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-5.6 | 0.1092 | $291.23 | 284.1M | 251k | 5h 12m | 616 | 12 |
| 2 | GPT-5.6 | 0.0675 | $443.00 | 437.3M | 281k | 6h 23m | 877 | 14 |
| 3 | GLM-5.3 | 0.0534 | $68.77 | 241.2M | 448k | 15h 36m | 650 | 8 |
| 4 | Muse Spark 1.2 | 0.0532 | $132.47 | 498.4M | 1.4M | 17h 13m | 1444 | 3 |
| 5 | Grok 4.6 | 0.0322 | $488.14 | 454.2M | 2.3M | 19h 33m | 1703 | 83 |
| 6 | Qwen3.8-Max | 0.0214 | $45.80 | 153.5M | 1.1M | 15h 59m | 715 | 7 |
| 7 | GLM-5.3 | 0.0211 | $67.37 | 244.9M | 383k | 14h 17m | 698 | 20 |
| 8 | Gemini 3.7 Flash | 0.0169 | $19.15 | 195.9M | 289k | 3h 33m | 505 | 4 |
| 9 | GPT-5.6 | 0.0168 | $283.36 | 279.0M | 247k | 6h 47m | 655 | 21 |
| 10 | Kimi K3 | 0.0103 | $110.14 | 311.1M | 507k | 20h 1m | 740 | 11 |
| 11 | Muse Spark 1.2 | 0.0099 | $100.58 | 403.5M | 1.7M | 11h 46m | 1193 | 8 |
| 12 | Muse Spark 1.2 | 0.0081 | $15.03 | 90.2M | 152k | 1h 36m | 211 | 7 |
| 13 | Qwen3.8-Max | 0.0081 | $33.42 | 99.7M | 1.3M | 15h 1m | 574 | 8 |
| 14 | Muse Spark 1.2 | 0.0047 | $67.55 | 167.8M | 657k | 12h 12m | 541 | 6 |
| 15 | Grok 4.6 | 0.0025 | $162.38 | 158.0M | 937k | 10h 27m | 649 | 14 |
| 16 | Grok 4.6 | 0.0012 | $313.02 | 296.5M | 1.9M | 18h 41m | 1120 | 19 |
| 17 | Grok 4.6 | 0.0007 | $96.00 | 91.3M | 481k | 3h 53m | 329 | 3 |
| 18 | Qwen3.8-Max | 0.0004 | $47.32 | 149.7M | 1.5M | 17h 59m | 651 | 3 |
| 19 | GLM-5.3 | 0.0004 | $46.58 | 170.2M | 369k | 10h 37m | 591 | 7 |
| 20 | GLM-5.3 | 0.0000 | $50.83 | 180.8M | 386k | 12h 52m | 576 | 4 |
| 21 | Claude Fable 5.1 | 0.0000 | $219.62 | 392.8M | 963k | 7h 58m | 844 | 9 |
| 22 | Muse Spark 1.2 | 0.0000 | $32.81 | 65.0M | 127k | 4h 50m | 276 | 3 |
| 23 | Claude Fable 5.1 | 0.0000 | $193.70 | 342.2M | 936k | 9h 59m | 820 | 11 |
| 24 | DeepSeek V4 Flash Vision Exp | 0.0000 | $2.44 | 138.4M | 299k | 9h 52m | 531 | 4 |
| 25 | DeepSeek V4 Flash Vision Exp | 0.0000 | $5.46 | 332.4M | 492k | 10h 53m | 782 | 15 |
| 26 | DeepSeek V4 Flash Vision Exp | 0.0000 | $3.59 | 206.9M | 443k | 9h 31m | 593 | 16 |
| 27 | Kimi K3 | 0.0000 | $185.83 | 517.0M | 1.5M | 20h 0m | 1188 | 13 |
| 28 | GPT-5.6 | 0.0000 | $109.76 | 114.5M | 139k | 5h 57m | 401 | 7 |
| 29 | Inkling | 0.0000 | $4.87 | 5.1M | 12k | 1h 40m | 92 | 3 |
| 30 | Claude Fable 5.1 | 0.0000 | $177.26 | 316.2M | 794k | 11h 11m | 833 | 9 |
| 31 | Kimi K3 | 0.0000 | $246.45 | 710.4M | 1.8M | 20h 0m | 1736 | 14 |
| 32 | GLM-5.3 | 0.0000 | $68.85 | 206.5M | 390k | 14h 23m | 607 | 17 |
| 33 | Inkling | 0.0000 | $7.60 | 8.0M | 10k | 1h 46m | 120 | 2 |
| 34 | Gemini 3.7 Flash | 0.0000 | $9.47 | 100.2M | 149k | 1h 43m | 316 | 4 |
| 35 | GPT-5.6 | 0.0000 | $182.18 | 175.0M | 189k | 6h 4m | 485 | 8 |
| 36 | Inkling | 0.0000 | $5.18 | 5.4M | 12k | 1h 28m | 91 | 2 |
| 37 | DeepSeek V4 Flash Vision Exp | 0.0000 | $3.41 | 198.5M | 360k | 8h 1m | 562 | 4 |
| 38 | Grok 4.6 | 0.0000 | $419.76 | 405.9M | 2.2M | 19h 4m | 1586 | 60 |
| 39 | Claude Fable 5.1 | 0.0000 | $182.53 | 329.2M | 746k | 9h 31m | 841 | 21 |
| 40 | Inkling | 0.0000 | $6.42 | 6.7M | 16k | 1h 12m | 100 | 1 |
| 41 | DeepSeek V4 Flash Vision Exp | 0.0000 | $3.54 | 209.2M | 364k | 8h 32m | 632 | 9 |
| 42 | Qwen3.8-Max | 0.0000 | $42.20 | 143.0M | 952k | 17h 51m | 604 | 1 |
| 43 | Kimi K3 | 0.0000 | $49.64 | 141.5M | 328k | 6h 19m | 529 | 7 |
| 44 | Inkling | 0.0000 | $14.76 | 15.4M | 36k | 34m | 194 | 2 |
| 45 | Gemini 3.7 Flash | 0.0000 | $9.02 | 85.7M | 143k | 1h 52m | 306 | 1 |
| 46 | Qwen3.8-Max | 0.0000 | $47.25 | 152.8M | 1.4M | 17h 10m | 642 | 3 |
| 47 | Gemini 3.7 Flash | 0.0000 | $12.58 | 90.8M | 182k | 4h 36m | 317 | 1 |
| 48 | Kimi K3 | 0.0000 | $124.72 | 355.5M | 911k | 15h 41m | 948 | 24 |
| 49 | Claude Fable 5.1 | 0.0000 | $226.14 | 406.3M | 953k | 11h 14m | 902 | 15 |
| 50 | Gemini 3.7 Flash | 0.0000 | $6.58 | 51.9M | 91k | 1h 41m | 296 | 4 |