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 | 1.0000 | $164.97 | 80.6M | 296k | 2h 47m | 306 | 8 |
| 2 | Claude Opus 5 | 1.0000 | $43.00 | 55.4M | 421k | 5h 4m | 193 | 4 |
| 3 | Claude Opus 5.5 | 1.0000 | $25.57 | 70.3M | 442k | 6h 17m | 211 | 11 |
| 4 | Claude Opus 5 | 1.0000 | $43.73 | 58.4M | 394k | 12h 22m | 210 | 6 |
| 5 | GPT-6 Astra | 1.0000 | $50.75 | 31.1M | 211k | 1h 50m | 184 | 6 |
| 6 | Claude Fable 5.1 | 0.9930 | $40.59 | 65.5M | 322k | 8h 40m | 241 | 9 |
| 7 | Claude Opus 5.5 | 0.9897 | $30.03 | 90.4M | 459k | 7h 8m | 258 | 13 |
| 8 | Claude Sonnet 5.5 | 0.9897 | $29.45 | 110.7M | 573k | 6h 41m | 259 | 4 |
| 9 | Claude Fable 5.1 | 0.9895 | $33.56 | 52.1M | 309k | 8h 2m | 221 | 8 |
| 10 | Qwen3.8-Max | 0.9778 | $23.74 | 79.2M | 556k | 12h 13m | 428 | 14 |
| 11 | GPT-6 Astra | 0.9768 | $52.93 | 33.2M | 214k | 1h 55m | 200 | 5 |
| 12 | DeepSeek V4 Flash Vision Exp | 0.9597 | $1.51 | 70.8M | 347k | 3h 23m | 283 | 4 |
| 13 | Claude Sonnet 5.5 | 0.9593 | $30.61 | 116.2M | 578k | 14h 56m | 275 | 2 |
| 14 | Kimi K3 | 0.9593 | $29.55 | 62.1M | 341k | 12h 49m | 285 | 15 |
| 15 | Claude Fable 5 | 0.9397 | $59.14 | 36.3M | 315k | 5h 54m | 162 | 8 |
| 16 | Claude Fable 5 | 0.9375 | $84.70 | 58.1M | 370k | 13h 38m | 228 | 14 |
| 17 | Claude Opus 5.5 | 0.9370 | $28.53 | 84.2M | 453k | 7h 52m | 260 | 12 |
| 18 | Qwen3.8-Max-0902 | 0.9183 | $45.24 | 139.4M | 1.5M | 19h 44m | 428 | 1 |
| 19 | Grok 4.6 | 0.9143 | $37.23 | 34.8M | 407k | 3h 22m | 158 | 10 |
| 20 | Muse Spark 1.2 | 0.9041 | $8.87 | 38.4M | 436k | 2h 57m | 150 | 1 |
| 21 | Grok 4.6 | 0.8991 | $42.77 | 39.2M | 529k | 3h 38m | 183 | 9 |
| 22 | Claude Sonnet 5.5 | 0.8984 | $37.57 | 147.8M | 629k | 11h 9m | 314 | 4 |
| 23 | Claude Haiku 5.5 | 0.8970 | $5.84 | 85.5M | 559k | 11h 56m | 222 | 2 |
| 24 | Grok 4.6 | 0.8827 | $39.92 | 37.7M | 462k | 3h 38m | 181 | 8 |
| 25 | Inkling | 0.8760 | $6.24 | 6.3M | 65k | 37m | 140 | 1 |
| 26 | Claude Haiku 5.5 | 0.8579 | $4.65 | 65.6M | 502k | 5h 43m | 188 | 2 |
| 27 | Muse Spark 1.3 | 0.8206 | $37.73 | 59.2M | 320k | 3h 38m | 300 | 12 |
| 28 | Grok 4.6 | 0.8188 | $274.70 | 264.2M | 1.9M | 19h 38m | 1078 | 67 |
| 29 | GPT-5.6 Sol | 0.7863 | $99.90 | 97.4M | 228k | 4h 26m | 327 | 20 |
| 30 | Grok 4.7 | 0.7706 | $11.93 | 13.0M | 204k | 1h 11m | 90 | 5 |
| 31 | Qwen3.8-Max | 0.7685 | $16.66 | 51.1M | 571k | 13h 28m | 342 | 5 |
| 32 | Muse Spark 1.3 | 0.7474 | $18.67 | 43.3M | 220k | 4h 23m | 250 | 6 |
| 33 | DeepSeek V4 Flash Vision Exp | 0.7308 | $2.17 | 110.7M | 423k | 3h 32m | 374 | 9 |
| 34 | Muse Spark 1.2 | 0.7187 | $4.40 | 15.5M | 216k | 1h 29m | 110 | 2 |
| 35 | Muse Spark 1.2 | 0.7132 | $3.96 | 18.1M | 225k | 49m | 126 | 4 |
| 36 | Qwen3.8-Max-0902 | 0.5260 | $31.31 | 94.3M | 1.1M | 19h 31m | 341 | 1 |
