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-6 Astra | 0.7308 | $2982.00 | 1383.4M | 2.9M | 19h 56m | 3073 | 67 |
| 2 | GPT-6 Astra | 0.7143 | $3132.52 | 1453.4M | 2.8M | 19h 51m | 3140 | 44 |
| 3 | Gemini 4 Argon | 0.6923 | $41.63 | 62.6M | 389k | 2h 48m | 192 | 2 |
| 4 | Gemini 4 Argon | 0.6923 | $43.92 | 65.5M | 430k | 2h 31m | 192 | 2 |
| 5 | Gemini 4 Argon | 0.6923 | $26.32 | 82.0M | 301k | 2h 32m | 224 | 2 |
| 6 | Gemini 4 Argon | 0.6923 | $25.43 | 64.1M | 365k | 2h 39m | 186 | 2 |
| 7 | GPT-6 Astra | 0.6593 | $3139.16 | 1477.1M | 2.8M | 19h 52m | 3280 | 73 |
| 8 | Gemini 4 Argon | 0.6484 | $34.67 | 93.0M | 375k | 2h 50m | 250 | 2 |
| 9 | GPT-6 Astra | 0.6484 | $3119.08 | 1452.8M | 2.8M | 19h 56m | 3108 | 62 |
| 10 | GPT-6 Astra | 0.6209 | $3312.10 | 1548.3M | 2.9M | 20h 0m | 3255 | 61 |
| 11 | Claude Opus 5.5 | 0.5934 | $433.39 | 1590.6M | 4.3M | 19h 2m | 3640 | 18 |
| 12 | Claude Opus 5.5 | 0.5659 | $363.10 | 1344.0M | 3.5M | 19h 34m | 3174 | 20 |
| 13 | Claude Sonnet 5.5 | 0.5549 | $310.17 | 1253.5M | 4.5M | 19h 16m | 2929 | 12 |
| 14 | GPT-5.6 Sol | 0.5275 | $209.42 | 198.9M | 277k | 4h 5m | 589 | 12 |
| 15 | Claude Sonnet 5.5 | 0.5000 | $308.88 | 1278.7M | 4.0M | 19h 11m | 2863 | 6 |
| 16 | Claude Sonnet 5.5 | 0.5000 | $284.21 | 1159.1M | 4.0M | 19h 17m | 2709 | 1 |
| 17 | Claude Sonnet 5.5 | 0.4780 | $247.76 | 1000.6M | 3.6M | 19h 38m | 2348 | 2 |
| 18 | Claude Opus 5.5 | 0.4615 | $283.28 | 1029.0M | 2.9M | 18h 59m | 2312 | 13 |
| 19 | Claude Sonnet 5.5 | 0.4451 | $309.32 | 1277.3M | 4.1M | 19h 4m | 2927 | 3 |
| 20 | Claude Fable 5.1 | 0.4011 | $588.09 | 1056.3M | 2.5M | 17h 46m | 2515 | 13 |
| 21 | Gemini 3.8 Flash | 0.4011 | $163.91 | 1747.0M | 1.9M | 19h 43m | 3941 | 86 |
| 22 | Claude Fable 5.1 | 0.3901 | $721.01 | 1319.3M | 2.5M | 17h 44m | 2872 | 14 |
| 23 | GPT-5.6 Sol | 0.3901 | $654.39 | 640.1M | 687k | 19h 58m | 1472 | 28 |
| 24 | Gemini 3.8 Flash | 0.3846 | $244.90 | 2763.6M | 3.1M | 19h 16m | 6084 | 124 |
| 25 | Claude Fable 5.1 | 0.3516 | $384.99 | 680.6M | 1.8M | 18h 59m | 1688 | 9 |
| 26 | Claude Opus 5 | 0.3462 | $503.66 | 880.6M | 1.6M | 19h 10m | 1883 | 12 |
