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-6 Astra | 0.5899 | $503.76 | 243.1M | 455k | 15h 19m | 591 | 11 |
| 2 | GPT-6 Astra | 0.5838 | $329.84 | 157.1M | 371k | 18h 6m | 426 | 13 |
| 3 | GPT-6 Astra | 0.5821 | $102.57 | 50.4M | 226k | 17h 2m | 214 | 8 |
| 4 | GPT-6 Astra | 0.5755 | $313.33 | 152.4M | 361k | 17h 42m | 459 | 12 |
| 5 | Gemini 4 Argon | 0.5622 | $95.75 | 86.8M | 749k | 11h 34m | 276 | 7 |
| 6 | Gemini 4 Argon | 0.5493 | $59.76 | 63.4M | 476k | 9h 43m | 201 | 5 |
| 7 | Claude Sonnet 5.5 | 0.5485 | $40.25 | 163.7M | 585k | 16h 59m | 377 | 6 |
| 8 | Claude Sonnet 5.5 | 0.5468 | $52.30 | 219.6M | 652k | 16h 9m | 456 | 6 |
| 9 | Claude Opus 5.5 | 0.5460 | $17.72 | 55.1M | 249k | 18h 32m | 256 | 12 |
| 10 | Claude Fable 5.1 | 0.5457 | $12.11 | 18.5M | 118k | 17h 49m | 156 | 8 |
| 11 | Claude Sonnet 5.5 | 0.5456 | $46.15 | 192.4M | 590k | 18h 34m | 420 | 4 |
| 12 | Gemini 4 Argon | 0.5456 | $46.26 | 59.1M | 483k | 7h 58m | 169 | 5 |
| 13 | Claude Sonnet 5.5 | 0.5444 | $47.19 | 194.7M | 641k | 18h 8m | 414 | 1 |
| 14 | Claude Sonnet 5.5 | 0.5410 | $38.75 | 155.4M | 594k | 16h 3m | 363 | 8 |
| 15 | Claude Opus 5.5 | 0.5369 | $24.84 | 83.3M | 302k | 17h 50m | 310 | 7 |
| 16 | Claude Opus 5.5 | 0.5369 | $16.97 | 51.1M | 254k | 18h 25m | 241 | 10 |
| 17 | Claude Opus 5 | 0.5368 | $28.63 | 38.3M | 258k | 18h 34m | 202 | 8 |
| 18 | Claude Fable 5.1 | 0.5346 | $11.41 | 17.0M | 120k | 17h 44m | 158 | 7 |
| 19 | Claude Opus 5 | 0.5328 | $33.95 | 47.5M | 267k | 18h 38m | 217 | 7 |
| 20 | Gemini 4 Argon | 0.5249 | $103.39 | 100.4M | 544k | 9h 12m | 246 | 8 |
| 21 | GPT-5.6 Sol | 0.5247 | $44.19 | 53.3M | 154k | 7h 34m | 267 | 3 |
| 22 | Claude Opus 5 | 0.5241 | $22.96 | 29.3M | 223k | 18h 54m | 175 | 5 |
| 23 | Claude Opus 5.5 | 0.5219 | $17.38 | 51.6M | 265k | 17h 34m | 243 | 8 |
| 24 | Claude Haiku 5.5 | 0.5197 | $5.78 | 94.3M | 402k | 14h 17m | 306 | 2 |
| 25 | Claude Fable 5 | 0.5170 | $40.54 | 26.3M | 193k | 18h 24m | 179 | 6 |
| 26 | Claude Fable 5.1 | 0.5104 | $17.60 | 28.7M | 134k | 17h 45m | 230 | 11 |
| 27 | Claude Fable 5 | 0.5096 | $41.08 | 27.2M | 188k | 19h 7m | 184 | 6 |
| 28 | Claude Fable 5 | 0.5079 | $49.45 | 33.2M | 218k | 18h 55m | 196 | 8 |
| 29 | GPT-5.6 Sol | 0.5065 | $80.65 | 78.5M | 178k | 15h 57m | 339 | 11 |
| 30 | GPT-6 Astra | 0.5062 | $228.20 | 112.0M | 318k | 15h 43m | 379 | 15 |
| 31 | GPT-5.6 Sol | 0.4952 | $59.62 | 69.7M | 147k | 15h 37m | 359 | 3 |
| 32 | Claude Opus 5.5 | 0.4919 | $19.72 | 61.9M | 269k | 17h 35m | 246 | 9 |
| 33 | Claude Fable 5 | 0.4917 | $51.32 | 35.9M | 209k | 18h 41m | 228 | 6 |
| 34 | Claude Fable 5.1 | 0.4905 | $10.29 | 15.1M | 114k | 17h 40m | 140 | 7 |
| 35 | Claude Fable 5.1 | 0.4889 | $10.86 | 15.6M | 125k | 15h 34m | 138 | 6 |
| 36 | Qwen3.8-Max-0902 | 0.4844 | $67.12 | 233.9M | 1.2M | 19h 8m | 645 | 4 |
