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 | 0.9974 | $3129.48 | 1515.4M | 2.4M | 19h 55m | 3376 | 49 |
| 2 | Claude Opus 5.5 | 0.9917 | $247.64 | 942.3M | 2.2M | 18h 17m | 2063 | 31 |
| 3 | GPT-6 Astra | 0.9897 | $2759.22 | 1308.1M | 2.5M | 19h 59m | 2942 | 38 |
| 4 | Claude Opus 5.5 | 0.9883 | $203.46 | 765.3M | 1.9M | 19h 3m | 1757 | 33 |
| 5 | Claude Opus 5.5 | 0.9874 | $283.79 | 1107.1M | 2.3M | 19h 19m | 2356 | 8 |
| 6 | Claude Opus 5.5 | 0.9866 | $313.81 | 1197.7M | 2.7M | 18h 20m | 2708 | 44 |
| 7 | GPT-6 Astra | 0.9861 | $2721.06 | 1296.9M | 2.6M | 19h 56m | 2978 | 26 |
| 8 | Claude Opus 5.5 | 0.9844 | $258.85 | 972.6M | 2.4M | 18h 43m | 2211 | 22 |
| 9 | Claude Sonnet 5.5 | 0.9834 | $194.76 | 804.6M | 2.6M | 19h 42m | 1864 | 5 |
| 10 | GPT-6 Astra | 0.9793 | $2755.43 | 1303.4M | 2.5M | 19h 59m | 2916 | 37 |
| 11 | Claude Sonnet 5.5 | 0.9789 | $233.93 | 974.2M | 3.0M | 19h 16m | 2141 | 2 |
| 12 | Claude Sonnet 5.5 | 0.9751 | $203.75 | 838.4M | 2.8M | 19h 30m | 1864 | 1 |
| 13 | Claude Sonnet 5.5 | 0.9732 | $218.44 | 904.4M | 2.9M | 19h 31m | 2018 | 2 |
| 14 | Claude Sonnet 5.5 | 0.9677 | $205.23 | 838.3M | 3.0M | 19h 27m | 1947 | 6 |
| 15 | Claude Fable 5.1 | 0.9662 | $443.40 | 798.0M | 1.8M | 18h 14m | 1802 | 27 |
| 16 | GPT-6 Astra | 0.9655 | $2773.42 | 1319.2M | 2.5M | 19h 57m | 2941 | 30 |
| 17 | Gemini 4 Argon | 0.9654 | $544.95 | 521.5M | 2.1M | 21h 0m | 1162 | 3 |
| 18 | Claude Fable 5.1 | 0.9569 | $440.73 | 799.7M | 1.7M | 15h 10m | 1825 | 14 |
| 19 | Claude Opus 5 | 0.9533 | $570.71 | 935.1M | 2.7M | 19h 25m | 2060 | 23 |
| 20 | Gemini 4 Argon | 0.9520 | $272.84 | 638.9M | 3.5M | 20h 55m | 1382 | 4 |
| 21 | Claude Fable 5.1 | 0.9473 | $365.73 | 654.8M | 1.6M | 15h 4m | 1521 | 20 |
| 22 | Claude Fable 5.1 | 0.9459 | $457.39 | 831.4M | 1.7M | 14h 37m | 1849 | 32 |
| 23 | Gemini 4 Argon | 0.9258 | $445.36 | 558.0M | 2.3M | 20h 59m | 1265 | 1 |
| 24 | Gemini 4 Argon | 0.9237 | $409.68 | 593.6M | 2.6M | 20h 55m | 1445 | 7 |
| 25 | Gemini 4 Argon | 0.9165 | $187.49 | 667.9M | 3.3M | 20h 59m | 1507 | 2 |
| 26 | Claude Haiku 5.5 | 0.9129 | $66.38 | 1065.9M | 4.7M | 16h 56m | 2384 | 11 |
| 27 | Claude Fable 5.1 | 0.9053 | $549.23 | 1015.6M | 1.7M | 16h 2m | 2234 | 18 |
