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 | 0.6319 | $2653.82 | 1245.9M | 2.6M | 19h 52m | 2769 | 39 |
| 2 | GPT-6 Astra | 0.6316 | $2364.83 | 1112.0M | 2.4M | 19h 31m | 2539 | 51 |
| 3 | GPT-6 Astra | 0.6308 | $1877.69 | 889.9M | 1.7M | 16h 9m | 1997 | 31 |
| 4 | GPT-6 Astra | 0.6304 | $348.12 | 162.7M | 418k | 3h 11m | 442 | 4 |
| 5 | Claude Opus 5.5 | 0.6243 | $92.07 | 333.9M | 907k | 9h 5m | 810 | 28 |
| 6 | Gemini 4 Argon | 0.6242 | $58.63 | 165.8M | 890k | 6h 8m | 418 | 2 |
| 7 | GPT-6 Astra | 0.6223 | $321.27 | 149.5M | 395k | 3h 5m | 401 | 4 |
| 8 | Claude Opus 5.5 | 0.6219 | $106.45 | 401.8M | 928k | 15h 53m | 977 | 39 |
| 9 | Claude Sonnet 5.5 | 0.6210 | $169.39 | 673.2M | 2.7M | 19h 1m | 1510 | 2 |
| 10 | Claude Opus 5.5 | 0.6162 | $99.16 | 365.9M | 934k | 14h 38m | 876 | 24 |
| 11 | Claude Sonnet 5.5 | 0.6129 | $163.92 | 638.8M | 2.8M | 17h 56m | 1433 | 20 |
| 12 | Claude Sonnet 5.5 | 0.6127 | $143.11 | 580.3M | 2.1M | 18h 52m | 1315 | 29 |
| 13 | Claude Sonnet 5.5 | 0.6036 | $144.28 | 579.6M | 2.2M | 18h 20m | 1325 | 8 |
| 14 | Gemini 4 Argon | 0.5920 | $39.04 | 128.3M | 687k | 6h 49m | 357 | 3 |
| 15 | Claude Sonnet 5.5 | 0.5773 | $121.18 | 495.6M | 1.7M | 19h 1m | 1108 | 10 |
| 16 | Claude Opus 5.5 | 0.5538 | $119.85 | 454.9M | 1.0M | 14h 11m | 1016 | 41 |
| 17 | Gemini 4 Argon | 0.5407 | $63.97 | 191.0M | 855k | 6h 41m | 464 | 3 |
| 18 | Claude Opus 5.5 | 0.5128 | $94.50 | 346.2M | 909k | 11h 7m | 864 | 12 |
| 19 | Claude Fable 5.1 | 0.5126 | $87.17 | 154.8M | 404k | 6h 52m | 408 | 12 |
| 20 | Claude Opus 5 | 0.5001 | $197.63 | 316.4M | 1.0M | 15h 45m | 730 | 24 |
| 21 | Claude Fable 5.1 | 0.4984 | $96.24 | 173.0M | 403k | 7h 34m | 486 | 21 |
| 22 | GPT-5.6 Sol | 0.4857 | $119.18 | 111.7M | 242k | 2h 5m | 299 | 11 |
| 23 | GPT-5.6 Sol | 0.4839 | $170.16 | 165.0M | 275k | 4h 12m | 432 | 9 |
| 24 | Claude Fable 5.1 | 0.4822 | $86.06 | 152.3M | 409k | 8h 44m | 402 | 23 |
| 25 | Claude Fable 5.1 | 0.4767 | $88.31 | 156.7M | 413k | 3h 39m | 397 | 10 |
| 26 | Claude Opus 5 | 0.4607 | $210.30 | 340.0M | 1.1M | 18h 37m | 821 | 19 |
