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 Sonnet 5.5 | 0.9994 | $65.32 | 251.2M | 1.2M | 7h 54m | 507 | 9 |
| 2 | Claude Sonnet 5.5 | 0.9991 | $90.59 | 355.9M | 1.5M | 17h 4m | 824 | 6 |
| 3 | Claude Sonnet 5.5 | 0.9988 | $62.92 | 245.6M | 1.1M | 10h 2m | 522 | 11 |
| 4 | Claude Fable 5 | 0.9988 | $187.27 | 145.7M | 561k | 6h 17m | 294 | 8 |
| 5 | Claude Sonnet 5.5 | 0.9981 | $69.13 | 270.2M | 1.2M | 18h 11m | 576 | 4 |
| 6 | Claude Opus 5.5 | 0.9981 | $27.48 | 78.1M | 449k | 2h 59m | 213 | 5 |
| 7 | Claude Opus 5.5 | 0.9981 | $26.95 | 76.7M | 440k | 2h 11m | 202 | 7 |
| 8 | Claude Sonnet 5.5 | 0.9978 | $42.06 | 150.5M | 930k | 4h 45m | 371 | 2 |
| 9 | Claude Opus 5.5 | 0.9978 | $40.02 | 124.8M | 561k | 3h 28m | 245 | 7 |
| 10 | Claude Opus 5.5 | 0.9978 | $56.18 | 167.0M | 853k | 5h 25m | 375 | 8 |
| 11 | Claude Opus 5.5 | 0.9978 | $31.57 | 92.4M | 498k | 2h 55m | 217 | 4 |
| 12 | Claude Opus 5 | 0.9977 | $235.26 | 378.0M | 1.2M | 15h 3m | 814 | 17 |
| 13 | Claude Fable 5 | 0.9975 | $300.62 | 253.7M | 627k | 16h 21m | 456 | 10 |
| 14 | Claude Fable 5.1 | 0.9970 | $49.34 | 77.1M | 443k | 2h 57m | 208 | 6 |
| 15 | Claude Fable 5.1 | 0.9927 | $43.72 | 70.9M | 340k | 3h 17m | 229 | 4 |
| 16 | Claude Fable 5.1 | 0.9927 | $61.85 | 100.4M | 479k | 3h 5m | 243 | 10 |
| 17 | Claude Fable 5 | 0.9894 | $286.95 | 239.2M | 640k | 18h 38m | 417 | 7 |
| 18 | Claude Fable 5 | 0.9784 | $330.54 | 261.4M | 927k | 18h 19m | 649 | 14 |
| 19 | Claude Fable 5 | 0.8904 | $290.91 | 231.9M | 787k | 18h 31m | 576 | 9 |
| 20 | Claude Fable 5.1 | 0.8898 | $81.53 | 137.5M | 526k | 5h 0m | 326 | 10 |
| 21 | Claude Opus 5 | 0.8852 | $226.31 | 360.9M | 1.2M | 15h 56m | 756 | 18 |
| 22 | Claude Opus 5 | 0.8705 | $196.81 | 310.4M | 1.1M | 15h 31m | 680 | 10 |
| 23 | Claude Opus 5 | 0.8628 | $231.46 | 372.7M | 1.2M | 17h 30m | 794 | 16 |
| 24 | Gemini 4 Argon | 0.7378 | $152.44 | 168.7M | 1.1M | 7h 34m | 429 | 3 |
| 25 | Claude Opus 5 | 0.6631 | $126.31 | 185.3M | 890k | 10h 20m | 498 | 10 |
| 26 | GPT-6 Astra | 0.6090 | $92.20 | 45.6M | 190k | 1h 44m | 177 | 4 |
| 27 | GPT-6 Astra | 0.5968 | $497.70 | 237.1M | 397k | 4h 16m | 516 | 14 |