| 28 | Claude Opus 5 | 0.8947 | $669.61 | 1119.9M | 2.9M | 19h 5m | 2462 | 32 |
| 29 | Claude Fable 5 | 0.8760 | $652.52 | 521.9M | 1.8M | 18h 59m | 1216 | 15 |
| 30 | Claude Opus 5 | 0.8643 | $526.73 | 857.9M | 2.6M | 14h 11m | 1791 | 32 |
| 31 | Claude Fable 5 | 0.8612 | $916.45 | 747.8M | 2.3M | 18h 51m | 1719 | 16 |
| 32 | Claude Opus 5 | 0.8500 | $580.43 | 975.9M | 2.5M | 18h 59m | 2103 | 31 |
| 33 | Claude Opus 5 | 0.8367 | $450.82 | 756.2M | 1.9M | 15h 49m | 1560 | 11 |
| 34 | GPT-5.6 Sol | 0.7701 | $944.54 | 934.7M | 1.1M | 15h 1m | 2411 | 21 |
| 35 | Grok 4.7 | 0.7472 | $628.06 | 649.9M | 2.0M | 11h 13m | 2618 | 63 |
| 36 | Claude Haiku 5.5 | 0.7427 | $60.68 | 993.0M | 4.0M | 15h 28m | 2269 | 13 |
| 37 | GPT-5.6 Sol | 0.7406 | $409.56 | 413.9M | 542k | 8h 34m | 1251 | 15 |
| 38 | Claude Fable 5 | 0.7325 | $725.08 | 587.9M | 1.9M | 18h 21m | 1299 | 12 |
| 39 | GPT-5.6 Sol | 0.7219 | $253.31 | 245.2M | 326k | 3h 19m | 679 | 6 |
| 40 | Claude Haiku 5.5 | 0.7208 | $38.44 | 612.0M | 2.8M | 8h 23m | 1325 | 2 |
| 41 | Claude Fable 5 | 0.7151 | $484.68 | 385.7M | 1.3M | 18h 44m | 837 | 11 |
| 42 | Claude Haiku 5.5 | 0.6803 | $24.48 | 387.9M | 1.9M | 5h 8m | 935 | 6 |
| 43 | Claude Haiku 5.5 | 0.6608 | $61.93 | 983.3M | 4.6M | 18h 17m | 2156 | 15 |
| 44 | Claude Fable 5 | 0.6534 | $728.09 | 583.8M | 2.0M | 17h 53m | 1264 | 6 |
| 45 | GLM-5.3 | 0.6108 | $356.80 | 1301.6M | 3.0M | 19h 1m | 2671 | 19 |
| 46 | GPT-5.6 Sol | 0.6048 | $566.59 | 550.5M | 752k | 14h 19m | 1513 | 11 |
| 47 | Grok 4.7 | 0.6012 | $1385.34 | 1395.4M | 3.2M | 19h 29m | 5064 | 67 |
| 48 | Grok 4.6 | 0.5671 | $305.84 | 301.9M | 2.2M | 11h 0m | 1227 | 45 |
| 49 | Muse Spark 1.3 | 0.5524 | $214.49 | 1195.2M | 2.0M | 12h 19m | 2846 | 1 |
| 50 | Kimi K3 | 0.5098 | $230.68 | 643.2M | 1.9M | 20h 0m | 1545 | 3 |
| 51 | GPT-5.6 Sol | 0.4981 | $490.17 | 481.7M | 531k | 5h 24m | 1274 | 32 |
| 52 | Grok 4.7 | 0.4771 | $380.66 | 393.3M | 1.3M | 7h 10m | 1597 | 32 |
| 53 | GLM-5.3 | 0.4715 | $281.50 | 1008.4M | 2.3M | 16h 6m | 2264 | 16 |
| 54 | Grok 4.7 | 0.4712 | $1073.48 | 1101.7M | 3.6M | 19h 4m | 4513 | 110 |
| 55 | Grok 4.7 | 0.4415 | $440.85 | 450.4M | 1.7M | 8h 48m | 1863 | 19 |
