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 | 0.9756 | $115.01 | 354.9M | 1.7M | 9h 7m | 784 | 13 |
| 2 | Claude Sonnet 5.5 | 0.9756 | $170.72 | 658.9M | 3.1M | 17h 11m | 1438 | 15 |
| 3 | Claude Opus 5.5 | 0.9756 | $120.52 | 382.4M | 1.7M | 11h 39m | 867 | 25 |
| 4 | Claude Opus 5.5 | 0.9594 | $109.78 | 339.6M | 1.6M | 7h 33m | 786 | 12 |
| 5 | Claude Opus 5.5 | 0.9512 | $58.52 | 152.7M | 1.1M | 4h 44m | 350 | 6 |
| 6 | Claude Sonnet 5.5 | 0.9512 | $124.72 | 468.1M | 2.5M | 11h 1m | 1054 | 5 |
| 7 | Claude Fable 5.1 | 0.9431 | $100.68 | 158.8M | 876k | 5h 35m | 408 | 11 |
| 8 | Claude Sonnet 5.5 | 0.9431 | $92.52 | 348.6M | 1.8M | 7h 56m | 748 | 15 |
| 9 | Claude Sonnet 5.5 | 0.9431 | $139.31 | 539.0M | 2.5M | 15h 11m | 1141 | 12 |
| 10 | GPT-6 Astra | 0.9350 | $571.91 | 270.6M | 494k | 3h 53m | 570 | 4 |
| 11 | Claude Opus 5.5 | 0.9350 | $70.36 | 204.4M | 1.1M | 5h 26m | 460 | 11 |
| 12 | Claude Fable 5.1 | 0.9350 | $63.80 | 99.1M | 584k | 3h 4m | 218 | 8 |
| 13 | Claude Sonnet 5.5 | 0.9350 | $154.31 | 585.2M | 2.9M | 17h 40m | 1295 | 15 |
| 14 | GPT-6 Astra | 0.9350 | $540.43 | 256.4M | 446k | 3h 37m | 544 | 4 |
| 15 | Claude Fable 5.1 | 0.9268 | $63.95 | 99.7M | 578k | 3h 23m | 222 | 5 |
| 16 | Claude Fable 5.1 | 0.9187 | $72.59 | 116.9M | 580k | 4h 7m | 245 | 5 |
| 17 | Gemini 4 Argon | 0.9187 | $119.37 | 259.0M | 1.1M | 10h 5m | 645 | 1 |
| 18 | Gemini 4 Argon | 0.9106 | $303.04 | 318.6M | 1.2M | 11h 58m | 691 | 2 |
| 19 | Claude Fable 5.1 | 0.9106 | $77.90 | 124.4M | 643k | 3h 55m | 256 | 4 |
| 20 | Gemini 4 Argon | 0.9024 | $154.81 | 373.7M | 1.6M | 12h 47m | 887 | 2 |
| 21 | Gemini 4 Argon | 0.9024 | $388.42 | 369.1M | 1.6M | 13h 39m | 867 | 6 |
| 22 | Gemini 4 Argon | 0.8699 | $138.25 | 365.2M | 1.5M | 10h 38m | 856 | 2 |
| 23 | GPT-6 Astra | 0.8699 | $378.55 | 179.5M | 449k | 3h 11m | 459 | 5 |
| 24 | Claude Fable 5 | 0.8699 | $390.43 | 293.5M | 1.3M | 11h 49m | 656 | 10 |
| 25 | GPT-6 Astra | 0.8699 | $279.05 | 132.3M | 363k | 2h 37m | 372 | 4 |
| 26 | Claude Fable 5 | 0.8618 | $392.73 | 295.7M | 1.3M | 10h 46m | 658 | 9 |
| 27 | GPT-6 Astra | 0.8293 | $299.55 | 142.9M | 339k | 2h 28m | 402 | 4 |