| 28 | GPT-6 Astra | 0.5902 | $154.84 | 75.5M | 253k | 1h 42m | 259 | 5 |
| 29 | GPT-6 Astra | 0.5835 | $114.98 | 55.8M | 198k | 1h 55m | 208 | 5 |
| 30 | GPT-6 Astra | 0.5519 | $228.77 | 111.2M | 286k | 2h 11m | 332 | 5 |
| 31 | Gemini 4 Argon | 0.5467 | $54.25 | 127.4M | 708k | 4h 23m | 300 | 2 |
| 32 | Gemini 4 Argon | 0.2570 | $245.29 | 429.7M | 1.7M | 13h 47m | 960 | 3 |
| 33 | Claude Haiku 5.5 | 0.1981 | $23.67 | 373.5M | 1.8M | 4h 55m | 822 | 2 |
| 34 | Gemini 4 Argon | 0.1980 | $156.36 | 254.9M | 1.4M | 8h 56m | 624 | 2 |
| 35 | Gemini 4 Argon | 0.1446 | $77.78 | 221.0M | 1.0M | 7h 15m | 532 | 2 |
| 36 | Grok 4.7 | 0.0806 | $696.28 | 696.9M | 2.0M | 12h 34m | 2584 | 17 |
| 37 | Claude Haiku 5.5 | 0.0687 | $47.91 | 775.4M | 3.3M | 12h 44m | 1650 | 6 |
| 38 | Grok 4.6 | 0.0610 | $858.44 | 859.7M | 2.4M | 19h 46m | 2990 | 501 |
| 39 | Claude Haiku 5.5 | 0.0528 | $36.17 | 586.2M | 2.5M | 9h 44m | 1238 | 4 |
| 40 | Kimi K3 | 0.0431 | $197.20 | 550.4M | 1.5M | 20h 1m | 1197 | 1 |
| 41 | Gemini 3.8 Flash | 0.0394 | $80.97 | 751.6M | 1.2M | 15h 46m | 1693 | 10 |
| 42 | Claude Haiku 5.5 | 0.0255 | $45.61 | 737.3M | 3.2M | 16h 38m | 1572 | 8 |
| 43 | Grok 4.6 | 0.0241 | $445.27 | 424.9M | 2.8M | 19h 59m | 1572 | 200 |
| 44 | Gemini 3.8 Flash | 0.0229 | $99.02 | 916.4M | 1.5M | 20h 0m | 2136 | 2 |
| 45 | GPT-5.6 Sol | 0.0225 | $66.23 | 68.5M | 180k | 1h 47m | 274 | 8 |
| 46 | GPT-5.6 Sol | 0.0225 | $81.19 | 79.4M | 199k | 1h 55m | 291 | 7 |
| 47 | GPT-5.6 Sol | 0.0224 | $73.40 | 72.5M | 171k | 1h 41m | 273 | 8 |
| 48 | Gemini 3.7 Flash | 0.0217 | $93.80 | 813.5M | 2.3M | 19h 56m | 2141 | 1 |
| 49 | Gemini 3.8 Flash | 0.0186 | $116.31 | 1099.4M | 1.7M | 19h 58m | 2658 | 1 |
| 50 | Gemini 3.8 Flash | 0.0186 | $181.15 | 1820.6M | 3.3M | 20h 0m | 4383 | 2 |
| 51 | Grok 4.7 | 0.0184 | $312.58 | 313.6M | 1.2M | 9h 0m | 1280 | 10 |
| 52 | Grok 4.7 | 0.0184 | $793.49 | 801.3M | 2.8M | 20h 0m | 3084 | 23 |
| 53 | Muse Spark 1.3 | 0.0177 | $523.70 | 619.4M | 1.1M | 20h 0m | 1409 | 1 |
| 54 | Claude Fable 5.1 | 0.0173 | $56.44 | 90.9M | 453k | 4h 18m | 228 | 8 |
| 55 | Grok 4.7 | 0.0173 | $406.03 | 410.3M | 1.5M | 9h 50m | 1624 | 19 |
