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 | 0.9894 | $168.41 | 622.4M | 1.6M | 10h 59m | 1389 | 39 |
| 2 | Claude Opus 5.5 | 0.9885 | $192.52 | 720.9M | 1.8M | 13h 2m | 1670 | 53 |
| 3 | Claude Opus 5.5 | 0.9853 | $159.11 | 577.5M | 1.6M | 9h 35m | 1338 | 18 |
| 4 | Claude Opus 5.5 | 0.9829 | $190.35 | 691.9M | 2.0M | 9h 34m | 1602 | 24 |
| 5 | Claude Opus 5.5 | 0.9733 | $318.71 | 1272.8M | 2.4M | 16h 51m | 2868 | 99 |
| 6 | Claude Sonnet 5.5 | 0.9726 | $294.32 | 1267.9M | 3.1M | 19h 20m | 2767 | 15 |
| 7 | Gemini 4 Argon | 0.9654 | $218.42 | 430.1M | 2.0M | 15h 3m | 1010 | 21 |
| 8 | Claude Sonnet 5.5 | 0.9628 | $264.23 | 1140.1M | 2.8M | 19h 20m | 2386 | 18 |
| 9 | GPT-6 Astra | 0.9601 | $2439.09 | 1157.2M | 2.2M | 16h 56m | 2671 | 30 |
| 10 | Claude Sonnet 5.5 | 0.9599 | $231.53 | 982.7M | 2.7M | 19h 6m | 2099 | 8 |
| 11 | Claude Sonnet 5.5 | 0.9594 | $281.27 | 1200.2M | 3.2M | 19h 38m | 2675 | 25 |
| 12 | Gemini 4 Argon | 0.9568 | $288.60 | 454.6M | 2.0M | 16h 22m | 1093 | 14 |
| 13 | Gemini 4 Argon | 0.9534 | $274.81 | 581.3M | 2.0M | 17h 49m | 1368 | 15 |
| 14 | Gemini 4 Argon | 0.9529 | $147.73 | 628.9M | 2.2M | 16h 46m | 1478 | 23 |
| 15 | GPT-6 Astra | 0.9508 | $2034.34 | 972.8M | 1.7M | 15h 13m | 2216 | 42 |
| 16 | Claude Fable 5.1 | 0.9491 | $569.86 | 1069.9M | 1.4M | 17h 10m | 2285 | 28 |
| 17 | Claude Sonnet 5.5 | 0.9484 | $282.69 | 1214.1M | 3.1M | 19h 50m | 2712 | 18 |
| 18 | GPT-6 Astra | 0.9472 | $895.41 | 422.2M | 827k | 6h 22m | 958 | 14 |
| 19 | Gemini 4 Argon | 0.9457 | $337.69 | 476.2M | 2.1M | 17h 14m | 1055 | 18 |
| 20 | GPT-6 Astra | 0.9426 | $2766.39 | 1322.7M | 2.4M | 19h 53m | 2984 | 74 |
| 21 | Claude Fable 5.1 | 0.9284 | $552.06 | 1031.1M | 1.5M | 18h 56m | 2091 | 46 |
| 22 | Claude Fable 5.1 | 0.9275 | $456.14 | 848.4M | 1.3M | 18h 57m | 2026 | 39 |
| 23 | Claude Opus 5 | 0.8972 | $636.78 | 1144.6M | 1.6M | 19h 47m | 2383 | 4 |
| 24 | GPT-6 Astra | 0.8965 | $171.46 | 81.1M | 258k | 2h 1m | 277 | 7 |
| 25 | Claude Fable 5.1 | 0.8919 | $415.43 | 774.8M | 1.2M | 19h 19m | 1796 | 47 |
| 26 | Claude Fable 5 | 0.8720 | $1092.68 | 955.8M | 1.8M | 19h 38m | 2037 | 16 |
