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 | 0.7901 | $2673.96 | 1271.2M | 2.5M | 19h 58m | 2991 | 31 |
| 2 | GPT-6 Astra | 0.7705 | $2639.52 | 1259.7M | 2.5M | 19h 50m | 2961 | 27 |
| 3 | GPT-6 Astra | 0.7148 | $2733.41 | 1304.4M | 2.5M | 19h 53m | 2977 | 29 |
| 4 | GPT-6 Astra | 0.6873 | $2846.47 | 1353.6M | 2.5M | 19h 54m | 3114 | 36 |
| 5 | GPT-6 Astra | 0.6437 | $2584.51 | 1240.4M | 2.4M | 19h 47m | 2920 | 23 |
| 6 | Claude Sonnet 5.5 | 0.3659 | $232.86 | 951.4M | 2.7M | 19h 46m | 2188 | 3 |
| 7 | Claude Opus 5.5 | 0.3605 | $270.94 | 1051.2M | 2.1M | 19h 10m | 2403 | 12 |
| 8 | Claude Fable 5 | 0.3226 | $587.70 | 496.9M | 1.2M | 18h 28m | 1118 | 8 |
| 9 | Claude Sonnet 5.5 | 0.3212 | $193.06 | 791.5M | 2.2M | 19h 6m | 1718 | 1 |
| 10 | Claude Sonnet 5.5 | 0.3201 | $185.52 | 762.3M | 2.2M | 19h 19m | 1724 | 2 |
| 11 | Claude Sonnet 5.5 | 0.3192 | $216.22 | 909.3M | 2.5M | 19h 44m | 2030 | 2 |
| 12 | Claude Opus 5.5 | 0.2926 | $307.93 | 1148.9M | 1.9M | 19h 20m | 2553 | 28 |
| 13 | Claude Opus 5.5 | 0.2905 | $179.59 | 686.0M | 1.3M | 19h 22m | 1645 | 21 |
| 14 | Claude Sonnet 5.5 | 0.2754 | $168.83 | 706.6M | 2.1M | 19h 28m | 1679 | 3 |
| 15 | Claude Opus 5.5 | 0.2637 | $181.24 | 683.8M | 1.4M | 19h 15m | 1667 | 19 |
| 16 | Gemini 4 Argon | 0.2451 | $233.36 | 596.2M | 1.7M | 16h 49m | 1260 | 12 |
| 17 | Claude Opus 5.5 | 0.2443 | $84.28 | 312.7M | 521k | 9h 32m | 660 | 10 |
| 18 | Gemini 4 Argon | 0.2401 | $112.07 | 365.5M | 1.1M | 10h 13m | 860 | 5 |
| 19 | Claude Haiku 5.5 | 0.2316 | $28.48 | 497.9M | 1.3M | 13h 17m | 1085 | 8 |
| 20 | Claude Opus 5 | 0.2280 | $444.54 | 757.9M | 1.7M | 18h 35m | 1644 | 23 |
| 21 | Claude Opus 5 | 0.2251 | $524.60 | 906.1M | 1.9M | 19h 37m | 1949 | 17 |
| 22 | Gemini 4 Argon | 0.2185 | $165.03 | 335.8M | 998k | 11h 8m | 805 | 2 |
| 23 | Claude Haiku 5.5 | 0.2169 | $33.38 | 569.6M | 1.7M | 9h 44m | 1300 | 6 |
| 24 | Claude Fable 5 | 0.2168 | $885.34 | 754.4M | 1.7M | 18h 17m | 1721 | 16 |
| 25 | Claude Opus 5 | 0.2158 | $509.67 | 881.7M | 1.8M | 18h 48m | 1852 | 8 |
| 26 | Claude Opus 5 | 0.2155 | $438.52 | 750.5M | 1.6M | 18h 17m | 1648 | 14 |
| 27 | GPT-5.6 Sol | 0.2152 | $950.51 | 938.4M | 1.0M | 19h 3m | 2343 | 45 |