| 27 | Gemini 4 Argon | 0.4552 | $134.67 | 137.5M | 744k | 5h 5m | 372 | 3 |
| 28 | GPT-5.6 Sol | 0.4428 | $157.87 | 150.8M | 208k | 2h 34m | 354 | 9 |
| 29 | Claude Fable 5 | 0.4405 | $329.75 | 265.7M | 842k | 18h 32m | 627 | 21 |
| 30 | Claude Opus 5 | 0.4307 | $172.30 | 276.6M | 886k | 18h 12m | 665 | 10 |
| 31 | GPT-5.6 Sol | 0.4295 | $132.32 | 126.4M | 240k | 4h 1m | 369 | 6 |
| 32 | Claude Haiku 5.5 | 0.4124 | $12.19 | 184.2M | 1.1M | 9h 13m | 452 | 3 |
| 33 | Muse Spark 1.3 | 0.3826 | $317.27 | 411.4M | 767k | 19h 50m | 1032 | 4 |
| 34 | Grok 4.6 | 0.3789 | $466.11 | 391.2M | 2.0M | 19h 43m | 1488 | 73 |
| 35 | Claude Fable 5.1 | 0.3738 | $86.02 | 153.2M | 388k | 5h 28m | 424 | 9 |
| 36 | Claude Fable 5 | 0.3600 | $264.94 | 218.2M | 625k | 12h 41m | 435 | 18 |
| 37 | Muse Spark 1.3 | 0.3439 | $236.90 | 672.0M | 957k | 19h 49m | 1569 | 5 |
| 38 | Claude Fable 5 | 0.3089 | $197.41 | 157.5M | 532k | 18h 2m | 369 | 13 |
| 39 | Claude Haiku 5.5 | 0.3050 | $9.22 | 147.7M | 647k | 7h 56m | 307 | 2 |
| 40 | Grok 4.6 | 0.3048 | $106.12 | 86.0M | 725k | 5h 58m | 378 | 5 |
| 41 | GPT-5.6 Sol | 0.2890 | $179.27 | 154.6M | 213k | 9h 23m | 357 | 5 |
| 42 | Claude Haiku 5.5 | 0.2612 | $6.70 | 101.8M | 570k | 4h 14m | 252 | 2 |
| 43 | Claude Opus 5 | 0.2573 | $170.72 | 274.5M | 864k | 18h 25m | 685 | 12 |
| 44 | Claude Haiku 5.5 | 0.2379 | $13.72 | 212.9M | 1.2M | 10h 26m | 529 | 24 |
| 45 | Gemini 4 Argon | 0.2214 | $64.59 | 161.0M | 705k | 6h 32m | 420 | 3 |
| 46 | GLM-5.3 | 0.1976 | $71.12 | 251.5M | 765k | 18h 56m | 654 | 15 |
| 47 | Grok 4.6 | 0.1779 | $108.45 | 87.9M | 851k | 6h 23m | 344 | 15 |
| 48 | Claude Fable 5 | 0.1348 | $215.61 | 174.0M | 561k | 17h 21m | 402 | 12 |
| 49 | Claude Haiku 5.5 | 0.1195 | $6.94 | 107.1M | 566k | 4h 29m | 260 | 2 |
| 50 | Grok 4.6 | 0.1175 | $125.27 | 104.6M | 768k | 11h 27m | 446 | 9 |
| 51 | Gemini 3.8 Flash | 0.1105 | $14.99 | 133.6M | 331k | 1h 42m | 403 | 3 |
| 52 | GLM-5.3 | 0.1013 | $57.78 | 201.7M | 793k | 14h 16m | 531 | 13 |
| 53 | Qwen3.8-Max | 0.0882 | $56.82 | 135.8M | 1.2M | 18h 54m | 506 | 1 |
| 54 | Gemini 3.8 Flash | 0.0820 | $13.08 | 117.4M | 334k | 1h 20m | 368 | 3 |