| 37 | Claude Sonnet 5.5 | 0.4600 | $33.95 | 128.3M | 649k | 6h 32m | 272 | 3 |
| 38 | Gemini 3.8 Flash | 0.4507 | $3.63 | 26.5M | 187k | 49m | 177 | 3 |
| 39 | Claude Opus 5 | 0.4324 | $63.20 | 91.3M | 476k | 9h 29m | 267 | 11 |
| 40 | GPT-6 Astra | 0.4310 | $132.03 | 68.3M | 275k | 2h 40m | 289 | 5 |
| 41 | Qwen3.8-Max | 0.4289 | $16.21 | 49.4M | 555k | 8h 58m | 285 | 8 |
| 42 | Kimi K3 | 0.4200 | $32.18 | 58.0M | 281k | 15h 50m | 280 | 8 |
| 43 | Claude Opus 5 | 0.3824 | $73.86 | 111.1M | 500k | 10h 52m | 316 | 11 |
| 44 | Muse Spark 1.3 | 0.3726 | $625.66 | 665.8M | 679k | 19h 55m | 1128 | 223 |
| 45 | Muse Spark 1.3 | 0.3641 | $40.72 | 52.7M | 332k | 3h 49m | 257 | 8 |
| 46 | Qwen3.8-Max | 0.3449 | $15.61 | 47.3M | 543k | 7h 37m | 278 | 8 |
| 47 | Gemini 4 Argon | 0.3435 | $96.85 | 59.0M | 525k | 6h 34m | 155 | 2 |
| 48 | Qwen3.8-Max-0902 | 0.3378 | $32.65 | 97.4M | 1.2M | 19h 38m | 376 | 1 |
| 49 | Claude Fable 5.1 | 0.3345 | $30.45 | 45.8M | 311k | 4h 14m | 174 | 15 |
| 50 | Gemini 3.8 Flash | 0.3266 | $3.89 | 26.2M | 153k | 53m | 177 | 3 |
| 51 | Gemini 4 Argon | 0.3199 | $35.62 | 42.7M | 359k | 5h 46m | 155 | 3 |
| 52 | Qwen3.8-Max | 0.3078 | $18.56 | 57.9M | 578k | 8h 28m | 322 | 6 |
| 53 | Claude Opus 5 | 0.3011 | $69.90 | 100.7M | 538k | 8h 25m | 268 | 5 |
| 54 | Claude Opus 5.5 | 0.2834 | $29.08 | 88.4M | 439k | 9h 41m | 265 | 10 |
| 55 | Claude Opus 5.5 | 0.2805 | $36.69 | 117.7M | 504k | 7h 47m | 310 | 12 |
| 56 | Claude Sonnet 5.5 | 0.2521 | $37.68 | 144.7M | 683k | 9h 35m | 297 | 3 |
| 57 | Claude Fable 5 | 0.2381 | $63.35 | 41.3M | 309k | 8h 51m | 197 | 11 |
| 58 | Gemini 4 Argon | 0.2379 | $42.74 | 116.3M | 781k | 7h 14m | 281 | 4 |
| 59 | Claude Fable 5 | 0.2345 | $86.58 | 63.1M | 319k | 16h 11m | 264 | 7 |
| 60 | Gemini 3.8 Flash | 0.2264 | $4.42 | 36.8M | 191k | 1h 14m | 202 | 5 |
| 61 | Claude Haiku 5.5 | 0.2175 | $5.41 | 75.1M | 593k | 4h 10m | 203 | 2 |
| 62 | Gemini 4 Argon | 0.2135 | $100.44 | 83.2M | 842k | 7h 14m | 239 | 4 |
| 63 | Grok 4.6 | 0.2104 | $116.88 | 112.5M | 824k | 9h 43m | 470 | 52 |
| 64 | GPT-5.6 Sol | 0.2084 | $52.26 | 56.6M | 152k | 2h 42m | 244 | 5 |
| 65 | GPT-6 Astra | 0.2020 | $84.84 | 43.9M | 239k | 1h 53m | 208 | 6 |
| 66 | Claude Fable 5.1 | 0.2017 | $30.51 | 47.2M | 284k | 6h 48m | 194 | 9 |
| 67 | Qwen3.8-Max-0902 | 0.1773 | $37.51 | 112.2M | 1.0M | 19h 48m | 461 | 6 |
| 68 | Gemini 3.7 Flash | 0.1681 | $1.72 | 9.3M | 135k | 1h 3m | 102 | 1 |
| 69 | Claude Fable 5 | 0.1639 | $81.13 | 55.6M | 354k | 15h 53m | 224 | 11 |
| 70 | GLM-5.3 | 0.1632 | $24.11 | 84.1M | 350k | 8h 48m | 310 | 8 |
| 71 | Muse Spark 1.2 | 0.1494 | $13.10 | 65.0M | 597k | 2h 52m | 267 | 1 |
| 72 | Claude Haiku 5.5 | 0.1334 | $4.56 | 63.7M | 502k | 4h 40m | 187 | 2 |
| 73 | Gemini 3.7 Flash | 0.1295 | $1.98 | 10.2M | 141k | 50m | 105 | 3 |
