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 Opus 5.5 | 0.9521 | $121.24 | 461.6M | 1.1M | 7h 20m | 989 | 14 |
| 2 | GPT-6 Astra | 0.9503 | $104.53 | 49.0M | 213k | 1h 48m | 187 | 5 |
| 3 | Claude Opus 5.5 | 0.9486 | $185.48 | 723.5M | 1.5M | 11h 40m | 1695 | 26 |
| 4 | GPT-6 Astra | 0.9469 | $329.41 | 155.6M | 366k | 2h 26m | 409 | 26 |
| 5 | GPT-6 Astra | 0.9452 | $47.73 | 26.0M | 162k | 1h 5m | 130 | 3 |
| 6 | Claude Opus 5.5 | 0.9452 | $119.27 | 459.4M | 1.0M | 7h 41m | 1025 | 14 |
| 7 | Claude Opus 5.5 | 0.9435 | $112.90 | 428.3M | 1.0M | 8h 8m | 989 | 11 |
| 8 | Claude Opus 5.5 | 0.9401 | $117.75 | 445.5M | 1.1M | 6h 29m | 1024 | 13 |
| 9 | Claude Sonnet 5.5 | 0.9384 | $170.55 | 724.9M | 2.0M | 18h 31m | 1739 | 12 |
| 10 | Gemini 4 Argon | 0.9349 | $95.93 | 83.0M | 397k | 2h 56m | 199 | 2 |
| 11 | GPT-6 Astra | 0.9349 | $94.85 | 44.6M | 216k | 1h 33m | 174 | 6 |
| 12 | Claude Sonnet 5.5 | 0.9332 | $135.20 | 567.6M | 1.7M | 12h 14m | 1244 | 6 |
| 13 | Claude Fable 5.1 | 0.9332 | $262.30 | 478.6M | 947k | 9h 23m | 1148 | 17 |
| 14 | Claude Fable 5.1 | 0.9315 | $216.99 | 391.4M | 878k | 7h 55m | 966 | 6 |
| 15 | Claude Sonnet 5.5 | 0.9315 | $217.23 | 922.9M | 2.5M | 15h 59m | 2176 | 16 |
| 16 | Claude Fable 5 | 0.9298 | $976.76 | 847.7M | 1.7M | 19h 7m | 2003 | 24 |
| 17 | Gemini 4 Argon | 0.9281 | $95.89 | 72.5M | 365k | 2h 52m | 178 | 3 |
| 18 | Gemini 4 Argon | 0.9281 | $83.88 | 72.7M | 366k | 2h 46m | 166 | 3 |
| 19 | Claude Sonnet 5.5 | 0.9281 | $215.60 | 910.8M | 2.6M | 18h 12m | 2122 | 20 |
| 20 | Claude Fable 5 | 0.9264 | $317.64 | 267.5M | 691k | 8h 11m | 499 | 15 |
| 21 | GPT-6 Astra | 0.9264 | $71.95 | 36.3M | 192k | 1h 35m | 162 | 6 |
| 22 | Claude Sonnet 5.5 | 0.9264 | $186.02 | 788.1M | 2.2M | 13h 56m | 1692 | 13 |
| 23 | Claude Opus 5 | 0.9212 | $529.35 | 935.4M | 1.6M | 17h 43m | 2148 | 24 |
| 24 | Gemini 4 Argon | 0.9212 | $27.80 | 68.8M | 403k | 2h 11m | 165 | 4 |
| 25 | Claude Fable 5.1 | 0.9195 | $211.66 | 382.5M | 840k | 9h 40m | 989 | 17 |
| 26 | Claude Fable 5 | 0.9178 | $1055.99 | 927.6M | 1.7M | 18h 46m | 2232 | 22 |
| 27 | Claude Opus 5 | 0.9178 | $356.58 | 629.0M | 1.1M | 18h 31m | 1391 | 16 |
