 2 |
| 33 | Qwen3.8-Max | 0.0127 | $196.38 | 482.4M | 1.8M | 19h 51m | 1048 | 1 |
| 34 | DeepSeek V4 Flash Vision Exp | 0.0121 | $4.01 | 242.4M | 395k | 12h 19m | 777 | 16 |
| 35 | Gemini 3.7 Flash | 0.0091 | $2.94 | 21.2M | 86k | 1h 20m | 169 | 2 |
| 36 | Gemini 3.7 Flash | 0.0089 | $10.44 | 67.7M | 164k | 2h 48m | 328 | 4 |
| 37 | Gemini 3.7 Flash | 0.0080 | $7.68 | 61.7M | 148k | 2h 7m | 300 | 1 |
| 38 | Muse Spark 1.2 | 0.0079 | $12.46 | 62.2M | 180k | 3h 28m | 270 | 3 |
| 39 | Qwen3.8-Max | 0.0062 | $52.83 | 157.6M | 675k | 9h 28m | 578 | 4 |
| 40 | Muse Spark 1.2 | 0.0060 | $91.70 | 184.1M | 1.3M | 8h 42m | 509 | 3 |
| 41 | Gemini 3.7 Flash | 0.0060 | $4.67 | 30.1M | 112k | 2h 7m | 222 | 1 |
| 42 | Muse Spark 1.2 | 0.0032 | $14.71 | 29.2M | 224k | 3h 30m | 183 | 2 |
| 43 | Muse Spark 1.2 | 0.0031 | $37.85 | 75.3M | 303k | 4h 52m | 285 | 4 |
| 44 | Inkling | 0.0006 | $14.05 | 14.6M | 38k | 1h 0m | 183 | 1 |
| 45 | Inkling | 0.0001 | $7.96 | 8.3M | 26k | 31m | 141 | 2 |
| 46 | Inkling | 0.0000 | $13.72 | 14.2M | 49k | 59m | 205 | 1 |
| 47 | Inkling | 0.0000 | $10.65 | 11.1M | 29k | 1h 18m | 172 | 2 |
| 48 | Inkling | 0.0000 | $11.15 | 11.6M | 44k | 40m | 138 | 1 |
| 49 | Qwen3.8-Max | 0.0000† | $11.91 | 31.2M | 238k | 4h 2m | 292 | 2 |
| 50 | Muse Spark 1.2 | 0.0000† | $12.66 | 38.1M | 209k | 4h 41m | 190 | 1 |
† score adjusted by manual review; the trace's Judge tab carries the measured score and the rationale.