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 | 0.5217 | $188.61 | 792.1M | 2.3M | 19h 20m | 1836 | 19 |
| 2 | Claude Sonnet 5.5 | 0.4700 | $138.58 | 570.3M | 1.8M | 19h 30m | 1309 | 10 |
| 3 | Gemini 4 Argon | 0.4043 | $256.70 | 491.0M | 1.5M | 20h 49m | 1116 | 24 |
| 4 | Claude Opus 5.5 | 0.3651 | $135.88 | 506.9M | 1.2M | 19h 1m | 1217 | 34 |
| 5 | Claude Sonnet 5.5 | 0.3536 | $165.14 | 693.2M | 2.0M | 18h 53m | 1535 | 3 |
| 6 | Claude Fable 5.1 | 0.3484 | $166.03 | 303.2M | 604k | 16h 29m | 825 | 13 |
| 7 | Claude Fable 5.1 | 0.3356 | $233.87 | 425.4M | 876k | 16h 37m | 1021 | 18 |
| 8 | GPT-6 Astra | 0.3006 | $2589.93 | 1231.7M | 1.9M | 19h 38m | 2587 | 122 |
| 9 | Claude Opus 5.5 | 0.2984 | $145.49 | 543.9M | 1.3M | 18h 43m | 1227 | 39 |
| 10 | Claude Opus 5 | 0.2915 | $236.87 | 396.3M | 962k | 16h 44m | 955 | 7 |
| 11 | Claude Fable 5.1 | 0.2852 | $199.91 | 365.0M | 723k | 15h 17m | 974 | 15 |
| 12 | Claude Opus 5.5 | 0.2828 | $138.56 | 513.8M | 1.3M | 19h 19m | 1211 | 30 |
| 13 | Claude Sonnet 5.5 | 0.2621 | $131.90 | 545.0M | 1.7M | 19h 41m | 1250 | 18 |
| 14 | Claude Fable 5 | 0.2501 | $498.77 | 425.9M | 919k | 16h 22m | 1061 | 44 |
| 15 | Claude Opus 5.5 | 0.2500 | $129.78 | 475.1M | 1.3M | 18h 48m | 1162 | 27 |
| 16 | GPT-6 Astra | 0.2357 | $2732.07 | 1287.7M | 2.4M | 19h 34m | 2829 | 97 |
| 17 | Gemini 4 Argon | 0.2201 | $298.10 | 572.4M | 2.1M | 20h 43m | 1256 | 24 |
| 18 | GPT-6 Astra | 0.2194 | $2585.69 | 1232.6M | 2.0M | 18h 22m | 2643 | 79 |
| 19 | Claude Opus 5.5 | 0.2063 | $105.12 | 402.9M | 850k | 17h 7m | 905 | 27 |
| 20 | Claude Fable 5.1 | 0.2009 | $170.71 | 311.4M | 625k | 17h 11m | 813 | 17 |
| 21 | Gemini 4 Argon | 0.1959 | $361.37 | 454.4M | 1.3M | 17h 22m | 1002 | 27 |
| 22 | Claude Sonnet 5.5 | 0.1812 | $160.59 | 674.3M | 1.9M | 17h 6m | 1513 | 4 |
| 23 | Claude Fable 5 | 0.1789 | $444.68 | 370.1M | 951k | 17h 14m | 918 | 22 |
| 24 | GPT-6 Astra | 0.1650 | $2812.60 | 1334.7M | 2.3M | 19h 56m | 2934 | 92 |
| 25 | Claude Opus 5 | 0.1550 | $162.82 | 258.1M | 858k | 16h 52m | 679 | 10 |
| 26 | Claude Haiku 5.5 | 0.1347 | $36.63 | 614.9M | 2.1M | 17h 29m | 1443 | 8 |