| 28 | Gemini 4 Argon | 0.9178 | $56.50 | 79.3M | 431k | 2h 53m | 191 | 2 |
| 29 | Claude Fable 5.1 | 0.9161 | $266.36 | 483.7M | 1.0M | 10h 14m | 1167 | 34 |
| 30 | Claude Fable 5 | 0.9144 | $317.29 | 267.0M | 700k | 14h 26m | 483 | 17 |
| 31 | Claude Opus 5 | 0.9127 | $588.34 | 1052.2M | 1.6M | 19h 25m | 2364 | 25 |
| 32 | Claude Opus 5 | 0.9110 | $505.22 | 890.6M | 1.6M | 16h 8m | 2006 | 21 |
| 33 | Claude Fable 5.1 | 0.9092 | $168.96 | 308.4M | 606k | 6h 47m | 586 | 10 |
| 34 | Claude Fable 5 | 0.8973 | $914.45 | 785.4M | 1.7M | 18h 23m | 1843 | 35 |
| 35 | Claude Haiku 5.5 | 0.8938 | $55.29 | 968.3M | 2.6M | 12h 1m | 2056 | 13 |
| 36 | Claude Opus 5 | 0.8921 | $377.04 | 660.7M | 1.2M | 15h 32m | 1403 | 21 |
| 37 | Grok 4.7 | 0.8853 | $200.79 | 205.0M | 994k | 5h 44m | 853 | 1 |
| 38 | GPT-5.6 Sol | 0.8853 | $427.16 | 420.2M | 394k | 14h 37m | 921 | 9 |
| 39 | Claude Haiku 5.5 | 0.8818 | $45.82 | 813.0M | 1.9M | 7h 26m | 1721 | 4 |
| 40 | Claude Haiku 5.5 | 0.8784 | $81.94 | 1434.4M | 3.8M | 19h 26m | 3162 | 45 |
| 41 | Grok 4.7 | 0.8784 | $244.06 | 246.8M | 1.1M | 15h 21m | 1005 | 27 |
| 42 | Claude Haiku 5.5 | 0.8767 | $71.12 | 1257.3M | 3.0M | 15h 14m | 2739 | 5 |
| 43 | Claude Haiku 5.5 | 0.8733 | $40.39 | 708.0M | 1.8M | 7h 30m | 1550 | 2 |
| 44 | GPT-5.6 Sol | 0.8596 | $271.89 | 260.9M | 315k | 4h 56m | 650 | 5 |
| 45 | Grok 4.7 | 0.8596 | $839.06 | 861.8M | 2.3M | 19h 58m | 3507 | 37 |
| 46 | Grok 4.7 | 0.8510 | $180.74 | 176.1M | 878k | 5h 58m | 658 | 4 |
| 47 | GPT-5.6 Sol | 0.8493 | $335.11 | 326.9M | 349k | 4h 23m | 746 | 9 |
| 48 | Grok 4.7 | 0.8476 | $334.11 | 341.6M | 1.2M | 11h 19m | 1457 | 47 |
| 49 | Kimi K3 | 0.8373 | $248.18 | 704.4M | 1.6M | 20h 0m | 1636 | 11 |
| 50 | GPT-5.6 Sol | 0.8339 | $184.09 | 180.1M | 273k | 4h 24m | 480 | 6 |
| 51 | Gemini 3.7 Flash | 0.8305 | $103.65 | 1018.6M | 2.0M | 19h 58m | 2418 | 1 |
| 52 | Gemini 3.8 Flash | 0.8305 | $76.00 | 821.2M | 1.2M | 6h 11m | 1908 | 22 |
| 53 | Gemini 3.8 Flash | 0.8288 | $123.53 | 1333.0M | 1.9M | 13h 23m | 3053 | 62 |
| 54 | Gemini 3.7 Flash | 0.8288 | $74.39 | 745.3M | 2.1M | 17h 44m | 1828 | 1 |
