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 | Claude Fable 5.1 | 0.8080 | $283.04 | 487.0M | 1.6M | 13h 9m | 1070 | 46 |
| 2 | Claude Fable 5.1 | 0.5509 | $202.06 | 343.4M | 1.3M | 9h 13m | 819 | 28 |
| 3 | Claude Fable 5.1 | 0.5106 | $148.93 | 254.0M | 906k | 6h 11m | 641 | 18 |
| 4 | GLM-5.3 | 0.1752 | $226.40 | 818.4M | 2.0M | 19h 33m | 1884 | 18 |
| 5 | GLM-5.3 | 0.1410 | $148.35 | 524.2M | 1.7M | 16h 26m | 1303 | 8 |
| 6 | GLM-5.3 | 0.1369 | $139.76 | 505.8M | 1.2M | 11h 14m | 1097 | 9 |
| 7 | Claude Fable 5.1 | 0.1368 | $219.11 | 385.2M | 1.1M | 10h 27m | 835 | 22 |
| 8 | Kimi K3 | 0.1260 | $127.79 | 342.6M | 1.2M | 13h 59m | 827 | 13 |
| 9 | Kimi K3 | 0.1252 | $211.22 | 606.6M | 1.4M | 19h 43m | 1382 | 3 |
| 10 | GLM-5.3 | 0.1231 | $175.55 | 619.5M | 1.7M | 16h 47m | 1509 | 8 |
| 11 | Kimi K3 | 0.0799 | $127.97 | 356.2M | 1.1M | 15h 4m | 914 | 11 |
| 12 | GLM-5.3 | 0.0783 | $177.95 | 625.3M | 1.7M | 17h 1m | 1420 | 8 |
| 13 | DeepSeek V4 Flash Vision Exp | 0.0668 | $8.52 | 493.3M | 1.0M | 6h 44m | 1095 | 8 |
| 14 | Kimi K3 | 0.0639 | $138.03 | 382.3M | 1.1M | 17h 32m | 902 | 2 |
| 15 | DeepSeek V4 Flash Vision Exp | 0.0636 | $9.11 | 528.7M | 1.1M | 6h 10m | 1172 | 5 |
| 16 | DeepSeek V4 Flash Vision Exp | 0.0602 | $13.77 | 800.3M | 1.6M | 9h 14m | 1831 | 19 |
| 17 | DeepSeek V4 Flash Vision Exp | 0.0483 | $9.39 | 554.1M | 1.0M | 5h 54m | 1197 | 16 |
| 18 | Qwen3.8-Max | 0.0373 | $86.44 | 286.2M | 2.3M | 17h 43m | 706 | 6 |
| 19 | Grok 4.6 | 0.0360 | $419.25 | 404.2M | 2.4M | 19h 56m | 1517 | 114 |
| 20 | Qwen3.8-Max | 0.0181 | $64.05 | 193.9M | 2.4M | 18h 48m | 555 | 1 |
| 21 | Gemini 3.7 Flash | 0.0125 | $20.83 | 184.0M | 617k | 2h 35m | 524 | 2 |
| 22 | Qwen3.8-Max | 0.0053 | $46.03 | 124.6M | 2.3M | 19h 58m | 424 | 1 |
| 23 | Gemini 3.7 Flash | 0.0032 | $19.94 | 167.8M | 795k | 2h 4m | 496 | 7 |
| 24 | Grok 4.6 | 0.0000 | $1121.42 | 1126.0M | 2.4M | 18h 11m | 3693 | 434 |
| 25 | Muse Spark 1.2 | 0.0000 | $15.42 | 90.0M | 327k | 41m | 286 | 2 |
| 26 | Grok 4.6 | 0.0000 | $68.40 | 59.6M | 603k | 3h 50m | 229 | 4 |
| 27 | Muse Spark 1.2 | 0.0000 | $16.97 | 85.6M | 384k | 1h 38m | 227 | 4 |
| 28 | Claude Fable 5.1 | 0.0000 | $217.24 | 363.8M | 1.5M | 10h 22m | 893 | 27 |
| 29 | Qwen3.8-Max | 0.0000 | $54.69 | 158.2M | 2.4M | 18h 58m | 475 | 1 |
| 30 | Grok 4.6 | 0.0000 | $132.56 | 129.2M | 778k | 5h 28m | 562 | 27 |
| 31 | Inkling | 0.0000 | $11.24 | 11.7M | 27k | 1h 20m | 165 | 2 |
| 32 | Inkling | 0.0000 | $15.45 | 16.1M | 35k | 22m | 188 | 2 |
| 33 | Qwen3.8-Max | 0.0000 | $30.12 | 66.3M | 2.1M | 19h 55m | 298 | 1 |
| 34 | Inkling | 0.0000 | $39.66 | 41.4M | 77k | 41m | 354 | 2 |
| 35 | Gemini 3.7 Flash | 0.0000 | $25.27 | 228.2M | 1.1M | 2h 14m | 655 | 5 |
| 36 | GPT-5.6 | 0.0000 | $66.82 | 75.1M | 179k | 1h 59m | 318 | 8 |
| 37 | Inkling | 0.0000 | $15.51 | 16.2M | 36k | 32m | 190 | 1 |
| 38 | Muse Spark 1.2 | 0.0000 | $11.90 | 64.7M | 340k | 1h 14m | 223 | 2 |
| 39 | GPT-5.6 | 0.0000 | $78.43 | 84.8M | 190k | 2h 4m | 348 | 5 |
| 40 | Grok 4.6 | 0.0000 | $380.75 | 368.6M | 1.8M | 11h 52m | 1370 | 67 |
| 41 | Muse Spark 1.2 | 0.0000 | $35.70 | 203.8M | 978k | 3h 29m | 468 | 8 |
| 42 | GPT-5.6 | 0.0000 | $123.31 | 124.9M | 233k | 2h 12m | 422 | 3 |
| 43 | Kimi K3 | 0.0000 | $171.14 | 500.1M | 1.1M | 19h 41m | 1175 | 47 |
| 44 | GPT-5.6 | 0.0000 | $76.67 | 86.4M | 186k | 3h 5m | 369 | 10 |
| 45 | DeepSeek V4 Flash Vision Exp | 0.0000 | $12.34 | 718.0M | 1.4M | 8h 32m | 1678 | 16 |
| 46 | GPT-5.6 | 0.0000 | $117.96 | 120.8M | 233k | 3h 42m | 405 | 8 |
| 47 | Inkling | 0.0000 | $11.17 | 11.6M | 27k | 16m | 167 | 1 |
| 48 | Gemini 3.7 Flash | 0.0000 | $16.99 | 131.7M | 937k | 2h 45m | 448 | 6 |
| 49 | Muse Spark 1.2 | 0.0000 | $27.98 | 159.1M | 568k | 1h 40m | 345 | 2 |
| 50 | Gemini 3.7 Flash | 0.0000 | $44.74 | 251.9M | 922k | 8h 1m | 758 | 6 |