| 37 | Qwen3.8-Max-0902 | 0.4840 | $91.60 | 324.7M | 1.4M | 19h 50m | 793 | 1 |
| 38 | Claude Haiku 5.5 | 0.4839 | $3.57 | 55.3M | 334k | 17h 2m | 236 | 5 |
| 39 | Claude Opus 5 | 0.4833 | $26.82 | 34.5M | 255k | 17h 35m | 181 | 3 |
| 40 | GLM-5.3 | 0.4816 | $35.34 | 125.4M | 361k | 17h 30m | 462 | 11 |
| 41 | Qwen3.8-Max-0902 | 0.4814 | $101.81 | 367.2M | 1.4M | 19h 10m | 818 | 2 |
| 42 | Claude Haiku 5.5 | 0.4805 | $3.70 | 58.7M | 322k | 17h 54m | 249 | 3 |
| 43 | GLM-5.3 | 0.4802 | $31.62 | 79.0M | 303k | 18h 9m | 361 | 1 |
| 44 | Gemini 3.7 Flash | 0.4776 | $32.86 | 129.1M | 265k | 12h 34m | 438 | 2 |
| 45 | GPT-5.6 Sol | 0.4737 | $78.78 | 76.5M | 133k | 14h 47m | 286 | 4 |
| 46 | GPT-5.6 Sol | 0.4727 | $68.59 | 82.8M | 153k | 14h 29m | 425 | 7 |
| 47 | Gemini 3.8 Flash | 0.4726 | $11.84 | 72.7M | 176k | 4h 47m | 292 | 6 |
| 48 | GLM-5.3 Flash | 0.4723 | $1.67 | 48.7M | 181k | 16h 18m | 294 | 5 |
| 49 | Gemini 3.7 Flash | 0.4664 | $11.27 | 42.4M | 155k | 7h 29m | 254 | 2 |
| 50 | Grok 4.6 | 0.4661 | $133.75 | 133.0M | 655k | 19h 52m | 578 | 42 |
| 51 | Qwen3.8-Max | 0.4605 | $29.62 | 103.3M | 529k | 18h 43m | 509 | 11 |
| 52 | GLM-5.3 | 0.4602 | $19.77 | 41.7M | 196k | 19h 9m | 253 | 4 |
| 53 | Grok 4.7 | 0.4597 | $72.67 | 61.2M | 249k | 8h 6m | 249 | 4 |
| 54 | Muse Spark 1.3 | 0.4569 | $29.57 | 105.7M | 282k | 17h 55m | 519 | 8 |
| 55 | Grok 4.7 | 0.4458 | $66.85 | 49.2M | 265k | 14h 13m | 205 | 10 |
| 56 | Qwen3.8-Max | 0.4425 | $26.66 | 93.3M | 455k | 18h 13m | 478 | 8 |
| 57 | Gemini 3.7 Flash | 0.4422 | $14.36 | 133.2M | 250k | 5h 49m | 389 | 2 |
| 58 | Claude Haiku 5.5 | 0.4413 | $4.58 | 75.8M | 323k | 15h 34m | 288 | 3 |
| 59 | DeepSeek V4 Flash Vision Exp | 0.4412 | $1.72 | 93.1M | 282k | 19h 4m | 430 | 2 |
| 60 | Grok 4.7 | 0.4406 | $208.39 | 177.1M | 399k | 19h 30m | 612 | 4 |
| 61 | Gemini 3.8 Flash | 0.4403 | $11.00 | 95.0M | 185k | 4h 2m | 334 | 5 |
| 62 | Claude Haiku 5.5 | 0.4371 | $5.40 | 88.7M | 390k | 16h 43m | 316 | 2 |
| 63 | Muse Spark 1.3 | 0.4340 | $126.99 | 121.2M | 301k | 15h 7m | 437 | 9 |
| 64 | Grok 4.6 | 0.4323 | $188.19 | 192.5M | 1.1M | 19h 45m | 871 | 56 |
| 65 | Kimi K3 | 0.4318 | $13.36 | 33.2M | 179k | 18h 52m | 244 | 5 |
| 66 | Qwen3.8-Max | 0.4301 | $34.00 | 119.2M | 572k | 19h 17m | 508 | 10 |
| 67 | GLM-5.3 | 0.4285 | $28.03 | 77.4M | 258k | 18h 22m | 366 | 9 |
| 68 | Grok 4.7 | 0.4284 | $43.87 | 32.2M | 197k | 17h 17m | 180 | 1 |
| 69 | GLM-5.3 | 0.4265 | $27.27 | 78.5M | 240k | 19h 37m | 374 | 6 |
| 70 | Gemini 3.7 Flash | 0.4264 | $42.51 | 256.4M | 394k | 13h 10m | 681 | 9 |
| 71 | DeepSeek V4 Flash Vision Exp | 0.4247 | $2.96 | 173.2M | 352k | 17h 55m | 617 | 4 |
| 72 | Muse Spark 1.3 | 0.4243 | $152.31 | 160.5M | 376k | 14h 14m | 500 | 7 |
| 73 | Gemini 4 Argon | 0.4215 | $32.54 | 49.3M | 491k | 6h 13m | 159 | 5 |