| 27 | Claude Fable 5 | 0.3407 | $1287.66 | 1111.6M | 2.3M | 19h 25m | 2503 | 12 |
| 28 | Muse Spark 1.3 | 0.3407 | $551.80 | 666.0M | 898k | 19h 58m | 1714 | 4 |
| 29 | Claude Fable 5.1 | 0.3352 | $475.86 | 850.2M | 2.1M | 18h 4m | 1894 | 7 |
| 30 | Claude Opus 5.5 | 0.3352 | $189.85 | 651.3M | 2.3M | 19h 20m | 1478 | 8 |
| 31 | Claude Opus 5 | 0.3352 | $381.03 | 662.1M | 1.3M | 19h 37m | 1475 | 7 |
| 32 | Claude Opus 5 | 0.3352 | $353.77 | 610.8M | 1.3M | 19h 43m | 1274 | 5 |
| 33 | Gemini 3.8 Flash | 0.3352 | $208.72 | 2281.9M | 3.1M | 19h 12m | 4971 | 91 |
| 34 | Gemini 3.8 Flash | 0.3297 | $180.31 | 1833.2M | 2.5M | 19h 54m | 4050 | 100 |
| 35 | Claude Opus 5 | 0.3242 | $340.68 | 578.1M | 1.3M | 19h 18m | 1332 | 6 |
| 36 | Claude Opus 5.5 | 0.2967 | $184.14 | 630.5M | 2.2M | 19h 31m | 1487 | 10 |
| 37 | Claude Opus 5 | 0.2912 | $434.78 | 748.3M | 1.6M | 18h 39m | 1774 | 5 |
| 38 | Claude Haiku 5.5 | 0.2857 | $70.44 | 1203.7M | 4.0M | 19h 19m | 2653 | 34 |
| 39 | Claude Haiku 5.5 | 0.2857 | $79.48 | 1383.8M | 3.8M | 17h 44m | 2900 | 5 |
| 40 | Grok 4.7 | 0.2747 | $697.58 | 718.7M | 2.2M | 19h 51m | 2979 | 27 |
| 41 | Grok 4.7 | 0.2637 | $767.04 | 780.4M | 2.4M | 18h 58m | 3117 | 30 |
| 42 | Claude Fable 5 | 0.2637 | $836.08 | 698.8M | 1.8M | 19h 25m | 1580 | 13 |
| 43 | Claude Haiku 5.5 | 0.2637 | $80.98 | 1401.6M | 4.1M | 17h 22m | 3095 | 1 |
| 44 | Claude Fable 5 | 0.2637 | $945.64 | 794.6M | 2.0M | 19h 56m | 1718 | 6 |
| 45 | Gemini 3.8 Flash | 0.2637 | $135.19 | 1385.8M | 1.8M | 16h 40m | 3053 | 61 |
| 46 | Gemini 3.7 Flash | 0.2582 | $124.97 | 1333.8M | 2.5M | 11h 51m | 3014 | 37 |
| 47 | Grok 4.7 | 0.2527 | $961.79 | 986.1M | 3.0M | 20h 0m | 3909 | 26 |
| 48 | Gemini 3.7 Flash | 0.2418 | $144.25 | 1592.6M | 2.6M | 19h 46m | 3450 | 39 |
| 49 | Claude Fable 5.1 | 0.2308 | $392.90 | 697.7M | 1.8M | 19h 16m | 1679 | 4 |
| 50 | Claude Haiku 5.5 | 0.2308 | $58.07 | 999.5M | 3.0M | 18h 19m | 2320 | 6 |
| 51 | Gemini 3.7 Flash | 0.2253 | $193.89 | 2112.9M | 3.0M | 19h 55m | 4680 | 16 |
| 52 | Claude Haiku 5.5 | 0.2253 | $57.46 | 996.8M | 2.8M | 17h 55m | 2275 | 3 |
| 53 | Grok 4.7 | 0.1978 | $1004.11 | 1036.8M | 3.4M | 20h 0m | 4217 | 22 |
