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 | 0.3166 | $19.44 | 30.2M | 179k | 16h 28m | 214 | 8 |
| 2 | Claude Fable 5.1 | 0.3123 | $26.35 | 42.8M | 204k | 16h 51m | 240 | 12 |
| 3 | GPT-5.6 | 0.3119 | $41.21 | 43.5M | 133k | 5h 23m | 204 | 2 |
| 4 | Claude Fable 5.1 | 0.3116 | $13.99 | 21.5M | 133k | 17h 11m | 192 | 11 |
| 5 | Claude Fable 5.1 | 0.3057 | $16.57 | 26.2M | 144k | 13h 23m | 202 | 11 |
| 6 | Grok 4.6 | 0.3041 | $128.46 | 122.4M | 984k | 15h 5m | 545 | 23 |
| 7 | GPT-5.6 | 0.3039 | $14.10 | 19.5M | 85k | 2h 25m | 137 | 2 |
| 8 | GPT-5.6 | 0.2311 | $153.75 | 128.1M | 180k | 10h 45m | 298 | 17 |
| 9 | Grok 4.6 | 0.2265 | $217.69 | 204.9M | 1.2M | 19h 25m | 878 | 23 |
| 10 | GLM-5.3 | 0.2244 | $22.68 | 51.0M | 188k | 18h 6m | 315 | 2 |
| 11 | Claude Fable 5.1 | 0.2155 | $25.98 | 41.7M | 212k | 14h 56m | 237 | 10 |
| 12 | Grok 4.6 | 0.2107 | $132.86 | 129.3M | 708k | 19h 25m | 571 | 33 |
| 13 | GLM-5.3 | 0.2036 | $34.96 | 74.2M | 244k | 14h 55m | 372 | 2 |
| 14 | GPT-5.6 | 0.1902 | $64.35 | 67.7M | 163k | 7h 2m | 279 | 4 |
| 15 | GPT-5.6 | 0.1862 | $104.80 | 98.3M | 165k | 7h 53m | 318 | 8 |
| 16 | Grok 4.6 | 0.1844 | $95.16 | 83.3M | 284k | 18h 58m | 362 | 11 |
| 17 | DeepSeek V4 Flash Vision Exp | 0.1749 | $1.32 | 68.7M | 240k | 18h 36m | 359 | 6 |
| 18 | Muse Spark 1.2 | 0.1659 | $17.10 | 36.3M | 144k | 3h 7m | 130 | 6 |
| 19 | GLM-5.3 | 0.1492 | $27.34 | 90.5M | 318k | 15h 42m | 371 | 3 |
| 20 | Qwen3.8-Max | 0.1460 | $13.18 | 43.8M | 302k | 19h 37m | 333 | 7 |
| 21 | Grok 4.6 | 0.1245 | $71.38 | 67.2M | 365k | 9h 53m | 293 | 10 |
| 22 | Muse Spark 1.2 | 0.1175 | $9.52 | 47.7M | 272k | 3h 44m | 183 | 8 |
| 23 | Gemini 3.7 Flash | 0.1130 | $4.87 | 33.1M | 132k | 3h 51m | 226 | 1 |
| 24 | Gemini 3.7 Flash | 0.1121 | $12.12 | 51.3M | 122k | 7h 24m | 312 | 4 |
| 25 | Kimi K3 | 0.1102 | $14.90 | 32.2M | 173k | 18h 22m | 254 | 3 |
| 26 | GLM-5.3 | 0.1032 | $33.80 | 77.7M | 262k | 19h 7m | 353 | 2 |
| 27 | Muse Spark 1.2 | 0.1011 | $11.96 | 61.9M | 415k | 4h 37m | 241 | 3 |
| 28 | Qwen3.8-Max | 0.0985 | $20.47 | 70.2M | 412k | 18h 53m | 478 | 2 |
| 29 | Gemini 3.7 Flash | 0.0948 | $9.93 | 38.7M | 111k | 7h 46m | 266 | 5 |
| 30 | Gemini 3.7 Flash | 0.0854 | $10.11 | 35.8M | 110k | 7h 53m | 303 | 1 |
| 31 | DeepSeek V4 Flash Vision Exp | 0.0826 | $1.73 | 93.5M | 273k | 12h 25m | 457 | 2 |
| 32 | GLM-5.3 | 0.0000 | $49.90 | 134.3M | 340k | 19h 4m | 469 | 21 |
| 33 | Qwen3.8-Max | 0.0000 | $13.84 | 45.7M | 331k | 19h 21m | 336 | 2 |
| 34 | Inkling | 0.0000 | $5.29 | 5.5M | 26k | 1h 28m | 151 | 1 |
| 35 | Qwen3.8-Max | 0.0000 | $27.96 | 99.7M | 412k | 19h 32m | 527 | 4 |
| 36 | Muse Spark 1.2 | 0.0000 | $13.11 | 77.0M | 195k | 5h 0m | 202 | 3 |
| 37 | Inkling | 0.0000 | $5.01 | 5.2M | 28k | 1h 29m | 128 | 1 |
| 38 | Gemini 3.7 Flash | 0.0000 | $12.20 | 48.7M | 173k | 7h 50m | 285 | 2 |
| 39 | Muse Spark 1.2 | 0.0000 | $16.36 | 73.7M | 275k | 2h 42m | 244 | 7 |
| 40 | Inkling | 0.0000 | $6.23 | 6.3M | 53k | 2h 6m | 139 | 1 |
| 41 | Qwen3.8-Max | 0.0000 | $8.55 | 26.2M | 281k | 19h 56m | 242 | 1 |
| 42 | Inkling | 0.0000 | $5.31 | 5.5M | 23k | 2h 3m | 134 | 2 |
| 43 | Inkling | 0.0000 | $5.42 | 5.6M | 24k | 1h 30m | 116 | 1 |