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 | 0.5457 | $12.11 | 18.5M | 118k | 17h 49m | 156 | 8 |
| 2 | Claude Fable 5.1 | 0.5346 | $11.41 | 17.0M | 120k | 17h 44m | 158 | 7 |
| 3 | GPT-5.6 | 0.5247 | $44.19 | 53.3M | 154k | 7h 34m | 267 | 3 |
| 4 | Claude Fable 5.1 | 0.5104 | $17.60 | 28.7M | 134k | 17h 45m | 230 | 11 |
| 5 | GPT-5.6 | 0.5065 | $80.65 | 78.5M | 178k | 15h 57m | 339 | 11 |
| 6 | GPT-5.6 | 0.4952 | $59.62 | 69.7M | 147k | 15h 37m | 359 | 3 |
| 7 | Claude Fable 5.1 | 0.4905 | $10.29 | 15.1M | 114k | 17h 40m | 140 | 7 |
| 8 | Claude Fable 5.1 | 0.4889 | $10.86 | 15.6M | 125k | 15h 34m | 138 | 6 |
| 9 | GLM-5.3 | 0.4816 | $35.34 | 125.4M | 361k | 17h 30m | 462 | 11 |
| 10 | GLM-5.3 | 0.4802 | $31.62 | 79.0M | 303k | 18h 9m | 361 | 1 |
| 11 | Gemini 3.7 Flash | 0.4776 | $32.86 | 129.1M | 265k | 12h 34m | 438 | 2 |
| 12 | GPT-5.6 | 0.4737 | $78.78 | 76.5M | 133k | 14h 47m | 286 | 4 |
| 13 | GPT-5.6 | 0.4727 | $68.59 | 82.8M | 153k | 14h 29m | 425 | 7 |
| 14 | Gemini 3.7 Flash | 0.4664 | $11.27 | 42.4M | 155k | 7h 29m | 254 | 2 |
| 15 | Grok 4.6 | 0.4661 | $133.75 | 133.0M | 655k | 19h 52m | 578 | 42 |
| 16 | Qwen3.8-Max | 0.4605 | $29.62 | 103.3M | 529k | 18h 43m | 509 | 11 |
| 17 | GLM-5.3 | 0.4602 | $19.77 | 41.7M | 196k | 19h 9m | 253 | 4 |
| 18 | Qwen3.8-Max | 0.4425 | $26.66 | 93.3M | 455k | 18h 13m | 478 | 8 |
| 19 | Gemini 3.7 Flash | 0.4422 | $14.36 | 133.2M | 250k | 5h 49m | 389 | 2 |
| 20 | DeepSeek V4 Flash Vision Exp | 0.4412 | $1.72 | 93.1M | 282k | 19h 4m | 430 | 2 |
| 21 | Grok 4.6 | 0.4323 | $188.19 | 192.5M | 1.1M | 19h 45m | 871 | 56 |
| 22 | Kimi K3 | 0.4318 | $13.36 | 33.2M | 179k | 18h 52m | 244 | 5 |
| 23 | Qwen3.8-Max | 0.4301 | $34.00 | 119.2M | 572k | 19h 17m | 508 | 10 |
| 24 | GLM-5.3 | 0.4285 | $28.03 | 77.4M | 258k | 18h 22m | 366 | 9 |
| 25 | GLM-5.3 | 0.4265 | $27.27 | 78.5M | 240k | 19h 37m | 374 | 6 |
| 26 | Gemini 3.7 Flash | 0.4264 | $42.51 | 256.4M | 394k | 13h 10m | 681 | 9 |
| 27 | DeepSeek V4 Flash Vision Exp | 0.4247 | $2.96 | 173.2M | 352k | 17h 55m | 617 | 4 |
| 28 | Kimi K3 | 0.4157 | $22.81 | 60.7M | 202k | 19h 10m | 347 | 7 |
| 29 | Grok 4.6 | 0.4120 | $228.84 | 232.3M | 993k | 19h 44m | 918 | 63 |
| 30 | DeepSeek V4 Flash Vision Exp | 0.4065 | $1.73 | 95.5M | 262k | 17h 34m | 448 | 5 |
| 31 | Qwen3.8-Max | 0.4043 | $33.94 | 117.1M | 655k | 18h 57m | 501 | 5 |
| 32 | Kimi K3 | 0.4034 | $13.34 | 31.5M | 191k | 18h 19m | 247 | 4 |
| 33 | Gemini 3.7 Flash | 0.4000 | $15.67 | 83.4M | 201k | 4h 25m | 322 | 1 |
| 34 | Grok 4.6 | 0.3985 | $299.53 | 304.5M | 1.6M | 19h 27m | 1281 | 54 |
| 35 | Qwen3.8-Max | 0.3951 | $17.02 | 56.1M | 424k | 19h 10m | 391 | 4 |
| 36 | Kimi K3 | 0.3852 | $16.48 | 39.9M | 237k | 19h 5m | 234 | 2 |
| 37 | Muse Spark 1.2 | 0.3829 | $88.55 | 356.6M | 541k | 7h 12m | 754 | 3 |
| 38 | DeepSeek V4 Flash Vision Exp | 0.3803 | $1.85 | 99.9M | 306k | 18h 37m | 455 | 3 |
| 39 | Muse Spark 1.2 | 0.3711 | $10.87 | 42.0M | 256k | 3h 30m | 227 | 4 |
| 40 | Kimi K3 | 0.3635 | $16.00 | 39.1M | 227k | 18h 59m | 234 | 6 |
| 41 | Muse Spark 1.2 | 0.3611 | $12.50 | 32.3M | 167k | 4h 4m | 213 | 5 |
| 42 | Muse Spark 1.2 | 0.3544 | $13.53 | 50.0M | 335k | 4h 26m | 248 | 4 |
| 43 | Muse Spark 1.2 | 0.3434 | $13.40 | 47.8M | 217k | 5h 21m | 241 | 5 |
| 44 | DeepSeek V4 Flash Vision Exp | 0.2979 | $2.02 | 115.0M | 266k | 19h 32m | 508 | 4 |
| 45 | Inkling | 0.2089 | $6.22 | 6.4M | 44k | 35m | 131 | 2 |
| 46 | Inkling | 0.0477 | $6.40 | 6.6M | 38k | 28m | 123 | 1 |
| 47 | Inkling | 0.0074 | $12.08 | 12.5M | 45k | 59m | 160 | 1 |
| 48 | Inkling | 0.0053 | $5.67 | 5.8M | 48k | 1h 31m | 99 | 2 |
| 49 | Inkling | 0.0012 | $9.51 | 9.9M | 36k | 38m | 170 | 1 |
| 50 | Grok 4.6 | 0.0000 | $501.54 | 509.4M | 1.9M | 18h 17m | 1937 | 96 |