| 28 | Claude Opus 5 | 0.8211 | $159.35 | 224.3M | 1.3M | 7h 45m | 513 | 7 |
| 29 | Claude Fable 5 | 0.8211 | $384.44 | 289.9M | 1.3M | 12h 52m | 660 | 5 |
| 30 | Claude Opus 5 | 0.8211 | $245.12 | 359.5M | 1.8M | 15h 10m | 826 | 19 |
| 31 | Claude Opus 5 | 0.8130 | $286.81 | 434.1M | 1.9M | 15h 11m | 970 | 12 |
| 32 | Claude Opus 5 | 0.8130 | $184.58 | 276.3M | 1.3M | 15h 20m | 620 | 7 |
| 33 | Claude Fable 5 | 0.8049 | $335.99 | 247.3M | 1.2M | 10h 59m | 581 | 7 |
| 34 | Claude Fable 5 | 0.7967 | $346.56 | 252.2M | 1.3M | 13h 4m | 602 | 9 |
| 35 | Claude Haiku 5.5 | 0.7886 | $28.18 | 430.1M | 2.5M | 14h 14m | 967 | 8 |
| 36 | Claude Opus 5 | 0.7886 | $115.90 | 152.7M | 1.1M | 6h 12m | 390 | 8 |
| 37 | Claude Haiku 5.5 | 0.7724 | $22.74 | 342.2M | 2.1M | 12h 39m | 720 | 5 |
| 38 | Claude Haiku 5.5 | 0.7073 | $23.96 | 363.4M | 2.1M | 14h 34m | 775 | 3 |
| 39 | Claude Haiku 5.5 | 0.6341 | $29.37 | 441.9M | 2.7M | 11h 2m | 943 | 8 |
| 40 | Grok 4.7 | 0.6179 | $248.05 | 251.2M | 1.1M | 11h 32m | 1086 | 16 |
| 41 | Claude Haiku 5.5 | 0.6179 | $20.61 | 295.8M | 2.1M | 11h 25m | 642 | 7 |
| 42 | GPT-5.6 Sol | 0.5203 | $304.21 | 296.3M | 260k | 4h 50m | 606 | 9 |
| 43 | GPT-5.6 Sol | 0.4634 | $57.42 | 64.9M | 189k | 2h 47m | 279 | 13 |
| 44 | Grok 4.7 | 0.4553 | $566.99 | 570.1M | 2.1M | 20h 0m | 2281 | 1 |
| 45 | Gemini 3.8 Flash | 0.4553 | $73.38 | 570.9M | 924k | 15h 34m | 1436 | 4 |
| 46 | GPT-5.6 Sol | 0.4553 | $120.99 | 116.9M | 214k | 5h 5m | 404 | 8 |
| 47 | Gemini 3.8 Flash | 0.4390 | $64.68 | 501.7M | 861k | 10h 34m | 1229 | 2 |
| 48 | Muse Spark 1.3 | 0.4228 | $418.71 | 442.8M | 1.1M | 20h 0m | 1119 | 1 |
| 49 | Muse Spark 1.3 | 0.4228 | $514.22 | 583.5M | 1.3M | 19h 59m | 1415 | 1 |
| 50 | GPT-5.6 Sol | 0.4065 | $104.97 | 107.5M | 204k | 3h 16m | 391 | 10 |
| 51 | Grok 4.6 | 0.3984 | $196.95 | 181.0M | 1.6M | 13h 51m | 681 | 14 |
| 52 | Gemini 3.8 Flash | 0.3577 | $44.62 | 399.0M | 781k | 9h 40m | 979 | 7 |
| 53 | Muse Spark 1.3 | 0.3577 | $352.28 | 387.2M | 1.4M | 19h 43m | 1153 | 3 |
| 54 | Grok 4.6 | 0.3008 | $282.67 | 273.1M | 1.6M | 13h 49m | 976 | 40 |