| 27 | Gemini 4 Argon | 0.1238 | $407.04 | 524.2M | 1.6M | 20h 47m | 1255 | 28 |
| 28 | Claude Opus 5 | 0.1213 | $221.80 | 357.8M | 1.1M | 16h 0m | 789 | 12 |
| 29 | Claude Opus 5 | 0.0902 | $217.40 | 355.4M | 1.0M | 14h 55m | 890 | 16 |
| 30 | Claude Haiku 5.5 | 0.0815 | $13.27 | 217.3M | 900k | 5h 19m | 586 | 1 |
| 31 | Gemini 3.7 Flash | 0.0802 | $35.86 | 231.6M | 242k | 6h 15m | 574 | 20 |
| 32 | Kimi K3 | 0.0603 | $148.59 | 441.7M | 786k | 16h 22m | 1028 | 15 |
| 33 | Claude Fable 5 | 0.0600 | $397.22 | 333.0M | 807k | 17h 59m | 852 | 28 |
| 34 | Kimi K3 | 0.0478 | $126.89 | 362.2M | 801k | 17h 53m | 936 | 9 |
| 35 | DeepSeek V4 Flash Vision Exp | 0.0237 | $8.27 | 504.6M | 723k | 9h 18m | 1260 | 11 |
| 36 | Muse Spark 1.3 | 0.0231 | $411.74 | 433.6M | 529k | 18h 32m | 875 | 4 |
| 37 | Gemini 3.8 Flash | 0.0215 | $33.75 | 333.3M | 357k | 7h 19m | 852 | 10 |
| 38 | Muse Spark 1.3 | 0.0192 | $411.77 | 452.6M | 517k | 18h 56m | 944 | 8 |
| 39 | Gemini 3.7 Flash | 0.0189 | $20.57 | 157.5M | 204k | 2h 49m | 432 | 17 |
| 40 | GPT-5.6 Sol | 0.0176 | $225.59 | 218.6M | 216k | 6h 56m | 506 | 6 |
| 41 | Muse Spark 1.3 | 0.0168 | $495.72 | 581.2M | 737k | 19h 59m | 1530 | 3 |
| 42 | GLM-5.3 | 0.0162 | $93.99 | 346.3M | 474k | 11h 28m | 766 | 2 |
| 43 | Claude Haiku 5.5 | 0.0152 | $18.59 | 304.3M | 1.2M | 8h 22m | 679 | 2 |
| 44 | Kimi K3 | 0.0132 | $145.36 | 415.9M | 1.0M | 20h 3m | 1079 | 7 |
| 45 | GLM-5.3 | 0.0129 | $109.37 | 311.0M | 484k | 17h 22m | 770 | 9 |
| 46 | Qwen3.8-Max | 0.0117 | $41.08 | 108.0M | 2.2M | 18h 38m | 484 | 6 |
| 47 | GLM-5.3 Flash | 0.0115 | $9.01 | 238.7M | 447k | 10h 39m | 679 | 4 |
| 48 | Gemini 3.7 Flash | 0.0110 | $23.00 | 164.8M | 188k | 4h 11m | 495 | 19 |
| 49 | GLM-5.3 Flash | 0.0109 | $12.92 | 356.8M | 427k | 14h 26m | 958 | 4 |
| 50 | DeepSeek V4 Flash Vision Exp | 0.0107 | $5.01 | 303.8M | 439k | 7h 50m | 723 | 8 |
| 51 | GLM-5.3 | 0.0102 | $60.68 | 223.7M | 392k | 7h 14m | 615 | 4 |
| 52 | Qwen3.8-Max-0902 | 0.0080 | $64.48 | 159.6M | 3.9M | 19h 22m | 453 | 1 |
| 53 | Gemini 3.8 Flash | 0.0078 | $39.55 | 408.0M | 435k | 8h 49m | 1021 | 22 |
