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 Opus 5.5 | 0.9241 | $44.40 | 160.3M | 462k | 12h 19m | 408 | 3 |
| 2 | Claude Opus 5.5 | 0.9229 | $49.89 | 183.1M | 502k | 16h 23m | 427 | 10 |
| 3 | GPT-6 Astra | 0.9207 | $412.86 | 201.8M | 473k | 7h 46m | 595 | 12 |
| 4 | GPT-6 Astra | 0.9186 | $1381.68 | 662.3M | 1.4M | 17h 52m | 1621 | 26 |
| 5 | GPT-6 Astra | 0.9168 | $2130.53 | 1024.2M | 1.9M | 19h 50m | 2384 | 45 |
| 6 | Claude Opus 5.5 | 0.9138 | $40.04 | 137.9M | 476k | 14h 14m | 374 | 13 |
| 7 | Claude Sonnet 5.5 | 0.9132 | $39.23 | 158.7M | 579k | 6h 58m | 352 | 15 |
| 8 | GPT-6 Astra | 0.9131 | $2239.25 | 1067.1M | 2.1M | 19h 57m | 2429 | 54 |
| 9 | Claude Opus 5.5 | 0.9052 | $63.24 | 243.8M | 546k | 14h 55m | 528 | 21 |
| 10 | Claude Sonnet 5.5 | 0.9031 | $82.69 | 337.6M | 1.2M | 18h 35m | 761 | 1 |
| 11 | Claude Sonnet 5.5 | 0.9003 | $69.19 | 287.2M | 925k | 18h 59m | 671 | 10 |
| 12 | Claude Sonnet 5.5 | 0.8951 | $50.53 | 209.6M | 671k | 12h 55m | 412 | 7 |
| 13 | Claude Sonnet 5.5 | 0.8940 | $63.68 | 259.4M | 928k | 17h 26m | 635 | 4 |
| 14 | Claude Opus 5 | 0.8917 | $57.70 | 85.6M | 405k | 15h 40m | 277 | 6 |
| 15 | Claude Fable 5.1 | 0.8857 | $37.59 | 60.9M | 295k | 9h 18m | 239 | 6 |
| 16 | Claude Opus 5 | 0.8845 | $64.52 | 99.6M | 401k | 17h 6m | 313 | 3 |
| 17 | GPT-6 Astra | 0.8800 | $604.79 | 292.5M | 576k | 8h 29m | 715 | 11 |
| 18 | Claude Opus 5.5 | 0.8783 | $46.14 | 171.7M | 451k | 17h 18m | 447 | 9 |
| 19 | Claude Fable 5.1 | 0.8752 | $40.65 | 67.2M | 290k | 7h 39m | 274 | 9 |
| 20 | Claude Haiku 5.5 | 0.8732 | $11.20 | 186.6M | 660k | 13h 13m | 398 | 1 |
| 21 | Claude Fable 5.1 | 0.8680 | $40.94 | 67.5M | 295k | 10h 23m | 279 | 9 |
| 22 | Claude Opus 5 | 0.8644 | $47.78 | 71.9M | 322k | 17h 28m | 282 | 6 |
| 23 | Gemini 4 Argon | 0.8617 | $30.08 | 62.2M | 527k | 4h 53m | 176 | 4 |
| 24 | Claude Fable 5.1 | 0.8599 | $41.23 | 67.7M | 303k | 9h 29m | 256 | 9 |
| 25 | Claude Haiku 5.5 | 0.8544 | $5.81 | 88.2M | 507k | 6h 15m | 252 | 3 |
| 26 | Claude Fable 5 | 0.8542 | $114.20 | 86.2M | 385k | 16h 7m | 288 | 16 |
| 27 | Claude Fable 5.1 | 0.8541 | $59.53 | 101.1M | 368k | 11h 5m | 353 | 7 |
| 28 | Claude Opus 5 | 0.8538 | $47.81 | 68.4M | 372k | 17h 11m | 247 | 7 |
| 29 | Claude Haiku 5.5 | 0.8532 | $8.21 | 132.2M | 569k | 9h 50m | 313 | 2 |
| 30 | Gemini 4 Argon | 0.8488 | $43.62 | 67.5M | 441k | 6h 4m | 194 | 5 |
| 31 | Claude Opus 5 | 0.8444 | $51.06 | 76.5M | 351k | 16h 37m | 268 | 3 |
| 32 | Claude Fable 5 | 0.8371 | $94.87 | 69.6M | 350k | 17h 59m | 274 | 7 |
| 33 | Claude Haiku 5.5 | 0.8214 | $7.68 | 123.8M | 539k | 9h 29m | 317 | 2 |
| 34 | Gemini 4 Argon | 0.8155 | $105.29 | 73.3M | 505k | 9h 43m | 177 | 8 |
| 35 | Gemini 4 Argon | 0.7986 | $85.40 | 56.4M | 543k | 6h 53m | 150 | 4 |
| 36 | Claude Haiku 5.5 | 0.7982 | $10.12 | 165.9M | 636k | 11h 29m | 354 | 3 |
