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 Fable 5.1 | 0.5126 | $87.17 | 154.8M | 404k | 6h 52m | 408 | 12 |
| 2 | Claude Fable 5.1 | 0.4984 | $96.24 | 173.0M | 403k | 7h 34m | 486 | 21 |
| 3 | GPT-5.6 | 0.4857 | $119.18 | 111.7M | 242k | 2h 5m | 299 | 11 |
| 4 | GPT-5.6 | 0.4839 | $170.16 | 165.0M | 275k | 4h 12m | 432 | 9 |
| 5 | Claude Fable 5.1 | 0.4822 | $86.06 | 152.3M | 409k | 8h 44m | 402 | 23 |
| 6 | Claude Fable 5.1 | 0.4767 | $88.31 | 156.7M | 413k | 3h 39m | 397 | 10 |
| 7 | GPT-5.6 | 0.4428 | $157.87 | 150.8M | 208k | 2h 34m | 354 | 9 |
| 8 | GPT-5.6 | 0.4295 | $132.32 | 126.4M | 240k | 4h 1m | 369 | 6 |
| 9 | Grok 4.6 | 0.3789 | $466.11 | 391.2M | 2.0M | 19h 43m | 1488 | 73 |
| 10 | Claude Fable 5.1 | 0.3738 | $86.02 | 153.2M | 388k | 5h 28m | 424 | 9 |
| 11 | Grok 4.6 | 0.3048 | $106.12 | 86.0M | 725k | 5h 58m | 378 | 5 |
| 12 | GPT-5.6 | 0.2890 | $179.27 | 154.6M | 213k | 9h 23m | 357 | 5 |
| 13 | GLM-5.3 | 0.1976 | $71.12 | 251.5M | 765k | 18h 56m | 654 | 15 |
| 14 | Grok 4.6 | 0.1779 | $108.45 | 87.9M | 851k | 6h 23m | 344 | 15 |
| 15 | Grok 4.6 | 0.1175 | $125.27 | 104.6M | 768k | 11h 27m | 446 | 9 |
| 16 | GLM-5.3 | 0.1013 | $57.78 | 201.7M | 793k | 14h 16m | 531 | 13 |
| 17 | Qwen3.8-Max | 0.0882 | $56.82 | 135.8M | 1.2M | 18h 54m | 506 | 1 |
| 18 | GLM-5.3 | 0.0590 | $53.37 | 163.6M | 430k | 17h 18m | 373 | 6 |
| 19 | Inkling | 0.0335 | $2.61 | 2.6M | 26k | 1h 16m | 72 | 2 |
| 20 | GLM-5.3 | 0.0311 | $89.97 | 246.3M | 519k | 19h 15m | 495 | 13 |
| 21 | Grok 4.6 | 0.0252 | $77.16 | 60.3M | 816k | 4h 29m | 271 | 13 |
| 22 | Inkling | 0.0203 | $2.91 | 2.9M | 46k | 1h 53m | 87 | 2 |
| 23 | Kimi K3 | 0.0000 | $126.53 | 346.0M | 738k | 19h 31m | 778 | 8 |
| 24 | Qwen3.8-Max | 0.0000 | $80.65 | 199.9M | 2.1M | 18h 39m | 673 | 1 |
| 25 | Gemini 3.7 Flash | 0.0000 | $7.82 | 66.5M | 374k | 1h 5m | 279 | 1 |
| 26 | Gemini 3.7 Flash | 0.0000 | $8.33 | 59.1M | 343k | 2h 40m | 282 | 3 |
| 27 | Inkling | 0.0000 | $3.24 | 3.2M | 40k | 1h 45m | 103 | 1 |
| 28 | Gemini 3.7 Flash | 0.0000 | $5.61 | 40.2M | 288k | 59m | 224 | 2 |
| 29 | Muse Spark 1.2 | 0.0000 | $26.92 | 100.5M | 603k | 1h 48m | 377 | 5 |
| 30 | DeepSeek V4 Flash Vision Exp | 0.0000 | $4.83 | 277.6M | 638k | 5h 11m | 644 | 13 |
| 31 | Muse Spark 1.2 | 0.0000 | $12.08 | 49.7M | 275k | 1h 6m | 250 | 8 |
| 32 | DeepSeek V4 Flash Vision Exp | 0.0000 | $3.23 | 179.6M | 479k | 19h 58m | 466 | 1 |
| 33 | DeepSeek V4 Flash Vision Exp | 0.0000 | $3.55 | 189.8M | 629k | 6h 0m | 485 | 3 |
| 34 | Qwen3.8-Max | 0.0000 | $115.97 | 289.9M | 2.1M | 19h 35m | 811 | 1 |
| 35 | Qwen3.8-Max | 0.0000 | $102.79 | 307.3M | 1.7M | 19h 10m | 794 | 2 |
| 36 | Gemini 3.7 Flash | 0.0000 | $6.64 | 48.6M | 323k | 1h 55m | 247 | 1 |
| 37 | Kimi K3 | 0.0000 | $140.38 | 372.9M | 1.4M | 19h 51m | 925 | 26 |
| 38 | Inkling | 0.0000 | $2.84 | 2.7M | 69k | 45m | 82 | 2 |
| 39 | Muse Spark 1.2 | 0.0000 | $16.11 | 78.5M | 517k | 1h 19m | 309 | 4 |
| 40 | Qwen3.8-Max | 0.0000 | $61.40 | 180.5M | 1.6M | 20h 1m | 551 | 1 |
| 41 | Inkling | 0.0000 | $1.80 | 1.8M | 26k | 14m | 79 | 2 |
| 42 | Muse Spark 1.2 | 0.0000 | $13.70 | 75.9M | 319k | 1h 35m | 305 | 3 |
| 43 | Kimi K3 | 0.0000 | $122.14 | 346.5M | 798k | 19h 47m | 793 | 8 |
| 44 | Gemini 3.7 Flash | 0.0000 | $7.40 | 56.9M | 413k | 1h 21m | 266 | 2 |
| 45 | DeepSeek V4 Flash Vision Exp | 0.0000 | $4.28 | 248.4M | 549k | 14h 16m | 593 | 8 |
| 46 | Kimi K3 | 0.0000 | $117.31 | 316.7M | 1.0M | 19h 47m | 806 | 6 |
| 47 | Kimi K3 | 0.0000 | $105.21 | 273.3M | 660k | 20h 0m | 548 | 3 |
| 48 | GLM-5.3 | 0.0000 | $94.15 | 290.7M | 465k | 18h 52m | 627 | 11 |
| 49 | DeepSeek V4 Flash Vision Exp | 0.0000 | $5.35 | 314.7M | 642k | 14h 37m | 709 | 3 |
| 50 | Muse Spark 1.2 | 0.0000 | $16.58 | 87.1M | 508k | 2h 14m | 321 | 6 |