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 | 0.8047 | $233.16 | 850.8M | 2.4M | 15h 14m | 1758 | 71 |
| 2 | Claude Fable 5 | 0.7799 | $660.65 | 527.2M | 1.8M | 19h 20m | 1251 | 46 |
| 3 | Claude Sonnet 5.5 | 0.7156 | $145.32 | 582.0M | 2.3M | 15h 31m | 1253 | 17 |
| 4 | Claude Opus 5.5 | 0.7133 | $179.28 | 606.1M | 2.3M | 14h 58m | 1384 | 20 |
| 5 | Claude Sonnet 5.5 | 0.7089 | $104.14 | 409.0M | 1.8M | 9h 58m | 905 | 8 |
| 6 | Claude Opus 5.5 | 0.6801 | $255.81 | 936.5M | 2.6M | 17h 42m | 2064 | 87 |
| 7 | Claude Sonnet 5.5 | 0.6732 | $123.96 | 482.0M | 2.2M | 17h 39m | 1064 | 21 |
| 8 | Claude Sonnet 5.5 | 0.6432 | $111.15 | 436.3M | 1.9M | 12h 32m | 911 | 14 |
| 9 | Gemini 4 Argon | 0.6081 | $51.02 | 180.3M | 915k | 5h 20m | 388 | 8 |
| 10 | Gemini 4 Argon | 0.5881 | $18.38 | 71.0M | 446k | 2h 16m | 160 | 9 |
| 11 | Gemini 4 Argon | 0.5870 | $86.35 | 125.1M | 819k | 4h 40m | 340 | 4 |
| 12 | Claude Fable 5.1 | 0.5674 | $350.25 | 628.4M | 1.5M | 16h 3m | 1456 | 82 |
| 13 | Claude Sonnet 5.5 | 0.5673 | $154.38 | 620.0M | 2.4M | 16h 46m | 1326 | 6 |
| 14 | Gemini 4 Argon | 0.5630 | $26.24 | 74.9M | 691k | 2h 55m | 198 | 9 |
| 15 | Claude Fable 5.1 | 0.5395 | $313.80 | 554.2M | 1.5M | 11h 26m | 1289 | 34 |
| 16 | Claude Opus 5 | 0.5365 | $422.53 | 667.4M | 2.4M | 15h 22m | 1491 | 47 |
| 17 | Claude Opus 5 | 0.5236 | $756.50 | 1269.1M | 3.2M | 19h 11m | 2743 | 94 |
| 18 | Claude Opus 5 | 0.5183 | $561.01 | 908.7M | 2.8M | 16h 42m | 2090 | 66 |
| 19 | Claude Opus 5 | 0.5083 | $502.07 | 801.8M | 2.6M | 18h 34m | 1852 | 60 |
| 20 | Claude Opus 5 | 0.5030 | $470.72 | 762.4M | 2.3M | 16h 43m | 1656 | 45 |
| 21 | Claude Fable 5.1 | 0.4885 | $375.68 | 676.2M | 1.5M | 17h 3m | 1505 | 50 |
| 22 | Claude Opus 5.5 | 0.4775 | $212.18 | 685.7M | 2.9M | 15h 26m | 1659 | 63 |
| 23 | Claude Opus 5.5 | 0.4760 | $260.62 | 918.4M | 2.9M | 17h 55m | 2043 | 64 |
| 24 | Gemini 4 Argon | 0.4643 | $17.19 | 66.1M | 478k | 2h 17m | 158 | 4 |
| 25 | Claude Fable 5.1 | 0.4469 | $289.07 | 503.7M | 1.5M | 13h 41m | 1156 | 50 |
| 26 | Claude Fable 5 | 0.4435 | $891.44 | 742.6M | 2.0M | 15h 20m | 1639 | 82 |
| 27 | GPT-5.6 Sol | 0.3847 | $146.13 | 140.6M | 311k | 2h 25m | 439 | 7 |