| 55 | Grok 4.7 | 0.2764 | $412.96 | 420.2M | 1.8M | 14h 39m | 1779 | 17 |
| 56 | Grok 4.6 | 0.2683 | $1211.08 | 1191.6M | 2.2M | 19h 59m | 3559 | 243 |
| 57 | Kimi K3 | 0.2602 | $75.00 | 147.3M | 1.2M | 19h 51m | 428 | 1 |
| 58 | GLM-5.3 | 0.1707 | $145.94 | 507.1M | 1.3M | 19h 30m | 1082 | 13 |
| 59 | Gemini 3.7 Flash | 0.1545 | $46.71 | 314.3M | 747k | 10h 28m | 740 | 2 |
| 60 | Muse Spark 1.3 | 0.1463 | $336.34 | 348.3M | 1.1M | 19h 35m | 939 | 9 |
| 61 | GLM-5.3 | 0.1382 | $132.96 | 476.8M | 1.3M | 19h 42m | 984 | 12 |
| 62 | GLM-5.3 | 0.1301 | $108.12 | 382.4M | 1.3M | 19h 32m | 838 | 2 |
| 63 | Gemini 3.8 Flash | 0.1301 | $76.16 | 654.7M | 1.0M | 15h 23m | 1694 | 6 |
| 64 | Grok 4.7 | 0.1138 | $593.38 | 588.6M | 2.1M | 20h 0m | 2376 | 1 |
| 65 | Grok 4.6 | 0.1057 | $123.16 | 111.5M | 1.7M | 10h 28m | 429 | 13 |
| 66 | Gemini 3.8 Flash | 0.1057 | $39.41 | 364.3M | 690k | 7h 35m | 868 | 4 |
| 67 | Grok 4.6 | 0.0976 | $96.14 | 88.3M | 1.1M | 7h 19m | 360 | 12 |
| 68 | Gemini 3.7 Flash | 0.0976 | $71.79 | 423.8M | 777k | 17h 50m | 948 | 3 |
| 69 | Grok 4.7 | 0.0650 | $449.65 | 416.6M | 1.1M | 20h 0m | 1517 | 11 |
| 70 | Gemini 3.7 Flash | 0.0650 | $36.49 | 288.8M | 712k | 6h 10m | 725 | 2 |
| 71 | GLM-5.3 | 0.0650 | $123.53 | 403.7M | 1.6M | 19h 19m | 957 | 11 |
| 72 | GLM-5.3 Flash | 0.0569 | $14.19 | 350.7M | 1.3M | 17h 49m | 793 | 3 |
| 73 | Kimi K3 | 0.0488 | $160.13 | 415.5M | 1.7M | 20h 0m | 999 | 1 |
| 74 | Muse Spark 1.2 | 0.0244 | $48.27 | 287.1M | 1.0M | 3h 0m | 598 | 1 |
| 75 | Kimi K3 | 0.0244 | $100.42 | 211.3M | 1.8M | 20h 0m | 566 | 1 |
| 76 | Muse Spark 1.3 | 0.0163 | $435.17 | 464.8M | 1.2M | 19h 59m | 1196 | 1 |
| 77 | Kimi K3 | 0.0081 | $131.87 | 355.0M | 1.3M | 19h 56m | 785 | 6 |
| 78 | GLM-5.3 Flash | 0.0081 | $17.03 | 435.1M | 1.2M | 17h 59m | 1065 | 16 |
| 79 | Qwen3.8-Max | 0.0000 | $48.53 | 146.5M | 1.8M | 19h 49m | 431 | 1 |
| 80 | Qwen3.8-Max-0902 | 0.0000 | $27.89 | 47.8M | 2.0M | 20h 3m | 236 | 1 |
| 81 | DeepSeek V4 Flash Vision Exp | 0.0000 | $7.62 | 422.1M | 1.1M | 12h 5m | 912 | 6 |
| 82 | Gemini 3.7 Flash | 0.0000 | $51.00 | 393.0M | 804k | 11h 3m | 1002 | 4 |