| 56 | GPT-5.6 Sol | 0.0173 | $159.04 | 153.2M | 259k | 4h 31m | 440 | 16 |
| 57 | GPT-5.6 Sol | 0.0173 | $92.72 | 87.0M | 212k | 1h 59m | 268 | 7 |
| 58 | GLM-5.3 | 0.0173 | $171.41 | 627.5M | 1.2M | 19h 32m | 1385 | 14 |
| 59 | Muse Spark 1.3 | 0.0173 | $532.50 | 628.8M | 1.0M | 20h 0m | 1552 | 1 |
| 60 | GLM-5.3 | 0.0173 | $236.98 | 874.4M | 1.4M | 19h 51m | 1908 | 31 |
| 61 | Claude Haiku 5.5 | 0.0173 | $35.40 | 562.3M | 2.6M | 7h 29m | 1185 | 5 |
| 62 | Grok 4.7 | 0.0164 | $349.50 | 343.9M | 1.4M | 11h 51m | 1349 | 8 |
| 63 | Grok 4.6 | 0.0117 | $262.00 | 255.9M | 1.7M | 13h 11m | 1039 | 20 |
| 64 | Kimi K3 | 0.0112 | $202.76 | 569.3M | 1.5M | 19h 50m | 1237 | 2 |
| 65 | Gemini 3.7 Flash | 0.0112 | $89.95 | 756.9M | 1.7M | 20h 0m | 1907 | 1 |
| 66 | GLM-5.3 | 0.0111 | $148.21 | 526.6M | 1.0M | 18h 49m | 1175 | 16 |
| 67 | DeepSeek V4 Flash Vision Exp | 0.0110 | $29.12 | 1761.2M | 2.9M | 19h 19m | 3911 | 24 |
| 68 | Qwen3.8-Max-0902 | 0.0057 | $36.03 | 58.6M | 3.4M | 19h 58m | 271 | 1 |
| 69 | DeepSeek V4 Flash Vision Exp | 0.0053 | $22.61 | 1343.5M | 2.5M | 19h 20m | 2867 | 26 |
| 70 | GLM-5.3 | 0.0049 | $108.31 | 386.0M | 1.3M | 16h 54m | 851 | 5 |
| 71 | DeepSeek V4 Flash Vision Exp | 0.0049 | $20.65 | 1205.0M | 2.5M | 19h 56m | 2498 | 19 |
| 72 | GLM-5.3 Flash | 0.0049 | $18.82 | 518.9M | 1.2M | 16h 54m | 1227 | 7 |
| 73 | Muse Spark 1.2 | 0.0049 | $36.55 | 207.9M | 989k | 3h 16m | 456 | 11 |
| 74 | Kimi K3 | 0.0049 | $158.40 | 411.0M | 1.7M | 20h 0m | 1010 | 1 |
| 75 | GLM-5.3 Flash | 0.0049 | $17.24 | 495.9M | 945k | 18h 11m | 1222 | 7 |
| 76 | DeepSeek V4 Flash Vision Exp | 0.0049 | $17.94 | 1097.8M | 1.6M | 18h 58m | 2348 | 14 |
| 77 | Gemini 3.7 Flash | 0.0049 | $62.15 | 472.1M | 1.5M | 20h 0m | 1139 | 1 |
| 78 | DeepSeek V4 Flash Vision Exp | 0.0049 | $20.78 | 1251.0M | 2.1M | 19h 4m | 2804 | 15 |
| 79 | Kimi K3 | 0.0049 | $190.49 | 508.0M | 1.5M | 19h 54m | 1111 | 9 |
| 80 | GLM-5.3 Flash | 0.0049 | $25.92 | 740.1M | 1.3M | 17h 17m | 1469 | 14 |
| 81 | GLM-5.3 Flash | 0.0047 | $19.42 | 522.2M | 1.2M | 17h 11m | 1230 | 5 |
| 82 | Muse Spark 1.2 | 0.0047 | $53.94 | 336.5M | 554k | 4h 31m | 660 | 7 |