| 28 | Claude Fable 5 | 0.3547 | $517.42 | 421.8M | 1.3M | 18h 48m | 902 | 36 |
| 29 | Grok 4.7 | 0.3527 | $861.01 | 886.1M | 3.3M | 19h 22m | 3633 | 135 |
| 30 | Claude Fable 5 | 0.3358 | $480.59 | 387.1M | 1.3M | 13h 47m | 845 | 26 |
| 31 | Claude Haiku 5.5 | 0.3300 | $46.90 | 739.9M | 3.7M | 9h 50m | 1627 | 7 |
| 32 | GPT-5.6 Sol | 0.3225 | $67.06 | 75.3M | 223k | 1h 44m | 326 | 9 |
| 33 | GPT-5.6 Sol | 0.3025 | $18.35 | 26.1M | 127k | 53m | 144 | 4 |
| 34 | GPT-6 Astra | 0.2941 | $510.01 | 240.5M | 518k | 4h 1m | 542 | 7 |
| 35 | Claude Fable 5.1 | 0.2880 | $179.04 | 308.9M | 1.0M | 10h 29m | 755 | 12 |
| 36 | GPT-5.6 Sol | 0.2868 | $49.11 | 53.9M | 193k | 1h 32m | 238 | 5 |
| 37 | GPT-6 Astra | 0.2776 | $415.35 | 191.6M | 517k | 3h 32m | 444 | 6 |
| 38 | GPT-5.6 Sol | 0.2751 | $110.05 | 104.7M | 243k | 2h 24m | 350 | 7 |
| 39 | GPT-6 Astra | 0.2744 | $177.86 | 83.5M | 336k | 2h 10m | 283 | 5 |
| 40 | Claude Fable 5 | 0.2667 | $556.53 | 463.3M | 1.2M | 18h 41m | 912 | 25 |
| 41 | Gemini 3.7 Flash | 0.2399 | $41.35 | 394.7M | 960k | 4h 30m | 1009 | 6 |
| 42 | GLM-5.3 | 0.2372 | $181.79 | 673.8M | 1.1M | 8h 14m | 1501 | 3 |
| 43 | GLM-5.3 | 0.2303 | $183.58 | 670.1M | 1.1M | 9h 50m | 1460 | 18 |
| 44 | Claude Haiku 5.5 | 0.2257 | $53.36 | 858.1M | 3.9M | 16h 29m | 1827 | 36 |
| 45 | GLM-5.3 | 0.1823 | $327.58 | 1209.3M | 1.8M | 18h 23m | 2635 | 46 |
| 46 | Kimi K3 | 0.1778 | $238.01 | 679.3M | 1.8M | 19h 52m | 1588 | 83 |
| 47 | GLM-5.3 | 0.1583 | $236.28 | 865.5M | 1.6M | 18h 53m | 1991 | 34 |
| 48 | Grok 4.7 | 0.1576 | $386.43 | 383.9M | 880k | 5h 16m | 1277 | 13 |
| 49 | Gemini 3.7 Flash | 0.1572 | $41.30 | 358.7M | 785k | 6h 1m | 899 | 5 |
| 50 | Claude Haiku 5.5 | 0.1556 | $46.19 | 751.2M | 3.1M | 15h 48m | 1610 | 16 |
| 51 | Gemini 3.7 Flash | 0.1555 | $24.69 | 216.5M | 877k | 2h 56m | 624 | 2 |
| 52 | GPT-6 Astra | 0.1534 | $13.19 | 6.7M | 92k | 53m | 62 | 4 |
| 53 | GPT-6 Astra | 0.1516 | $19.33 | 10.3M | 134k | 38m | 78 | 3 |
| 54 | Kimi K3 | 0.1513 | $169.56 | 484.2M | 1.2M | 19h 34m | 1155 | 16 |
| 55 | Grok 4.6 | 0.1479 | $150.76 | 148.7M | 804k | 4h 11m | 580 | 26 |