| 55 | Gemini 3.8 Flash | 0.8253 | $99.98 | 1070.4M | 1.6M | 7h 37m | 2417 | 47 |
| 56 | Grok 4.6 | 0.8253 | $223.65 | 211.2M | 1.9M | 12h 53m | 884 | 31 |
| 57 | GLM-5.3 | 0.8236 | $236.70 | 879.4M | 1.3M | 20h 1m | 1924 | 11 |
| 58 | GPT-5.6 Sol | 0.8236 | $181.11 | 176.3M | 277k | 4h 52m | 476 | 3 |
| 59 | Qwen3.8-Max-0902 | 0.8219 | $182.82 | 643.3M | 3.3M | 19h 35m | 1529 | 3 |
| 60 | Gemini 3.7 Flash | 0.8202 | $75.29 | 725.4M | 1.4M | 19h 4m | 1651 | 2 |
| 61 | Gemini 3.8 Flash | 0.8151 | $108.32 | 1181.2M | 1.8M | 8h 5m | 2671 | 41 |
| 62 | GLM-5.3 | 0.8151 | $195.25 | 722.0M | 1.1M | 19h 28m | 1706 | 10 |
| 63 | Grok 4.6 | 0.8116 | $347.28 | 325.2M | 2.2M | 19h 55m | 1222 | 56 |
| 64 | Qwen3.8-Max-0902 | 0.8099 | $199.79 | 724.6M | 2.6M | 19h 4m | 1830 | 12 |
| 65 | Gemini 3.8 Flash | 0.8099 | $133.85 | 1223.1M | 1.9M | 19h 59m | 2834 | 11 |
| 66 | GLM-5.3 | 0.7757 | $229.93 | 817.6M | 1.1M | 19h 47m | 1800 | 19 |
| 67 | GLM-5.3 | 0.7723 | $247.89 | 875.5M | 1.2M | 19h 55m | 1804 | 17 |
| 68 | Kimi K3 | 0.7551 | $141.93 | 387.6M | 1.1M | 20h 1m | 1009 | 1 |
| 69 | Qwen3.8-Max | 0.7551 | $162.17 | 597.6M | 1.8M | 19h 37m | 1491 | 1 |
| 70 | GLM-5.3 | 0.7551 | $285.37 | 1061.6M | 1.4M | 19h 46m | 2367 | 23 |
| 71 | Grok 4.6 | 0.7517 | $518.10 | 508.9M | 2.5M | 19h 53m | 1842 | 50 |
| 72 | Kimi K3 | 0.7175 | $256.44 | 747.8M | 1.5M | 20h 1m | 1669 | 2 |
| 73 | Grok 4.6 | 0.6901 | $168.65 | 160.9M | 1.6M | 9h 35m | 691 | 25 |
| 74 | Kimi K3 | 0.6849 | $265.41 | 774.0M | 1.6M | 19h 54m | 1682 | 2 |
| 75 | Qwen3.8-Max-0902 | 0.6473 | $162.62 | 575.2M | 2.7M | 20h 1m | 1239 | 2 |
| 76 | Kimi K3 | 0.6250 | $235.66 | 685.5M | 1.4M | 19h 49m | 1521 | 1 |
| 77 | GLM-5.3 Flash | 0.6216 | $20.18 | 641.6M | 943k | 19h 41m | 1545 | 5 |
| 78 | GLM-5.3 Flash | 0.6062 | $25.33 | 768.4M | 1.0M | 18h 54m | 1712 | 18 |
| 79 | Gemini 3.7 Flash | 0.5976 | $41.43 | 380.1M | 776k | 20h 1m | 944 | 4 |
| 80 | Muse Spark 1.3 | 0.5582 | $533.21 | 614.5M | 1.1M | 19h 59m | 1577 | 1 |
| 81 | DeepSeek V4 Flash Vision Exp | 0.5582 | $23.11 | 1453.0M | 1.8M | 19h 40m | 3118 | 3 |
| 82 | Muse Spark 1.3 | 0.5497 | $512.38 | 619.2M | 1.1M | 19h 59m | 1598 | 1 |