| 54 | DeepSeek V4 Flash Vision Exp | 0.0030 | $5.08 | 311.7M | 419k | 8h 3m | 781 | 6 |
| 55 | Qwen3.8-Max-0902 | 0.0007 | $62.21 | 152.4M | 3.8M | 19h 36m | 511 | 2 |
| 56 | Grok 4.6 | 0.0000 | $113.60 | 103.4M | 918k | 9h 35m | 426 | 6 |
| 57 | Inkling | 0.0000 | $8.38 | 8.8M | 12k | 55m | 94 | 1 |
| 58 | Gemini 3.8 Flash | 0.0000 | $49.95 | 454.4M | 486k | 9h 11m | 1075 | 17 |
| 59 | Muse Spark 1.3 | 0.0000 | $472.59 | 577.9M | 275k | 18h 58m | 1276 | 12 |
| 60 | Grok 4.7 | 0.0000 | $645.99 | 652.2M | 2.1M | 20h 0m | 2589 | 15 |
| 61 | GPT-5.6 Sol | 0.0000 | $297.21 | 276.6M | 238k | 7h 17m | 549 | 5 |
| 62 | Muse Spark 1.2 | 0.0000 | $33.79 | 127.0M | 205k | 10h 23m | 356 | 5 |
| 63 | Gemini 3.8 Flash | 0.0000 | $54.64 | 599.7M | 676k | 11h 22m | 1488 | 23 |
| 64 | Claude Haiku 5.5 | 0.0000 | $17.35 | 279.6M | 1.2M | 8h 20m | 635 | 4 |
| 65 | GLM-5.3 Flash | 0.0000 | $9.07 | 226.2M | 412k | 9h 11m | 645 | 4 |
| 66 | Qwen3.8-Max-0902 | 0.0000 | $41.40 | 90.2M | 3.0M | 20h 1m | 362 | 2 |
| 67 | Muse Spark 1.2 | 0.0000 | $18.72 | 115.3M | 194k | 3h 23m | 350 | 4 |
| 68 | Qwen3.8-Max | 0.0000 | $34.88 | 81.5M | 2.3M | 20h 0m | 413 | 1 |
| 69 | Kimi K3 | 0.0000 | $136.80 | 389.4M | 1.1M | 20h 0m | 1006 | 19 |
| 70 | GLM-5.3 Flash | 0.0000 | $9.52 | 253.8M | 421k | 12h 41m | 720 | 2 |
| 71 | Claude Opus 5 | 0.0000 | $223.36 | 369.6M | 980k | 18h 26m | 878 | 18 |
| 72 | Qwen3.8-Max-0902 | 0.0000 | $33.03 | 53.9M | 3.1M | 20h 1m | 263 | 1 |
| 73 | Gemini 4 Argon | 0.0000 | $212.69 | 506.0M | 1.7M | 20h 46m | 1184 | 27 |
| 74 | Gemini 3.7 Flash | 0.0000 | $30.61 | 210.1M | 211k | 5h 15m | 593 | 21 |
| 75 | GPT-5.6 Sol | 0.0000 | $234.61 | 222.5M | 240k | 7h 38m | 461 | 5 |
| 76 | Qwen3.8-Max-0902 | 0.0000 | $33.18 | 49.8M | 3.3M | 20h 0m | 260 | 1 |
| 77 | Grok 4.6 | 0.0000 | $240.25 | 234.7M | 1.3M | 16h 47m | 895 | 24 |
| 78 | Inkling | 0.0000 | $13.75 | 14.4M | 22k | 1h 40m | 135 | 2 |
| 79 | Muse Spark 1.3 | 0.0000 | $394.96 | 454.8M | 322k | 15h 45m | 1021 | 12 |
| 80 | Claude Fable 5 | 0.0000 | $391.33 | 323.6M | 852k | 17h 7m | 849 | 24 |
| 81 | Kimi K3 | 0.0000 | $136.72 | 403.0M | 752k | 19h 8m | 1147 | 11 |