| 56 | Grok 4.6 | 0.1393 | $108.10 | 108.1M | 736k | 4h 5m | 435 | 11 |
| 57 | Claude Haiku 5.5 | 0.1387 | $35.67 | 574.8M | 2.5M | 9h 45m | 1282 | 8 |
| 58 | Kimi K3 | 0.1288 | $173.14 | 509.0M | 1.1M | 13h 23m | 1149 | 28 |
| 59 | Gemini 3.8 Flash | 0.1280 | $22.80 | 229.1M | 416k | 2h 32m | 541 | 2 |
| 60 | Gemini 3.8 Flash | 0.1047 | $29.07 | 295.3M | 541k | 5h 49m | 791 | 3 |
| 61 | Grok 4.6 | 0.1022 | $79.42 | 75.8M | 516k | 2h 56m | 273 | 7 |
| 62 | Muse Spark 1.3 | 0.0996 | $565.41 | 641.8M | 1.1M | 19h 58m | 1422 | 16 |
| 63 | Gemini 3.8 Flash | 0.0991 | $27.80 | 282.7M | 663k | 2h 44m | 771 | 17 |
| 64 | DeepSeek V4 Flash Vision Exp | 0.0891 | $17.04 | 1034.3M | 1.6M | 6h 42m | 2273 | 6 |
| 65 | Claude Haiku 5.5 | 0.0877 | $18.92 | 306.6M | 1.3M | 3h 20m | 649 | 8 |
| 66 | Muse Spark 1.3 | 0.0752 | $635.38 | 703.6M | 636k | 19h 52m | 1342 | 3 |
| 67 | Gemini 3.8 Flash | 0.0565 | $31.04 | 299.7M | 611k | 3h 45m | 818 | 4 |
| 68 | DeepSeek V4 Flash Vision Exp | 0.0545 | $16.46 | 992.0M | 1.7M | 6h 43m | 2222 | 11 |
| 69 | Muse Spark 1.3 | 0.0491 | $376.25 | 2119.7M | 1.7M | 19h 47m | 4639 | 144 |
| 70 | Muse Spark 1.3 | 0.0092 | $609.32 | 704.0M | 1.1M | 19h 57m | 1497 | 2 |
| 71 | Qwen3.8-Max-0902 | 0.0000 | $53.45 | 131.0M | 3.2M | 20h 1m | 378 | 1 |
| 72 | Muse Spark 1.2 | 0.0000 | $40.00 | 150.5M | 651k | 3h 23m | 388 | 3 |
| 73 | Muse Spark 1.2 | 0.0000 | $41.66 | 132.7M | 956k | 3h 49m | 473 | 3 |
| 74 | Inkling | 0.0000 | $23.47 | 24.5M | 46k | 39m | 359 | 2 |
| 75 | Muse Spark 1.2 | 0.0000 | $16.54 | 87.9M | 378k | 1h 23m | 309 | 3 |
| 76 | Qwen3.8-Max | 0.0000 | $21.15 | 36.8M | 1.9M | 20h 0m | 260 | — |
| 77 | GLM-5.3 Flash | 0.0000 | $22.01 | 646.4M | 1.1M | 19h 18m | 1514 | 1 |
| 78 | GLM-5.3 Flash | 0.0000 | $23.47 | 725.1M | 1.2M | 15h 11m | 1632 | 14 |
| 79 | Inkling | 0.0000 | $3.70 | 3.7M | 39k | 18m | 85 | 2 |
| 80 | Qwen3.8-Max | 0.0000 | $16.28 | 22.3M | 1.7M | 19h 46m | 202 | — |
| 81 | Gemini 3.7 Flash | 0.0000 | $33.92 | 328.7M | 960k | 2h 58m | 810 | 20 |
| 82 | Qwen3.8-Max-0902 | 0.0000 | $42.48 | 90.3M | 3.1M | 19h 53m | 348 | 4 |
| 83 | DeepSeek V4 Flash Vision Exp | 0.0000 | $13.51 | 827.8M | 1.3M | 5h 43m | 1720 | 13 |