| 28 | Claude Opus 5 | 0.2129 | $501.05 | 832.6M | 1.6M | 18h 19m | 1912 | 14 |
| 29 | Gemini 4 Argon | 0.2055 | $210.50 | 290.4M | 915k | 10h 7m | 717 | 2 |
| 30 | Claude Fable 5.1 | 0.2055 | $157.69 | 293.5M | 491k | 6h 51m | 665 | 8 |
| 31 | Claude Fable 5 | 0.2027 | $655.49 | 552.4M | 1.4M | 18h 20m | 1203 | 14 |
| 32 | Claude Fable 5.1 | 0.2018 | $157.38 | 293.1M | 476k | 6h 7m | 644 | 7 |
| 33 | Gemini 4 Argon | 0.1980 | $159.82 | 263.8M | 756k | 8h 13m | 636 | 3 |
| 34 | Claude Haiku 5.5 | 0.1957 | $25.71 | 439.2M | 1.3M | 6h 34m | 947 | 5 |
| 35 | GPT-5.6 Sol | 0.1930 | $656.93 | 636.3M | 650k | 19h 12m | 1478 | 11 |
| 36 | Claude Fable 5.1 | 0.1927 | $120.12 | 223.7M | 414k | 5h 14m | 587 | 7 |
| 37 | GPT-5.6 Sol | 0.1913 | $298.28 | 288.7M | 261k | 7h 23m | 651 | 12 |
| 38 | GPT-5.6 Sol | 0.1895 | $283.99 | 275.5M | 274k | 5h 43m | 687 | 6 |
| 39 | GLM-5.3 | 0.1894 | $78.50 | 212.7M | 442k | 18h 20m | 530 | 6 |
| 40 | Claude Haiku 5.5 | 0.1842 | $16.30 | 276.2M | 923k | 15h 8m | 666 | 11 |
| 41 | GLM-5.3 | 0.1828 | $113.14 | 407.8M | 483k | 19h 2m | 804 | 9 |
| 42 | Muse Spark 1.3 | 0.1827 | $179.29 | 1045.0M | 1.1M | 19h 56m | 2290 | 8 |
| 43 | Kimi K3 | 0.1767 | $191.75 | 571.0M | 982k | 19h 53m | 1356 | 3 |
| 44 | GLM-5.3 Flash | 0.1750 | $19.23 | 554.0M | 928k | 19h 35m | 1394 | 1 |
| 45 | Claude Fable 5.1 | 0.1730 | $560.60 | 1048.2M | 1.5M | 18h 2m | 2274 | 26 |
| 46 | Kimi K3 | 0.1723 | $171.83 | 504.1M | 1.1M | 19h 44m | 1234 | 8 |
| 47 | Kimi K3 | 0.1716 | $266.42 | 802.2M | 1.3M | 20h 1m | 1618 | 1 |
| 48 | Claude Haiku 5.5 | 0.1704 | $8.47 | 145.8M | 443k | 15h 41m | 419 | 9 |
| 49 | GLM-5.3 Flash | 0.1702 | $12.92 | 416.9M | 481k | 11h 49m | 1002 | 5 |
| 50 | DeepSeek V4 Flash Vision Exp | 0.1621 | $10.73 | 658.6M | 994k | 19h 13m | 1651 | 18 |
| 51 | Qwen3.8-Max-0902 | 0.1486 | $33.48 | 89.8M | 1.0M | 20h 8m | 410 | 2 |
| 52 | Qwen3.8-Max | 0.1474 | $77.77 | 271.1M | 994k | 13h 7m | 800 | 4 |
| 53 | Claude Fable 5 | 0.1467 | $662.31 | 571.3M | 1.2M | 19h 23m | 1221 | 12 |
| 54 | Qwen3.8-Max-0902 | 0.1462 | $31.95 | 68.8M | 1.2M | 20h 2m | 351 | 1 |
| 55 | GLM-5.3 | 0.1426 | $118.44 | 380.0M | 784k | 18h 55m | 986 | 18 |