| 54 | Gemini 3.7 Flash | 0.1758 | $159.99 | 1689.8M | 2.8M | 19h 49m | 3751 | 13 |
| 55 | Grok 4.6 | 0.1593 | $509.89 | 496.5M | 1.6M | 19h 56m | 1696 | 70 |
| 56 | GLM-5.3 | 0.1593 | $191.86 | 711.5M | 862k | 19h 53m | 1746 | 17 |
| 57 | Claude Fable 5 | 0.1538 | $641.49 | 517.5M | 1.6M | 19h 39m | 1292 | 4 |
| 58 | Grok 4.6 | 0.1538 | $461.37 | 465.7M | 1.9M | 17h 59m | 1842 | 49 |
| 59 | DeepSeek V4 Flash Vision Exp | 0.1484 | $22.50 | 1379.3M | 2.0M | 19h 53m | 3146 | 1 |
| 60 | GLM-5.3 | 0.1484 | $202.20 | 744.7M | 1.0M | 19h 42m | 1789 | 7 |
| 61 | GLM-5.3 | 0.1374 | $201.89 | 706.7M | 843k | 19h 32m | 1585 | 9 |
| 62 | GLM-5.3 | 0.1374 | $155.77 | 570.5M | 772k | 19h 52m | 1384 | 2 |
| 63 | Qwen3.8-Max | 0.1374 | $186.86 | 700.0M | 1.6M | 19h 30m | 1822 | 2 |
| 64 | Qwen3.8-Max | 0.1319 | $178.70 | 667.7M | 1.7M | 19h 47m | 1549 | 4 |
| 65 | DeepSeek V4 Flash Vision Exp | 0.1264 | $22.61 | 1383.3M | 2.0M | 19h 51m | 3272 | 3 |
| 66 | Muse Spark 1.3 | 0.1099 | $305.43 | 1604.1M | 2.2M | 20h 0m | 3690 | 2 |
| 67 | DeepSeek V4 Flash Vision Exp | 0.1044 | $19.66 | 1214.6M | 1.7M | 19h 25m | 2688 | 9 |
| 68 | Grok 4.6 | 0.0989 | $257.56 | 255.7M | 1.5M | 8h 44m | 952 | 17 |
| 69 | GLM-5.3 | 0.0989 | $219.76 | 822.5M | 966k | 19h 50m | 1903 | 11 |
| 70 | GLM-5.3 Flash | 0.0769 | $23.42 | 737.2M | 1.0M | 19h 23m | 1578 | 4 |
| 71 | Qwen3.8-Max | 0.0769 | $170.86 | 638.4M | 1.5M | 19h 53m | 1587 | 2 |
| 72 | Grok 4.6 | 0.0714 | $398.74 | 383.4M | 2.7M | 19h 51m | 1457 | 34 |
| 73 | Kimi K3 | 0.0714 | $227.56 | 673.8M | 1.2M | 20h 0m | 1528 | 1 |
| 74 | DeepSeek V4 Flash Vision Exp | 0.0659 | $23.23 | 1428.3M | 2.0M | 19h 44m | 3348 | 1 |
| 75 | Qwen3.8-Max | 0.0659 | $174.14 | 653.5M | 1.5M | 19h 26m | 1536 | 1 |
| 76 | GLM-5.3 Flash | 0.0659 | $26.47 | 848.3M | 1.3M | 18h 3m | 1663 | 11 |
| 77 | Kimi K3 | 0.0659 | $265.37 | 772.2M | 1.4M | 20h 1m | 1427 | 1 |
| 78 | Kimi K3 | 0.0604 | $238.20 | 702.8M | 1.4M | 20h 1m | 1513 | 1 |
| 79 | Muse Spark 1.3 | 0.0549 | $522.84 | 598.7M | 1.2M | 20h 0m | 1525 | 1 |
| 80 | Muse Spark 1.3 | 0.0549 | $518.76 | 603.9M | 1.1M | 19h 59m | 1572 | 1 |
| 81 | Qwen3.8-Max | 0.0549 | $158.21 | 583.9M | 1.7M | 19h 23m | 1405 | 3 |