| 83 | Qwen3.8-Max-0902 | 0.5325 | $172.11 | 623.9M | 2.3M | 19h 44m | 1556 | 15 |
| 84 | Grok 4.6 | 0.5188 | $107.03 | 99.0M | 943k | 6h 25m | 402 | 19 |
| 85 | Qwen3.8-Max-0902 | 0.4966 | $53.74 | 187.4M | 939k | 20h 0m | 551 | 1 |
| 86 | Muse Spark 1.3 | 0.4932 | $275.58 | 1496.0M | 1.9M | 19h 49m | 3361 | 3 |
| 87 | Muse Spark 1.3 | 0.4932 | $515.26 | 603.1M | 1.3M | 19h 58m | 1473 | 2 |
| 88 | GLM-5.3 Flash | 0.4777 | $15.24 | 482.1M | 673k | 19h 46m | 899 | 5 |
| 89 | GLM-5.3 Flash | 0.4521 | $17.29 | 524.8M | 813k | 19h 25m | 1148 | 5 |
| 90 | Muse Spark 1.3 | 0.4384 | $522.03 | 583.4M | 1.2M | 19h 58m | 1409 | 1 |
| 91 | Qwen3.8-Max | 0.4384 | $128.73 | 471.1M | 1.6M | 19h 41m | 965 | 2 |
| 92 | DeepSeek V4 Flash Vision Exp | 0.4212 | $16.08 | 998.7M | 1.4M | 20h 0m | 2128 | 4 |
| 93 | DeepSeek V4 Flash Vision Exp | 0.3784 | $22.06 | 1380.9M | 1.8M | 19h 50m | 2999 | 12 |
| 94 | Gemini 3.7 Flash | 0.3545 | $53.22 | 180.3M | 689k | 19h 59m | 574 | 1 |
| 95 | Qwen3.8-Max | 0.3527 | $147.05 | 546.0M | 1.5M | 19h 49m | 1109 | 2 |
| 96 | DeepSeek V4 Flash Vision Exp | 0.3253 | $27.96 | 1735.1M | 2.4M | 17h 46m | 3798 | 22 |
| 97 | DeepSeek V4 Flash Vision Exp | 0.3065 | $23.64 | 1484.7M | 1.9M | 18h 25m | 3157 | 30 |
| 98 | Qwen3.8-Max | 0.2894 | $161.74 | 608.8M | 1.4M | 19h 56m | 1406 | 2 |
| 99 | GLM-5.3 Flash | 0.2860 | $25.19 | 814.7M | 1.1M | 18h 25m | 1907 | 9 |
| 100 | Qwen3.8-Max | 0.2414 | $54.19 | 188.0M | 1.1M | 20h 0m | 597 | 1 |
| 101 | Muse Spark 1.2 | 0.0445 | $10.85 | 58.8M | 321k | 1h 31m | 229 | 2 |
| 102 | Muse Spark 1.2 | 0.0325 | $16.81 | 84.3M | 312k | 1h 17m | 329 | 2 |
| 103 | Muse Spark 1.2 | 0.0120 | $23.14 | 130.5M | 679k | 1h 19m | 395 | 3 |
| 104 | Muse Spark 1.2 | 0.0051 | $4.27 | 21.5M | 175k | 51m | 138 | 1 |
| 105 | Inkling | 0.0017 | $19.93 | 20.8M | 47k | 1h 36m | 283 | 1 |
| 106 | Inkling | 0.0000 | $3.27 | 3.4M | 20k | 1h 3m | 98 | 2 |
| 107 | Inkling | 0.0000 | $13.36 | 13.9M | 43k | 1h 28m | 227 | 1 |
| 108 | Muse Spark 1.2 | 0.0000 | $10.69 | 54.0M | 468k | 1h 50m | 208 | 1 |
| 109 | Inkling | 0.0000 | $2.17 | 2.2M | 13k | 1h 11m | 80 | 1 |
| 110 | Inkling | 0.0000 | $9.64 | 10.0M | 34k | 1h 28m | 169 | 2 |