| 56 | GPT-5.6 Sol | 0.1374 | $190.12 | 189.9M | 230k | 5h 21m | 589 | 2 |
| 57 | Muse Spark 1.3 | 0.1338 | $375.85 | 806.9M | 1.0M | 20h 0m | 1927 | 3 |
| 58 | Claude Fable 5 | 0.1112 | $587.97 | 497.7M | 1.2M | 19h 20m | 1094 | 10 |
| 59 | GLM-5.3 | 0.1053 | $110.52 | 388.9M | 908k | 15h 36m | 961 | 9 |
| 60 | GLM-5.3 Flash | 0.1000 | $22.01 | 692.4M | 913k | 17h 25m | 1635 | 6 |
| 61 | Grok 4.7 | 0.0961 | $439.29 | 445.6M | 1.3M | 9h 16m | 1738 | 103 |
| 62 | GLM-5.3 Flash | 0.0914 | $16.05 | 372.4M | 537k | 19h 9m | 828 | 3 |
| 63 | Grok 4.7 | 0.0840 | $675.93 | 699.4M | 1.7M | 12h 52m | 2790 | 89 |
| 64 | GLM-5.3 | 0.0837 | $90.93 | 307.2M | 485k | 16h 10m | 636 | 8 |
| 65 | DeepSeek V4 Flash Vision Exp | 0.0738 | $6.53 | 405.2M | 565k | 19h 26m | 994 | 10 |
| 66 | Qwen3.8-Max | 0.0733 | $163.48 | 458.4M | 1.7M | 19h 54m | 1249 | 1 |
| 67 | Claude Fable 5.1 | 0.0694 | $335.29 | 627.1M | 960k | 15h 45m | 1456 | 19 |
| 68 | Kimi K3 | 0.0657 | $243.01 | 727.7M | 1.1M | 20h 1m | 1633 | 1 |
| 69 | Kimi K3 | 0.0536 | $202.63 | 587.9M | 1.0M | 19h 57m | 1479 | 12 |
| 70 | Grok 4.7 | 0.0491 | $750.66 | 786.8M | 2.0M | 15h 22m | 3238 | 130 |
| 71 | DeepSeek V4 Flash Vision Exp | 0.0483 | $6.64 | 411.0M | 525k | 16h 0m | 983 | 21 |
| 72 | Grok 4.7 | 0.0481 | $814.19 | 833.8M | 1.7M | 19h 58m | 3225 | 109 |
| 73 | Grok 4.7 | 0.0422 | $931.62 | 946.8M | 1.9M | 20h 0m | 3560 | 153 |
| 74 | GLM-5.3 Flash | 0.0395 | $21.46 | 680.4M | 950k | 19h 31m | 1613 | 12 |
| 75 | Muse Spark 1.3 | 0.0362 | $213.98 | 610.8M | 874k | 19h 50m | 1636 | 3 |
| 76 | Grok 4.6 | 0.0338 | $1762.94 | 1204.0M | 2.8M | 20h 0m | 4175 | 289 |
| 77 | DeepSeek V4 Flash Vision Exp | 0.0324 | $12.46 | 767.8M | 1.1M | 18h 4m | 1789 | 24 |
| 78 | Qwen3.8-Max-0902 | 0.0314 | $43.03 | 134.8M | 748k | 20h 9m | 405 | 1 |
| 79 | Grok 4.6 | 0.0279 | $646.10 | 557.5M | 1.5M | 19h 48m | 2043 | 149 |
| 80 | Muse Spark 1.3 | 0.0269 | $429.57 | 453.8M | 790k | 19h 52m | 1245 | 2 |
| 81 | Muse Spark 1.3 | 0.0263 | $363.14 | 496.5M | 863k | 19h 59m | 1337 | 1 |
| 82 | Grok 4.6 | 0.0245 | $555.19 | 490.3M | 1.5M | 19h 56m | 2020 | 90 |