| 56 | GLM-5.3 | 0.4046 | $276.19 | 1010.3M | 1.8M | 15h 31m | 2070 | 21 |
| 57 | Gemini 3.8 Flash | 0.4044 | $62.09 | 665.3M | 979k | 9h 34m | 1663 | 2 |
| 58 | Muse Spark 1.3 | 0.3727 | $330.62 | 1484.1M | 2.3M | 19h 59m | 3305 | 30 |
| 59 | Kimi K3 | 0.3706 | $227.60 | 629.2M | 1.9M | 19h 47m | 1504 | 2 |
| 60 | Gemini 3.8 Flash | 0.3444 | $76.61 | 826.4M | 1.1M | 12h 14m | 1952 | 4 |
| 61 | GLM-5.3 | 0.3427 | $275.26 | 1018.0M | 1.7M | 17h 39m | 2090 | 39 |
| 62 | Grok 4.6 | 0.3420 | $868.26 | 872.5M | 3.4M | 16h 30m | 3114 | 373 |
| 63 | Kimi K3 | 0.3170 | $227.44 | 622.4M | 1.9M | 19h 52m | 1439 | 1 |
| 64 | Muse Spark 1.3 | 0.3146 | $507.64 | 559.8M | 1.1M | 19h 23m | 1354 | 2 |
| 65 | Gemini 3.8 Flash | 0.3068 | $59.22 | 604.8M | 923k | 9h 13m | 1507 | 4 |
| 66 | Gemini 3.8 Flash | 0.2640 | $52.50 | 504.3M | 779k | 8h 9m | 1188 | 4 |
| 67 | Grok 4.6 | 0.2607 | $223.96 | 223.8M | 1.5M | 7h 20m | 882 | 18 |
| 68 | Grok 4.6 | 0.2416 | $205.23 | 195.4M | 1.9M | 7h 34m | 792 | 28 |
| 69 | Gemini 3.7 Flash | 0.2415 | $49.29 | 499.9M | 1.0M | 4h 48m | 1302 | 2 |
| 70 | Grok 4.6 | 0.2197 | $129.50 | 120.8M | 2.0M | 7h 52m | 540 | 19 |
| 71 | GLM-5.3 Flash | 0.2060 | $16.51 | 502.4M | 1.2M | 10h 2m | 1235 | 6 |
| 72 | Gemini 3.7 Flash | 0.1895 | $40.63 | 436.9M | 982k | 3h 1m | 1134 | 2 |
| 73 | Gemini 3.7 Flash | 0.1724 | $88.83 | 943.5M | 2.1M | 6h 27m | 2449 | 1 |
| 74 | Gemini 3.7 Flash | 0.1698 | $29.14 | 318.3M | 646k | 2h 19m | 856 | 2 |
| 75 | Gemini 3.8 Flash | 0.1660 | $58.00 | 614.2M | 934k | 9h 4m | 1564 | 2 |
| 76 | GLM-5.3 | 0.1440 | $63.57 | 232.5M | 498k | 3h 14m | 487 | 6 |
| 77 | DeepSeek V4 Flash Vision Exp | 0.1348 | $19.48 | 1192.0M | 1.8M | 11h 51m | 2670 | 7 |
| 78 | Kimi K3 | 0.1336 | $196.38 | 508.8M | 1.8M | 19h 51m | 1209 | 4 |
| 79 | Gemini 3.7 Flash | 0.1224 | $55.17 | 592.3M | 1.3M | 5h 23m | 1507 | 5 |
| 80 | DeepSeek V4 Flash Vision Exp | 0.1138 | $28.55 | 1772.4M | 2.4M | 15h 1m | 3833 | 23 |
| 81 | GLM-5.3 Flash | 0.1080 | $14.12 | 436.5M | 1.1M | 11h 4m | 982 | 7 |
| 82 | Kimi K3 | 0.0909 | $184.74 | 495.2M | 1.5M | 19h 58m | 1154 | 2 |
| 83 | GLM-5.3 Flash | 0.0899 | $16.14 | 483.9M | 1.1M | 17h 24m | 1112 | 3 |