| 27 | Claude Fable 5.1 | 0.8712 | $313.43 | 577.0M | 1.0M | 18h 15m | 1283 | 12 |
| 28 | Claude Opus 5 | 0.8643 | $420.46 | 752.1M | 1.2M | 19h 22m | 1536 | 5 |
| 29 | Claude Fable 5 | 0.8484 | $882.98 | 764.1M | 1.5M | 19h 42m | 1840 | 23 |
| 30 | Claude Opus 5 | 0.8376 | $279.11 | 485.1M | 948k | 19h 29m | 1196 | 3 |
| 31 | Claude Haiku 5.5 | 0.8374 | $77.49 | 1375.8M | 3.3M | 18h 52m | 2942 | 36 |
| 32 | Claude Fable 5 | 0.8275 | $664.26 | 571.5M | 1.2M | 19h 26m | 1197 | 10 |
| 33 | Claude Opus 5 | 0.8261 | $296.13 | 517.9M | 961k | 18h 59m | 1277 | 26 |
| 34 | Claude Opus 5 | 0.8114 | $315.87 | 552.3M | 1.0M | 19h 44m | 1262 | 18 |
| 35 | Claude Fable 5 | 0.8095 | $644.11 | 555.7M | 1.2M | 19h 31m | 1237 | 15 |
| 36 | Claude Haiku 5.5 | 0.8018 | $62.96 | 1119.5M | 2.6M | 19h 39m | 2502 | 41 |
| 37 | Claude Haiku 5.5 | 0.7992 | $77.73 | 1399.9M | 2.9M | 18h 46m | 2994 | 20 |
| 38 | GPT-5.6 Sol | 0.7949 | $998.14 | 972.7M | 983k | 19h 18m | 2146 | 16 |
| 39 | Claude Fable 5 | 0.7696 | $331.51 | 264.9M | 908k | 19h 45m | 637 | 2 |
| 40 | Grok 4.7 | 0.7672 | $810.72 | 832.8M | 2.4M | 19h 51m | 3315 | 144 |
| 41 | Claude Haiku 5.5 | 0.7663 | $58.71 | 1042.8M | 2.4M | 19h 8m | 2192 | 17 |
| 42 | Claude Haiku 5.5 | 0.7528 | $39.53 | 699.1M | 1.7M | 19h 36m | 1507 | 18 |
| 43 | Grok 4.7 | 0.7101 | $934.33 | 959.7M | 2.7M | 20h 0m | 3786 | 76 |
| 44 | Grok 4.7 | 0.6935 | $819.81 | 827.3M | 2.4M | 19h 30m | 3292 | 79 |
| 45 | Grok 4.7 | 0.6906 | $879.91 | 896.0M | 2.8M | 19h 59m | 3561 | 82 |
| 46 | GPT-5.6 Sol | 0.6779 | $433.00 | 423.6M | 391k | 6h 1m | 844 | 4 |
| 47 | Gemini 3.8 Flash | 0.6582 | $120.09 | 1254.6M | 1.6M | 19h 48m | 2946 | 161 |
| 48 | Gemini 3.7 Flash | 0.6517 | $199.28 | 2123.1M | 2.6M | 19h 55m | 4917 | 62 |
| 49 | GPT-5.6 Sol | 0.6344 | $89.80 | 91.5M | 201k | 1h 55m | 362 | 5 |
| 50 | Muse Spark 1.2 | 0.6241 | $2.29 | 11.0M | 77k | 1h 6m | 128 | 3 |
| 51 | Gemini 3.8 Flash | 0.6130 | $135.28 | 1312.0M | 1.7M | 19h 37m | 2953 | 110 |
| 52 | GPT-5.6 Sol | 0.6068 | $48.47 | 52.9M | 204k | 1h 35m | 274 | 3 |
| 53 | Grok 4.6 | 0.5864 | $513.86 | 512.7M | 2.7M | 20h 0m | 2054 | 59 |
| 54 | Kimi K3 | 0.5650 | $209.81 | 607.6M | 1.3M | 20h 1m | 1454 | 19 |