| 83 | Grok 4.6 | 0.0242 | $1149.83 | 792.5M | 1.8M | 19h 58m | 2836 | 250 |
| 84 | Gemini 3.8 Flash | 0.0241 | $38.64 | 291.2M | 430k | 9h 43m | 866 | 3 |
| 85 | Grok 4.6 | 0.0216 | $746.94 | 531.5M | 1.4M | 19h 55m | 1941 | 163 |
| 86 | Gemini 3.7 Flash | 0.0129 | $13.97 | 114.7M | 211k | 4h 23m | 382 | 2 |
| 87 | Qwen3.8-Max | 0.0127 | $196.38 | 482.4M | 1.8M | 19h 51m | 1048 | 1 |
| 88 | DeepSeek V4 Flash Vision Exp | 0.0121 | $4.01 | 242.4M | 395k | 12h 19m | 777 | 16 |
| 89 | Gemini 3.7 Flash | 0.0091 | $2.94 | 21.2M | 86k | 1h 20m | 169 | 2 |
| 90 | Gemini 3.7 Flash | 0.0089 | $10.44 | 67.7M | 164k | 2h 48m | 328 | 4 |
| 91 | Gemini 3.7 Flash | 0.0080 | $7.68 | 61.7M | 148k | 2h 7m | 300 | 1 |
| 92 | Muse Spark 1.2 | 0.0079 | $12.46 | 62.2M | 180k | 3h 28m | 270 | 3 |
| 93 | Qwen3.8-Max | 0.0062 | $52.83 | 157.6M | 675k | 9h 28m | 578 | 4 |
| 94 | Muse Spark 1.2 | 0.0060 | $91.70 | 184.1M | 1.3M | 8h 42m | 509 | 3 |
| 95 | Gemini 3.7 Flash | 0.0060 | $4.67 | 30.1M | 112k | 2h 7m | 222 | 1 |
| 96 | Qwen3.8-Max-0902 | 0.0051 | $35.22 | 96.8M | 1.1M | 20h 1m | 342 | 1 |
| 97 | Muse Spark 1.2 | 0.0032 | $14.71 | 29.2M | 224k | 3h 30m | 183 | 2 |
| 98 | Muse Spark 1.2 | 0.0031 | $37.85 | 75.3M | 303k | 4h 52m | 285 | 4 |
| 99 | Qwen3.8-Max-0902 | 0.0029 | $28.31 | 69.9M | 1.1M | 20h 5m | 355 | 1 |
| 100 | Inkling | 0.0006 | $14.05 | 14.6M | 38k | 1h 0m | 183 | 1 |
| 101 | Inkling | 0.0001 | $7.96 | 8.3M | 26k | 31m | 141 | 2 |
| 102 | Gemini 3.8 Flash | 0.0000† | $3.21 | 19.3M | 43k | 1h 20m | 160 | 1 |
| 103 | Gemini 3.8 Flash | 0.0000† | $3.95 | 27.7M | 51k | 1h 46m | 183 | 1 |
| 104 | Inkling | 0.0000 | $13.72 | 14.2M | 49k | 59m | 205 | 1 |
| 105 | Inkling | 0.0000 | $10.65 | 11.1M | 29k | 1h 18m | 172 | 2 |
| 106 | Inkling | 0.0000 | $11.15 | 11.6M | 44k | 40m | 138 | 1 |
| 107 | Qwen3.8-Max | 0.0000† | $11.91 | 31.2M | 238k | 4h 2m | 292 | 2 |
| 108 | Muse Spark 1.2 | 0.0000† | $12.66 | 38.1M | 209k | 4h 41m | 190 | 1 |
| 109 | Gemini 3.8 Flash | 0.0000† | $1.73 | 10.5M | 40k | 42m | 105 | 1 |
| 110 | Gemini 3.8 Flash | 0.0000† | $4.92 | 31.8M | 62k | 1h 28m | 213 | 1 |
† score adjusted by manual review; the trace's Judge tab carries the measured score and the rationale.