| 83 | Kimi K3 | 0.0000 | $72.76 | 158.2M | 1.2M | 20h 1m | 418 | 1 |
| 84 | Muse Spark 1.2 | 0.0000 | $22.08 | 58.0M | 685k | 1h 30m | 194 | 3 |
| 85 | Qwen3.8-Max | 0.0000 | $54.35 | 159.6M | 2.3M | 19h 59m | 413 | 1 |
| 86 | Qwen3.8-Max | 0.0000 | $33.37 | 86.6M | 1.8M | 19h 52m | 301 | 2 |
| 87 | GLM-5.3 Flash | 0.0000 | $10.99 | 299.0M | 1.2M | 12h 18m | 713 | 5 |
| 88 | Gemini 3.7 Flash | 0.0000 | $24.96 | 238.1M | 690k | 3h 15m | 539 | 2 |
| 89 | GLM-5.3 Flash | 0.0000 | $9.30 | 218.2M | 1.0M | 15h 25m | 600 | 4 |
| 90 | Inkling | 0.0000 | $18.68 | 19.4M | 66k | 28m | 186 | 2 |
| 91 | DeepSeek V4 Flash Vision Exp | 0.0000 | $6.14 | 336.4M | 959k | 16h 29m | 853 | 10 |
| 92 | Qwen3.8-Max-0902 | 0.0000 | $30.52 | 39.7M | 2.0M | 20h 1m | 194 | 1 |
| 93 | Inkling | 0.0000 | $22.94 | 24.0M | 46k | 17m | 274 | 1 |
| 94 | DeepSeek V4 Flash Vision Exp | 0.0000 | $4.17 | 227.6M | 660k | 6h 35m | 447 | 3 |
| 95 | GPT-5.6 Sol | 0.0000 | $210.32 | 203.5M | 250k | 6h 57m | 577 | 6 |
| 96 | Inkling | 0.0000 | $8.19 | 8.5M | 35k | 16m | 142 | 1 |
| 97 | Muse Spark 1.2 | 0.0000 | $8.00 | 39.5M | 393k | 1h 21m | 166 | 2 |
| 98 | Qwen3.8-Max-0902 | 0.0000 | $26.48 | 47.3M | 2.3M | 20h 5m | 231 | 1 |
| 99 | Inkling | 0.0000 | $9.25 | 9.5M | 49k | 17m | 146 | 2 |
| 100 | Qwen3.8-Max-0902 | 0.0000 | $32.89 | 67.0M | 2.0M | 20h 5m | 285 | 1 |
| 101 | DeepSeek V4 Flash Vision Exp | 0.0000 | $6.64 | 359.4M | 1.1M | 12h 22m | 882 | 5 |
| 102 | GLM-5.3 | 0.0000 | $103.68 | 348.9M | 1.2M | 19h 23m | 795 | 14 |
| 103 | GLM-5.3 Flash | 0.0000 | $7.12 | 187.9M | 1.1M | 14h 19m | 562 | 4 |
| 104 | DeepSeek V4 Flash Vision Exp | 0.0000 | $6.97 | 389.0M | 1.0M | 14h 29m | 887 | 5 |
| 105 | Muse Spark 1.2 | 0.0000 | $5.45 | 30.5M | 131k | 29m | 160 | 3 |
| 106 | Qwen3.8-Max | 0.0000 | $35.43 | 95.7M | 1.8M | 20h 1m | 338 | 1 |
| 107 | Inkling | 0.0000 | $9.32 | 9.6M | 44k | 15m | 138 | 2 |
| 108 | Muse Spark 1.2 | 0.0000 | $10.30 | 54.9M | 392k | 1h 20m | 248 | 4 |
| 109 | Qwen3.8-Max-0902 | 0.0000 | $26.30 | 38.4M | 2.1M | 20h 8m | 222 | 1 |
| 110 | Qwen3.8-Max | 0.0000 | $11.62 | 13.4M | 1.3M | 19h 53m | 112 | 1 |