| 55 | Muse Spark 1.3 | 0.5513 | $525.73 | 756.2M | 1.1M | 19h 57m | 1637 | 8 |
| 56 | Kimi K3 | 0.5395 | $190.44 | 541.2M | 1.2M | 19h 50m | 1336 | 3 |
| 57 | Gemini 3.7 Flash | 0.5376 | $121.24 | 1110.9M | 1.5M | 19h 27m | 2524 | 37 |
| 58 | GLM-5.3 | 0.5299 | $165.74 | 599.8M | 1.1M | 19h 6m | 1398 | 51 |
| 59 | Muse Spark 1.3 | 0.5258 | $522.21 | 631.2M | 1.1M | 19h 59m | 1757 | 5 |
| 60 | Muse Spark 1.3 | 0.5020 | $463.61 | 501.9M | 1.1M | 19h 20m | 1265 | 9 |
| 61 | Gemini 3.8 Flash | 0.4900 | $51.76 | 544.5M | 634k | 8h 8m | 1241 | 24 |
| 62 | Kimi K3 | 0.4874 | $196.59 | 547.1M | 1.3M | 19h 46m | 1241 | 8 |
| 63 | Qwen3.8-Max | 0.4828 | $83.97 | 303.2M | 1.2M | 16h 38m | 893 | 2 |
| 64 | GLM-5.3 | 0.4696 | $158.77 | 595.9M | 645k | 19h 33m | 1177 | 12 |
| 65 | GLM-5.3 | 0.4653 | $144.84 | 516.1M | 611k | 19h 39m | 1066 | 22 |
| 66 | GLM-5.3 | 0.4595 | $150.71 | 560.0M | 706k | 19h 32m | 1263 | 35 |
| 67 | GPT-5.6 Sol | 0.4547 | $71.79 | 84.5M | 237k | 2h 25m | 406 | 7 |
| 68 | Gemini 3.7 Flash | 0.4365 | $75.56 | 629.3M | 934k | 19h 55m | 1331 | 3 |
| 69 | Grok 4.7 | 0.4324 | $263.14 | 264.6M | 900k | 6h 3m | 996 | 20 |
| 70 | Kimi K3 | 0.4305 | $123.27 | 338.1M | 738k | 19h 52m | 670 | 1 |
| 71 | Gemini 3.7 Flash | 0.4242 | $33.92 | 324.0M | 891k | 3h 25m | 780 | 8 |
| 72 | GLM-5.3 Flash | 0.4031 | $18.46 | 598.3M | 640k | 20h 1m | 1200 | 1 |
| 73 | DeepSeek V4 Flash Vision Exp | 0.4014 | $18.12 | 1122.6M | 1.6M | 19h 51m | 2602 | 23 |
| 74 | GLM-5.3 Flash | 0.4009 | $22.72 | 722.1M | 1.2M | 19h 26m | 1667 | 27 |
| 75 | GLM-5.3 | 0.3788 | $98.82 | 359.7M | 600k | 20h 0m | 738 | 1 |
| 76 | Muse Spark 1.3 | 0.3680 | $506.26 | 577.2M | 925k | 19h 53m | 1567 | 1 |
| 77 | GLM-5.3 Flash | 0.3666 | $15.53 | 455.8M | 658k | 20h 1m | 864 | 1 |
| 78 | Qwen3.8-Max | 0.3212 | $156.83 | 579.3M | 1.7M | 20h 1m | 1506 | 1 |
| 79 | Gemini 3.7 Flash | 0.3137 | $25.24 | 282.5M | 578k | 1h 28m | 590 | 2 |
| 80 | Grok 4.6 | 0.3015 | $389.00 | 386.7M | 2.2M | 19h 53m | 1645 | 42 |
| 81 | Qwen3.8-Max-0902 | 0.2762 | $68.64 | 209.5M | 2.5M | 19h 58m | 650 | 1 |
| 82 | Qwen3.8-Max | 0.2726 | $83.47 | 304.6M | 1.0M | 17h 28m | 843 | 2 |