| 74 | Gemini 4 Argon | 0.1190 | $36.03 | 53.9M | 536k | 3h 17m | 162 | 3 |
| 75 | Gemini 3.7 Flash | 0.1075 | $1.62 | 9.2M | 146k | 1h 7m | 102 | 1 |
| 76 | Claude Haiku 5.5 | 0.1032 | $5.88 | 83.3M | 608k | 3h 20m | 216 | 1 |
| 77 | GLM-5.3 | 0.1005 | $24.46 | 71.1M | 367k | 17h 31m | 283 | 7 |
| 78 | Kimi K3 | 0.0960 | $32.35 | 77.4M | 380k | 13h 56m | 311 | 15 |
| 79 | Qwen3.8-Max-0902 | 0.0834 | $33.12 | 98.6M | 1.2M | 19h 40m | 371 | 1 |
| 80 | Gemini 3.7 Flash | 0.0798 | $2.53 | 10.3M | 161k | 1h 26m | 110 | 1 |
| 81 | Claude Fable 5.1 | 0.0778 | $29.88 | 44.4M | 316k | 2h 48m | 183 | 13 |
| 82 | GPT-5.6 Sol | 0.0777 | $44.33 | 50.5M | 161k | 1h 56m | 229 | 6 |
| 83 | DeepSeek V4 Flash Vision Exp | 0.0718 | $2.02 | 102.8M | 397k | 15h 29m | 346 | 4 |
| 84 | DeepSeek V4 Flash Vision Exp | 0.0700 | $1.50 | 70.3M | 352k | 6h 13m | 290 | 6 |
| 85 | Gemini 3.7 Flash | 0.0647 | $3.79 | 20.7M | 194k | 1h 41m | 139 | 2 |
| 86 | Kimi K3 | 0.0626 | $34.08 | 68.6M | 372k | 14h 20m | 275 | 12 |
| 87 | DeepSeek V4 Flash Vision Exp | 0.0559 | $1.32 | 62.9M | 305k | 6h 32m | 278 | 4 |
| 88 | GLM-5.3 | 0.0517 | $9.91 | 30.6M | 263k | 2h 10m | 167 | 5 |
| 89 | Muse Spark 1.2 | 0.0498 | $2.47 | 8.0M | 164k | 1h 0m | 83 | 2 |
| 90 | GLM-5.3 | 0.0375 | $14.94 | 49.5M | 308k | 3h 28m | 223 | 2 |
| 91 | Gemini 3.8 Flash | 0.0340 | $3.04 | 20.0M | 136k | 40m | 164 | 4 |
| 92 | Muse Spark 1.3 | 0.0300 | $39.32 | 51.4M | 265k | 3h 54m | 261 | 8 |
| 93 | Kimi K3 | 0.0289 | $90.08 | 230.0M | 659k | 20h 0m | 555 | 1 |
| 94 | GLM-5.3 | 0.0251 | $17.68 | 60.0M | 356k | 3h 29m | 246 | 3 |
| 95 | GPT-5.6 Sol | 0.0080 | $56.44 | 60.4M | 164k | 6h 2m | 259 | 12 |
| 96 | Inkling | 0.0078 | $3.62 | 3.6M | 51k | 2h 38m | 120 | 1 |
| 97 | Gemini 3.8 Flash | 0.0073 | $2.13 | 14.4M | 132k | 40m | 136 | 2 |
| 98 | GPT-5.6 Sol | 0.0049 | $70.63 | 65.2M | 124k | 2h 29m | 194 | 6 |
| 99 | Inkling | 0.0004 | $3.37 | 3.3M | 54k | 1h 37m | 104 | 1 |
| 100 | Inkling | 0.0004 | $4.08 | 4.1M | 54k | 1h 12m | 112 | 2 |
| 101 | Grok 4.7 | 0.0000 | $420.44 | 408.4M | 739k | 19h 20m | 1293 | 18 |
| 102 | Grok 4.7 | 0.0000 | $7.84 | 8.3M | 179k | 58m | 63 | 3 |
| 103 | Inkling | 0.0000 | $2.47 | 2.5M | 36k | 1h 12m | 106 | 1 |
| 104 | GLM-5.3 Flash | 0.0000 | $3.36 | 53.3M | 330k | 10h 44m | 230 | 6 |
| 105 | GLM-5.3 Flash | 0.0000 | $3.57 | 84.9M | 393k | 10h 21m | 284 | 2 |
| 106 | Grok 4.7 | 0.0000 | $17.21 | 17.6M | 220k | 1h 13m | 99 | 5 |
| 107 | GLM-5.3 Flash | 0.0000 | $2.05 | 35.6M | 271k | 7h 4m | 202 | 3 |
| 108 | Grok 4.7 | 0.0000 | $9.29 | 10.1M | 177k | 1h 2m | 76 | 2 |
| 109 | GLM-5.3 Flash | 0.0000 | $1.70 | 38.2M | 299k | 3h 32m | 183 | 4 |
| 110 | GLM-5.3 Flash | 0.0000 | $4.90 | 95.4M | 391k | 15h 5m | 312 | 7 |