| 55 | Claude Opus 5 | 0.0762 | $115.37 | 188.1M | 559k | 19h 9m | 407 | 11 |
| 56 | GLM-5.3 | 0.0590 | $53.37 | 163.6M | 430k | 17h 18m | 373 | 6 |
| 57 | Muse Spark 1.3 | 0.0370 | $445.62 | 445.7M | 615k | 19h 19m | 857 | 8 |
| 58 | Qwen3.8-Max-0902 | 0.0341 | $31.78 | 57.0M | 1.5M | 20h 7m | 298 | 1 |
| 59 | Inkling | 0.0335 | $2.61 | 2.6M | 26k | 1h 16m | 72 | 2 |
| 60 | GLM-5.3 | 0.0311 | $89.97 | 246.3M | 519k | 19h 15m | 495 | 13 |
| 61 | Claude Fable 5 | 0.0276 | $244.97 | 201.6M | 586k | 17h 26m | 457 | 16 |
| 62 | Qwen3.8-Max-0902 | 0.0275 | $32.69 | 59.4M | 1.3M | 20h 2m | 303 | 1 |
| 63 | Grok 4.6 | 0.0252 | $77.16 | 60.3M | 816k | 4h 29m | 271 | 13 |
| 64 | Inkling | 0.0203 | $2.91 | 2.9M | 46k | 1h 53m | 87 | 2 |
| 65 | Grok 4.7 | 0.0086 | $81.17 | 79.8M | 486k | 3h 8m | 332 | 5 |
| 66 | Kimi K3 | 0.0000 | $126.53 | 346.0M | 738k | 19h 31m | 778 | 8 |
| 67 | Muse Spark 1.3 | 0.0000 | $518.18 | 574.1M | 1.1M | 19h 44m | 1290 | 6 |
| 68 | Qwen3.8-Max | 0.0000 | $80.65 | 199.9M | 2.1M | 18h 39m | 673 | 1 |
| 69 | Gemini 3.7 Flash | 0.0000 | $7.82 | 66.5M | 374k | 1h 5m | 279 | 1 |
| 70 | Grok 4.7 | 0.0000 | $342.95 | 338.0M | 1.2M | 19h 47m | 1370 | 39 |
| 71 | Qwen3.8-Max-0902 | 0.0000 | $38.36 | 77.8M | 1.3M | 20h 2m | 345 | 1 |
| 72 | Gemini 3.7 Flash | 0.0000 | $8.33 | 59.1M | 343k | 2h 40m | 282 | 3 |
| 73 | Inkling | 0.0000 | $3.24 | 3.2M | 40k | 1h 45m | 103 | 1 |
| 74 | Gemini 3.7 Flash | 0.0000 | $5.61 | 40.2M | 288k | 59m | 224 | 2 |
| 75 | Gemini 3.8 Flash | 0.0000 | $8.11 | 76.9M | 253k | 1h 6m | 299 | 5 |
| 76 | Qwen3.8-Max-0902 | 0.0000 | $30.67 | 66.2M | 1.6M | 20h 2m | 268 | 1 |
| 77 | Muse Spark 1.2 | 0.0000 | $26.92 | 100.5M | 603k | 1h 48m | 377 | 5 |
| 78 | DeepSeek V4 Flash Vision Exp | 0.0000 | $4.83 | 277.6M | 638k | 5h 11m | 644 | 13 |
| 79 | Muse Spark 1.2 | 0.0000 | $12.08 | 49.7M | 275k | 1h 6m | 250 | 8 |
| 80 | DeepSeek V4 Flash Vision Exp | 0.0000 | $3.23 | 179.6M | 479k | 19h 58m | 466 | 1 |
| 81 | GLM-5.3 Flash | 0.0000 | $8.45 | 217.9M | 542k | 13h 37m | 520 | 3 |
| 82 | DeepSeek V4 Flash Vision Exp | 0.0000 | $3.55 | 189.8M | 629k | 6h 0m | 485 | 3 |