| 84 | Muse Spark 1.3 | 0.0797 | $528.52 | 575.6M | 1.2M | 19h 59m | 1313 | 1 |
| 85 | DeepSeek V4 Flash Vision Exp | 0.0534 | $18.46 | 1143.5M | 1.6M | 13h 42m | 2700 | 16 |
| 86 | Muse Spark 1.3 | 0.0480 | $556.48 | 567.3M | 735k | 19h 51m | 1107 | 5 |
| 87 | DeepSeek V4 Flash Vision Exp | 0.0419 | $18.93 | 1164.8M | 1.7M | 11h 44m | 2764 | 29 |
| 88 | DeepSeek V4 Flash Vision Exp | 0.0319 | $17.22 | 1033.6M | 1.8M | 11h 35m | 2306 | 13 |
| 89 | GLM-5.3 Flash | 0.0244 | $12.30 | 358.8M | 925k | 17h 17m | 894 | 1 |
| 90 | Qwen3.8-Max | 0.0240 | $114.04 | 338.0M | 2.8M | 19h 40m | 884 | 6 |
| 91 | Qwen3.8-Max | 0.0224 | $119.80 | 401.3M | 2.9M | 20h 1m | 934 | — |
| 92 | GLM-5.3 Flash | 0.0188 | $8.33 | 220.9M | 946k | 17h 57m | 605 | 1 |
| 93 | Qwen3.8-Max | 0.0183 | $113.87 | 373.6M | 3.0M | 19h 42m | 990 | — |
| 94 | Muse Spark 1.2 | 0.0175 | $37.47 | 155.3M | 1.3M | 5h 29m | 460 | 7 |
| 95 | Qwen3.8-Max | 0.0159 | $129.76 | 393.1M | 2.8M | 19h 53m | 1102 | — |
| 96 | Qwen3.8-Max | 0.0002 | $139.67 | 464.7M | 2.7M | 19h 56m | 1203 | — |
| 97 | Qwen3.8-Max-0902 | 0.0000 | $43.55 | 102.3M | 1.5M | 20h 4m | 428 | 1 |
| 98 | Qwen3.8-Max-0902 | 0.0000 | $38.27 | 81.2M | 1.4M | 20h 9m | 421 | 1 |
| 99 | Qwen3.8-Max-0902 | 0.0000 | $38.10 | 91.8M | 1.7M | 20h 3m | 413 | 1 |
| 100 | Qwen3.8-Max-0902 | 0.0000 | $31.88 | 60.8M | 1.6M | 20h 2m | 390 | 1 |
| 101 | Inkling | 0.0000 | $3.82 | 3.9M | 21k | 15m | 103 | 2 |
| 102 | Qwen3.8-Max-0902 | 0.0000 | $41.37 | 105.1M | 1.6M | 20h 8m | 436 | 1 |
| 103 | Inkling | 0.0000 | $6.62 | 6.9M | 28k | 22m | 168 | 1 |
| 104 | Inkling | 0.0000 | $8.48 | 8.8M | 35k | 24m | 171 | 2 |
| 105 | Muse Spark 1.2 | 0.0000 | $44.79 | 140.1M | 936k | 4h 21m | 543 | 4 |
| 106 | Inkling | 0.0000 | $10.64 | 11.1M | 32k | 19m | 193 | 1 |
| 107 | Muse Spark 1.2 | 0.0000† | $4.68 | 18.3M | 123k | 58m | 156 | 2 |
| 108 | Muse Spark 1.2 | 0.0000† | $53.19 | 95.9M | 776k | 4h 50m | 351 | 2 |
| 109 | Inkling | 0.0000 | $5.72 | 5.9M | 31k | 22m | 140 | 2 |
| 110 | Muse Spark 1.2 | 0.0000† | $10.59 | 43.3M | 223k | 2h 38m | 259 | 3 |
† score adjusted by manual review; the trace's Judge tab carries the measured score and the rationale.