| 74 | Muse Spark 1.3 | 0.4206 | $121.45 | 118.8M | 279k | 16h 52m | 510 | 21 |
| 75 | Kimi K3 | 0.4157 | $22.81 | 60.7M | 202k | 19h 10m | 347 | 7 |
| 76 | Grok 4.6 | 0.4120 | $228.84 | 232.3M | 993k | 19h 44m | 918 | 63 |
| 77 | Grok 4.7 | 0.4074 | $96.18 | 79.9M | 265k | 13h 36m | 307 | 8 |
| 78 | DeepSeek V4 Flash Vision Exp | 0.4065 | $1.73 | 95.5M | 262k | 17h 34m | 448 | 5 |
| 79 | Gemini 3.8 Flash | 0.4043 | $7.61 | 63.4M | 182k | 2h 25m | 287 | 4 |
| 80 | Qwen3.8-Max | 0.4043 | $33.94 | 117.1M | 655k | 18h 57m | 501 | 5 |
| 81 | Kimi K3 | 0.4034 | $13.34 | 31.5M | 191k | 18h 19m | 247 | 4 |
| 82 | GLM-5.3 Flash | 0.4027 | $2.55 | 72.6M | 225k | 19h 1m | 391 | 8 |
| 83 | Qwen3.8-Max-0902 | 0.4015 | $71.54 | 249.6M | 1.3M | 19h 38m | 666 | 2 |
| 84 | Gemini 3.7 Flash | 0.4000 | $15.67 | 83.4M | 201k | 4h 25m | 322 | 1 |
| 85 | Grok 4.6 | 0.3985 | $299.53 | 304.5M | 1.6M | 19h 27m | 1281 | 54 |
| 86 | Muse Spark 1.3 | 0.3962 | $92.96 | 91.1M | 258k | 17h 50m | 454 | 10 |
| 87 | Qwen3.8-Max | 0.3951 | $17.02 | 56.1M | 424k | 19h 10m | 391 | 4 |
| 88 | Gemini 3.8 Flash | 0.3938 | $11.34 | 62.3M | 164k | 3h 35m | 300 | 12 |
| 89 | GLM-5.3 Flash | 0.3907 | $3.73 | 72.3M | 226k | 17h 49m | 356 | 3 |
| 90 | Gemini 3.8 Flash | 0.3868 | $17.13 | 91.7M | 227k | 6h 49m | 360 | 8 |
| 91 | Kimi K3 | 0.3852 | $16.48 | 39.9M | 237k | 19h 5m | 234 | 2 |
| 92 | Muse Spark 1.2 | 0.3829 | $88.55 | 356.6M | 541k | 7h 12m | 754 | 3 |
| 93 | GLM-5.3 Flash | 0.3822 | $3.47 | 56.4M | 213k | 17h 57m | 340 | 3 |
| 94 | DeepSeek V4 Flash Vision Exp | 0.3803 | $1.85 | 99.9M | 306k | 18h 37m | 455 | 3 |
| 95 | Muse Spark 1.2 | 0.3711 | $10.87 | 42.0M | 256k | 3h 30m | 227 | 4 |
| 96 | Qwen3.8-Max-0902 | 0.3707 | $81.42 | 285.5M | 1.4M | 19h 28m | 710 | 2 |
| 97 | Kimi K3 | 0.3635 | $16.00 | 39.1M | 227k | 18h 59m | 234 | 6 |
| 98 | Muse Spark 1.2 | 0.3611 | $12.50 | 32.3M | 167k | 4h 4m | 213 | 5 |
| 99 | GLM-5.3 Flash | 0.3570 | $5.12 | 63.4M | 220k | 18h 51m | 342 | 3 |
| 100 | Muse Spark 1.2 | 0.3544 | $13.53 | 50.0M | 335k | 4h 26m | 248 | 4 |
| 101 | Muse Spark 1.2 | 0.3434 | $13.40 | 47.8M | 217k | 5h 21m | 241 | 5 |
| 102 | DeepSeek V4 Flash Vision Exp | 0.2979 | $2.02 | 115.0M | 266k | 19h 32m | 508 | 4 |
| 103 | Claude Fable 5 | 0.2496 | $50.58 | 32.8M | 242k | 18h 51m | 183 | 5 |
| 104 | Claude Opus 5 | 0.2240 | $27.38 | 35.8M | 258k | 19h 9m | 186 | 9 |
| 105 | Inkling | 0.2089 | $6.22 | 6.4M | 44k | 35m | 131 | 2 |
| 106 | Inkling | 0.0477 | $6.40 | 6.6M | 38k | 28m | 123 | 1 |
| 107 | Inkling | 0.0074 | $12.08 | 12.5M | 45k | 59m | 160 | 1 |
| 108 | Inkling | 0.0053 | $5.67 | 5.8M | 48k | 1h 31m | 99 | 2 |
| 109 | Inkling | 0.0012 | $9.51 | 9.9M | 36k | 38m | 170 | 1 |
| 110 | Grok 4.6 | 0.0000 | $501.54 | 509.4M | 1.9M | 18h 17m | 1937 | 96 |