| 83 | Qwen3.8-Max | 0.0000 | $115.97 | 289.9M | 2.1M | 19h 35m | 811 | 1 |
| 84 | Qwen3.8-Max | 0.0000 | $102.79 | 307.3M | 1.7M | 19h 10m | 794 | 2 |
| 85 | Gemini 3.7 Flash | 0.0000 | $6.64 | 48.6M | 323k | 1h 55m | 247 | 1 |
| 86 | Grok 4.7 | 0.0000 | $282.03 | 285.1M | 1.2M | 19h 51m | 1191 | 49 |
| 87 | Qwen3.8-Max-0902 | 0.0000 | $28.07 | 61.6M | 1.3M | 20h 0m | 287 | 1 |
| 88 | Kimi K3 | 0.0000 | $140.38 | 372.9M | 1.4M | 19h 51m | 925 | 26 |
| 89 | Gemini 3.8 Flash | 0.0000 | $8.70 | 83.2M | 282k | 1h 15m | 312 | 1 |
| 90 | Inkling | 0.0000 | $2.84 | 2.7M | 69k | 45m | 82 | 2 |
| 91 | Muse Spark 1.2 | 0.0000 | $16.11 | 78.5M | 517k | 1h 19m | 309 | 4 |
| 92 | Qwen3.8-Max | 0.0000 | $61.40 | 180.5M | 1.6M | 20h 1m | 551 | 1 |
| 93 | GLM-5.3 Flash | 0.0000 | $10.25 | 278.8M | 597k | 10h 31m | 596 | 8 |
| 94 | Inkling | 0.0000 | $1.80 | 1.8M | 26k | 14m | 79 | 2 |
| 95 | Muse Spark 1.2 | 0.0000 | $13.70 | 75.9M | 319k | 1h 35m | 305 | 3 |
| 96 | GLM-5.3 Flash | 0.0000 | $13.39 | 288.1M | 552k | 17h 55m | 640 | 19 |
| 97 | Grok 4.7 | 0.0000 | $61.25 | 64.2M | 387k | 4h 4m | 335 | 5 |
| 98 | Kimi K3 | 0.0000 | $122.14 | 346.5M | 798k | 19h 47m | 793 | 8 |
| 99 | Gemini 3.7 Flash | 0.0000 | $7.40 | 56.9M | 413k | 1h 21m | 266 | 2 |
| 100 | DeepSeek V4 Flash Vision Exp | 0.0000 | $4.28 | 248.4M | 549k | 14h 16m | 593 | 8 |
| 101 | Kimi K3 | 0.0000 | $117.31 | 316.7M | 1.0M | 19h 47m | 806 | 6 |
| 102 | Kimi K3 | 0.0000 | $105.21 | 273.3M | 660k | 20h 0m | 548 | 3 |
| 103 | Grok 4.7 | 0.0000 | $79.86 | 85.0M | 390k | 6h 4m | 384 | 13 |
| 104 | Gemini 3.8 Flash | 0.0000 | $17.30 | 177.6M | 409k | 1h 51m | 471 | 5 |
| 105 | Muse Spark 1.3 | 0.0000 | $449.88 | 491.2M | 832k | 19h 52m | 1176 | 2 |
| 106 | GLM-5.3 Flash | 0.0000 | $7.94 | 248.0M | 455k | 19h 56m | 595 | 7 |
| 107 | GLM-5.3 | 0.0000 | $94.15 | 290.7M | 465k | 18h 52m | 627 | 11 |
| 108 | DeepSeek V4 Flash Vision Exp | 0.0000 | $5.35 | 314.7M | 642k | 14h 37m | 709 | 3 |
| 109 | GLM-5.3 Flash | 0.0000 | $12.92 | 278.9M | 847k | 19h 47m | 687 | 1 |
| 110 | Muse Spark 1.2 | 0.0000 | $16.58 | 87.1M | 508k | 2h 14m | 321 | 6 |