| 83 | Qwen3.8-Max | 0.2674 | $50.86 | 177.6M | 941k | 18h 25m | 662 | 12 |
| 84 | DeepSeek V4 Flash Vision Exp | 0.2342 | $7.03 | 436.2M | 602k | 8h 13m | 914 | 3 |
| 85 | DeepSeek V4 Flash Vision Exp | 0.2234 | $21.23 | 1304.8M | 2.0M | 15h 38m | 2836 | 7 |
| 86 | GLM-5.3 Flash | 0.2155 | $15.10 | 395.1M | 560k | 20h 1m | 851 | 1 |
| 87 | Qwen3.8-Max-0902 | 0.1979 | $53.96 | 142.4M | 2.8M | 19h 56m | 444 | 1 |
| 88 | Grok 4.6 | 0.1785 | $547.31 | 552.2M | 2.4M | 19h 52m | 2177 | 74 |
| 89 | Gemini 3.8 Flash | 0.1718 | $3.02 | 22.3M | 97k | 43m | 198 | 3 |
| 90 | DeepSeek V4 Flash Vision Exp | 0.1638 | $15.31 | 956.5M | 1.3M | 19h 4m | 2023 | 3 |
| 91 | GLM-5.3 Flash | 0.1396 | $17.07 | 519.3M | 626k | 20h 0m | 1015 | 1 |
| 92 | Gemini 3.8 Flash | 0.1167 | $2.13 | 14.3M | 77k | 33m | 176 | 2 |
| 93 | Muse Spark 1.2 | 0.1043 | $2.53 | 9.5M | 123k | 1h 21m | 101 | 1 |
| 94 | Muse Spark 1.2 | 0.1040 | $2.18 | 10.0M | 104k | 1h 4m | 113 | 2 |
| 95 | Muse Spark 1.2 | 0.1040 | $3.41 | 16.0M | 109k | 59m | 110 | 2 |
| 96 | Qwen3.8-Max | 0.0853 | $104.77 | 373.0M | 1.7M | 19h 28m | 957 | 1 |
| 97 | DeepSeek V4 Flash Vision Exp | 0.0766 | $15.69 | 953.5M | 1.5M | 16h 48m | 2199 | 5 |
| 98 | Qwen3.8-Max-0902 | 0.0514 | $56.12 | 143.5M | 3.2M | 20h 2m | 493 | 1 |
| 99 | Muse Spark 1.2 | 0.0377 | $5.55 | 30.5M | 146k | 1h 16m | 174 | 2 |
| 100 | Muse Spark 1.3 | 0.0010 | $582.91 | 707.6M | 1.1M | 19h 56m | 1740 | 10 |
| 101 | Inkling | 0.0000 | $2.95 | 3.1M | 10k | 11m | 87 | 2 |
| 102 | Inkling | 0.0000 | $20.49 | 21.4M | 45k | 32m | 241 | 1 |
| 103 | Qwen3.8-Max-0902 | 0.0000 | $93.37 | 320.2M | 1.9M | 20h 1m | 755 | 2 |
| 104 | Grok 4.6 | 0.0000 | $485.05 | 493.3M | 2.2M | 19h 52m | 1992 | 109 |
| 105 | Qwen3.8-Max-0902 | 0.0000 | $44.97 | 92.5M | 2.9M | 20h 1m | 511 | 1 |
| 106 | Grok 4.6 | 0.0000 | $402.09 | 394.7M | 2.1M | 17h 23m | 1524 | 78 |
| 107 | Inkling | 0.0000 | $19.88 | 20.7M | 49k | 1h 2m | 297 | 1 |
| 108 | Inkling | 0.0000 | $7.80 | 8.1M | 20k | 1h 3m | 140 | 1 |
| 109 | Inkling | 0.0000 | $4.62 | 4.8M | 11k | 1h 10m | 101 | 2 |
| 110 | Kimi K3 | 0.0000 | $86.57 | 238.4M | 589k | 20h 1m | 593 | 1 |