| 84 | DeepSeek V4 Flash Vision Exp | 0.0000 | $21.93 | 1323.6M | 2.2M | 8h 50m | 3095 | 7 |
| 85 | Gemini 3.7 Flash | 0.0000 | $29.56 | 325.1M | 599k | 2h 10m | 830 | 2 |
| 86 | GLM-5.3 Flash | 0.0000 | $28.19 | 886.8M | 1.2M | 17h 12m | 2083 | 25 |
| 87 | DeepSeek V4 Flash Vision Exp | 0.0000 | $33.36 | 1965.0M | 3.8M | 19h 31m | 4102 | 48 |
| 88 | Kimi K3 | 0.0000 | $214.44 | 584.8M | 1.8M | 20h 0m | 1459 | 1 |
| 89 | Inkling | 0.0000 | $18.36 | 19.0M | 75k | 47m | 251 | 4 |
| 90 | GLM-5.3 Flash | 0.0000 | $25.76 | 811.2M | 1.4M | 20h 0m | 2421 | 7 |
| 91 | Grok 4.7 | 0.0000 | $77.71 | 79.6M | 493k | 2h 16m | 325 | 4 |
| 92 | Grok 4.7 | 0.0000 | $35.69 | 33.2M | 254k | 1h 17m | 139 | 5 |
| 93 | Qwen3.8-Max | 0.0000 | $19.23 | 33.9M | 1.7M | 19h 53m | 233 | 1 |
| 94 | Qwen3.8-Max-0902 | 0.0000 | $36.15 | 60.0M | 3.4M | 20h 0m | 280 | 3 |
| 95 | Grok 4.6 | 0.0000 | $93.77 | 99.5M | 677k | 3h 26m | 435 | 10 |
| 96 | Muse Spark 1.2 | 0.0000 | $39.83 | 172.4M | 582k | 3h 18m | 559 | 6 |
| 97 | Qwen3.8-Max-0902 | 0.0000 | $95.18 | 281.1M | 3.9M | 19h 0m | 632 | 3 |
| 98 | Inkling | 0.0000 | $3.58 | 3.6M | 31k | 16m | 74 | 2 |
| 99 | Qwen3.8-Max | 0.0000 | $25.12 | 46.8M | 2.2M | 19h 55m | 301 | — |
| 100 | Gemini 3.8 Flash | 0.0000 | $35.42 | 341.5M | 629k | 6h 5m | 907 | 2 |
| 101 | Qwen3.8-Max-0902 | 0.0000 | $38.42 | 73.2M | 3.2M | 20h 0m | 340 | 2 |
| 102 | Muse Spark 1.2 | 0.0000 | $32.92 | 157.9M | 806k | 3h 52m | 344 | 3 |
| 103 | Grok 4.6 | 0.0000 | $71.78 | 70.3M | 399k | 1h 58m | 277 | 5 |
| 104 | GLM-5.3 Flash | 0.0000 | $21.51 | 630.1M | 971k | 19h 59m | 1458 | 2 |
| 105 | Qwen3.8-Max | 0.0000 | $13.06 | 14.1M | 1.6M | 19h 35m | 156 | — |
| 106 | Inkling | 0.0000 | $3.11 | 3.2M | 24k | 13m | 82 | 3 |
| 107 | Kimi K3 | 0.0000 | $256.75 | 739.1M | 1.4M | 20h 0m | 1576 | 1 |
| 108 | Muse Spark 1.3 | 0.0000 | $571.21 | 716.3M | 974k | 19h 59m | 1683 | 2 |
| 109 | GLM-5.3 | 0.0000 | $216.67 | 774.3M | 1.6M | 16h 7m | 1754 | 19 |
| 110 | Grok 4.7 | 0.0000† | $83.03 | 79.6M | 516k | 2h 36m | 314 | 13 |
† score adjusted by manual review; the trace's Judge tab carries the measured score and the rationale.