| 82 | Kimi K3 | 0.0495 | $197.52 | 561.9M | 1.3M | 20h 0m | 1168 | 1 |
| 83 | GLM-5.3 Flash | 0.0495 | $25.01 | 730.3M | 929k | 19h 49m | 1709 | 1 |
| 84 | Grok 4.6 | 0.0495 | $148.44 | 141.0M | 985k | 6h 17m | 559 | 10 |
| 85 | Gemini 3.7 Flash | 0.0495 | $17.96 | 182.1M | 620k | 1h 34m | 402 | 2 |
| 86 | Muse Spark 1.3 | 0.0495 | $525.95 | 562.0M | 986k | 20h 0m | 1387 | 1 |
| 87 | Qwen3.8-Max-0902 | 0.0330 | $183.61 | 654.3M | 2.6M | 19h 34m | 1737 | 2 |
| 88 | GLM-5.3 Flash | 0.0330 | $27.79 | 699.2M | 1.1M | 19h 38m | 1496 | 10 |
| 89 | Qwen3.8-Max-0902 | 0.0330 | $116.07 | 407.7M | 1.9M | 20h 1m | 1122 | 2 |
| 90 | Qwen3.8-Max-0902 | 0.0220 | $150.66 | 544.1M | 1.9M | 20h 0m | 1434 | 1 |
| 91 | GLM-5.3 Flash | 0.0220 | $24.50 | 755.8M | 998k | 19h 51m | 1899 | 14 |
| 92 | Qwen3.8-Max-0902 | 0.0165 | $112.13 | 383.6M | 1.8M | 19h 52m | 1132 | 5 |
| 93 | DeepSeek V4 Flash Vision Exp | 0.0165 | $8.18 | 489.5M | 856k | 20h 0m | 1194 | 2 |
| 94 | Qwen3.8-Max-0902 | 0.0110 | $104.91 | 366.4M | 1.7M | 20h 1m | 1093 | 1 |
| 95 | Muse Spark 1.2 | 0.0055 | $37.82 | 217.7M | 976k | 3h 48m | 496 | 10 |
| 96 | Muse Spark 1.2 | 0.0055 | $40.72 | 146.5M | 561k | 3h 14m | 420 | 4 |
| 97 | GPT-5.6 Sol | 0.0055† | $293.05 | 285.8M | 311k | 4h 20m | 671 | 6 |
| 98 | Muse Spark 1.2 | 0.0000 | $32.40 | 176.5M | 473k | 2h 53m | 436 | 3 |
| 99 | Inkling | 0.0000 | $22.34 | 23.3M | 56k | 1h 53m | 340 | 3 |
| 100 | Claude Fable 5 | 0.0000† | $385.63 | 316.2M | 920k | 5h 26m | 738 | 3 |
| 101 | Muse Spark 1.2 | 0.0000 | $14.08 | 83.6M | 240k | 1h 8m | 314 | 2 |
| 102 | GPT-5.6 Sol | 0.0000 | $137.59 | 141.5M | 243k | 3h 27m | 480 | 2 |
| 103 | GPT-5.6 Sol | 0.0000 | $142.29 | 142.1M | 259k | 4h 34m | 462 | 11 |
| 104 | Grok 4.7 | 0.0000 | $890.38 | 903.6M | 3.1M | 20h 0m | 3660 | 12 |
| 105 | Inkling | 0.0000 | $19.06 | 19.8M | 53k | 1h 41m | 302 | 2 |
| 106 | Inkling | 0.0000 | $19.04 | 19.9M | 46k | 23m | 252 | 1 |
| 107 | Inkling | 0.0000 | $16.56 | 17.2M | 48k | 32m | 214 | 2 |
| 108 | Inkling | 0.0000 | $16.62 | 17.3M | 42k | 34m | 287 | 1 |
| 109 | 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.