| 82 | Grok 4.7 | 0.0000 | $228.14 | 230.9M | 694k | 6h 44m | 948 | 7 |
| 83 | Inkling | 0.0000 | $11.79 | 12.4M | 15k | 1h 2m | 121 | 1 |
| 84 | Muse Spark 1.2 | 0.0000 | $87.58 | 303.3M | 711k | 10h 13m | 562 | 5 |
| 85 | GPT-5.6 Sol | 0.0000 | $212.19 | 205.4M | 208k | 5h 52m | 461 | 5 |
| 86 | Inkling | 0.0000 | $8.24 | 8.6M | 21k | 30m | 104 | 2 |
| 87 | DeepSeek V4 Flash Vision Exp | 0.0000 | $3.68 | 220.8M | 344k | 8h 44m | 670 | 8 |
| 88 | Inkling | 0.0000 | $13.82 | 14.5M | 21k | 59m | 137 | 2 |
| 89 | Grok 4.6 | 0.0000 | $138.74 | 131.9M | 1.2M | 8h 47m | 587 | 6 |
| 90 | Gemini 3.8 Flash | 0.0000 | $43.81 | 479.7M | 493k | 7h 38m | 1152 | 19 |
| 91 | Claude Fable 5.1 | 0.0000 | $232.11 | 427.5M | 765k | 16h 0m | 1023 | 35 |
| 92 | Grok 4.7 | 0.0000 | $477.48 | 483.7M | 1.5M | 16h 55m | 1975 | 20 |
| 93 | Grok 4.6 | 0.0000 | $138.58 | 127.2M | 927k | 7h 29m | 488 | 9 |
| 94 | Muse Spark 1.2 | 0.0000 | $76.77 | 223.4M | 655k | 10h 10m | 450 | 7 |
| 95 | Muse Spark 1.2 | 0.0000 | $49.18 | 242.6M | 532k | 8h 28m | 495 | 9 |
| 96 | Claude Haiku 5.5 | 0.0000 | $32.91 | 562.1M | 1.7M | 19h 9m | 1233 | 14 |
| 97 | Qwen3.8-Max | 0.0000 | $43.78 | 119.5M | 2.2M | 18h 46m | 496 | 2 |
| 98 | Qwen3.8-Max | 0.0000 | $50.74 | 159.1M | 1.7M | 16h 16m | 624 | 4 |
| 99 | GLM-5.3 | 0.0000 | $110.08 | 353.7M | 515k | 18h 43m | 761 | 18 |
| 100 | Grok 4.7 | 0.0000 | $635.61 | 634.0M | 1.8M | 19h 42m | 2545 | 20 |
| 101 | Gemini 3.7 Flash | 0.0000 | $47.46 | 341.2M | 378k | 8h 44m | 828 | 22 |
| 102 | GLM-5.3 Flash | 0.0000 | $13.40 | 389.9M | 465k | 13h 31m | 921 | 2 |
| 103 | Grok 4.6 | 0.0000 | $108.30 | 103.9M | 740k | 6h 37m | 447 | 6 |
| 104 | DeepSeek V4 Flash Vision Exp | 0.0000 | $4.87 | 296.6M | 422k | 6h 43m | 730 | 3 |
| 105 | Claude Fable 5 | 0.0000 | $346.79 | 290.6M | 710k | 18h 28m | 737 | 21 |
| 106 | GLM-5.3 | 0.0000 | $69.79 | 258.7M | 392k | 7h 49m | 703 | 7 |
| 107 | Grok 4.7 | 0.0000 | $640.87 | 669.7M | 1.8M | 19h 25m | 2877 | 27 |
| 108 | GPT-5.6 Sol | 0.0000 | $355.12 | 344.3M | 254k | 10h 32m | 627 | 3 |
| 109 | Qwen3.8-Max | 0.0000 | $42.54 | 115.4M | 2.2M | 20h 0m | 491 | 1 |