| 83 | Grok 4.6 | 0.0046 | $267.41 | 252.9M | 1.7M | 10h 33m | 927 | 132 |
| 84 | GLM-5.3 | 0.0039 | $154.89 | 566.6M | 1.0M | 19h 45m | 1350 | 18 |
| 85 | Muse Spark 1.2 | 0.0038 | $13.60 | 58.8M | 346k | 1h 50m | 189 | 3 |
| 86 | Muse Spark 1.2 | 0.0033 | $35.75 | 222.8M | 379k | 2h 39m | 489 | 7 |
| 87 | Grok 4.6 | 0.0031 | $181.59 | 175.3M | 1.4M | 8h 20m | 693 | 24 |
| 88 | Gemini 3.7 Flash | 0.0024 | $124.70 | 1220.5M | 2.9M | 20h 0m | 2795 | 1 |
| 89 | Qwen3.8-Max | 0.0013 | $12.18 | 16.0M | 1.3M | 19h 33m | 130 | 1 |
| 90 | Gemini 3.8 Flash | 0.0013 | $151.24 | 1551.3M | 2.4M | 20h 0m | 3613 | 1 |
| 91 | Gemini 3.7 Flash | 0.0010 | $64.73 | 520.0M | 1.4M | 20h 0m | 1356 | 1 |
| 92 | Qwen3.8-Max-0902 | 0.0008 | $39.79 | 67.5M | 3.7M | 19h 56m | 275 | 6 |
| 93 | Qwen3.8-Max-0902 | 0.0008 | $36.61 | 60.3M | 3.5M | 20h 1m | 294 | 2 |
| 94 | Kimi K3 | 0.0008 | $195.88 | 529.5M | 1.7M | 20h 0m | 1266 | 2 |
| 95 | GLM-5.3 Flash | 0.0008 | $18.99 | 548.2M | 1.2M | 18h 12m | 1172 | 11 |
| 96 | Qwen3.8-Max-0902 | 0.0008 | $33.78 | 44.2M | 3.7M | 20h 1m | 226 | 1 |
| 97 | Qwen3.8-Max-0902 | 0.0006 | $33.01 | 43.7M | 3.6M | 20h 1m | 236 | 1 |
| 98 | Muse Spark 1.3 | 0.0002 | $572.11 | 638.9M | 1.2M | 19h 59m | 1384 | 1 |
| 99 | Qwen3.8-Max | 0.0001 | $13.81 | 19.3M | 1.5M | 19h 35m | 164 | 3 |
| 100 | Qwen3.8-Max | 0.0000 | $14.39 | 19.8M | 1.5M | 20h 1m | 160 | 1 |
| 101 | Inkling | 0.0000 | $14.16 | 14.7M | 37k | 1h 30m | 184 | 2 |
| 102 | Muse Spark 1.3 | 0.0000 | $486.57 | 544.5M | 845k | 19h 59m | 1421 | 1 |
| 103 | Qwen3.8-Max | 0.0000 | $9.18 | 10.7M | 1.0M | 19h 50m | 100 | 1 |
| 104 | Inkling | 0.0000 | $9.30 | 9.7M | 22k | 11m | 123 | 2 |
| 105 | Muse Spark 1.3 | 0.0000 | $536.44 | 601.3M | 1.3M | 19h 59m | 1324 | 1 |
| 106 | Inkling | 0.0000 | $12.08 | 12.6M | 23k | 14m | 161 | 2 |
| 107 | Qwen3.8-Max | 0.0000 | $13.72 | 18.7M | 1.5M | 18h 42m | 146 | 3 |
| 108 | Muse Spark 1.2 | 0.0000 | $18.50 | 97.7M | 207k | 1h 10m | 269 | 4 |
| 109 | Inkling | 0.0000 | $16.45 | 17.2M | 21k | 16m | 173 | 2 |
| 110 | Inkling | 0.0000 | $13.17 | 13.7M | 28k | 1h 27m | 186 | 2 |