| 37 | Gemini 4 Argon | 0.7982 | $74.01 | 64.4M | 466k | 6h 51m | 181 | 7 |
| 38 | Claude Fable 5 | 0.7952 | $83.84 | 60.4M | 319k | 16h 2m | 237 | 9 |
| 39 | GPT-5.6 Sol | 0.7946 | $58.77 | 77.9M | 203k | 6h 45m | 423 | 8 |
| 40 | Qwen3.8-Max-0902 | 0.7845 | $41.21 | 136.5M | 995k | 20h 0m | 480 | 2 |
| 41 | GPT-5.6 Sol | 0.7781 | $75.11 | 86.9M | 202k | 10h 41m | 410 | 11 |
| 42 | Claude Fable 5 | 0.7664 | $98.60 | 72.9M | 355k | 17h 31m | 271 | 9 |
| 43 | Qwen3.8-Max-0902 | 0.7658 | $47.17 | 161.4M | 937k | 19h 56m | 531 | 1 |
| 44 | Claude Fable 5 | 0.7638 | $95.31 | 70.8M | 336k | 16h 17m | 265 | 7 |
| 45 | Gemini 3.7 Flash | 0.7591 | $2.33 | 9.2M | 139k | 1h 43m | 99 | 2 |
| 46 | GLM-5.3 | 0.7535 | $23.46 | 64.7M | 277k | 19h 3m | 267 | 6 |
| 47 | Kimi K3 | 0.7526 | $40.44 | 107.3M | 401k | 19h 37m | 387 | 17 |
| 48 | Grok 4.6 | 0.7350 | $123.13 | 116.9M | 502k | 9h 53m | 414 | 28 |
| 49 | Grok 4.7 | 0.7346 | $28.62 | 27.0M | 233k | 2h 28m | 119 | 7 |
| 50 | GLM-5.3 | 0.7343 | $45.48 | 90.2M | 303k | 16h 27m | 365 | 4 |
| 51 | GPT-5.6 Sol | 0.7314 | $114.07 | 131.6M | 228k | 8h 56m | 569 | 14 |
| 52 | Qwen3.8-Max-0902 | 0.7203 | $52.67 | 179.1M | 1.1M | 19h 2m | 520 | 2 |
| 53 | GPT-5.6 Sol | 0.7190 | $154.11 | 169.8M | 283k | 6h 40m | 688 | 13 |
| 54 | Kimi K3 | 0.7151 | $55.15 | 146.5M | 497k | 20h 0m | 484 | 14 |
| 55 | GPT-5.6 Sol | 0.7125 | $69.33 | 92.1M | 185k | 8h 7m | 475 | 5 |
| 56 | GLM-5.3 Flash | 0.7029 | $6.19 | 134.2M | 441k | 12h 1m | 387 | 3 |
| 57 | Kimi K3 | 0.6987 | $79.07 | 224.2M | 641k | 20h 1m | 556 | 12 |
| 58 | GLM-5.3 Flash | 0.6977 | $3.78 | 63.8M | 292k | 10h 53m | 273 | 5 |
| 59 | GLM-5.3 Flash | 0.6919 | $5.75 | 129.8M | 427k | 15h 0m | 361 | 4 |
| 60 | Qwen3.8-Max-0902 | 0.6915 | $35.54 | 115.2M | 955k | 20h 1m | 444 | 1 |
| 61 | GLM-5.3 | 0.6907 | $44.40 | 135.6M | 383k | 15h 8m | 392 | 12 |
| 62 | Gemini 3.8 Flash | 0.6886 | $9.16 | 61.0M | 246k | 3h 25m | 267 | 8 |
| 63 | Grok 4.6 | 0.6883 | $68.03 | 60.3M | 544k | 3h 28m | 249 | 6 |
| 64 | Qwen3.8-Max | 0.6875 | $16.94 | 52.6M | 563k | 18h 44m | 340 | 2 |
| 65 | Grok 4.7 | 0.6849 | $35.29 | 35.5M | 255k | 1h 35m | 157 | 10 |
| 66 | Muse Spark 1.3 | 0.6821 | $28.97 | 85.7M | 430k | 5h 33m | 396 | 21 |
| 67 | Muse Spark 1.3 | 0.6752 | $165.04 | 162.2M | 432k | 18h 15m | 706 | 25 |
| 68 | Gemini 3.8 Flash | 0.6750 | $4.96 | 25.6M | 195k | 1h 47m | 172 | 5 |
| 69 | Grok 4.7 | 0.6735 | $227.27 | 226.0M | 738k | 19h 38m | 925 | 75 |
| 70 | Grok 4.6 | 0.6689 | $82.90 | 75.9M | 477k | 3h 6m | 283 | 17 |
| 71 | Gemini 3.7 Flash | 0.6672 | $3.04 | 15.3M | 126k | 1h 37m | 140 | 1 |
| 72 | Grok 4.6 | 0.6619 | $46.47 | 48.9M | 429k | 4h 33m | 274 | 7 |
| 73 | Grok 4.7 | 0.6585 | $21.77 | 22.6M | 209k | 1h 19m | 122 | 7 |
| 74 | Muse Spark 1.3 | 0.6538 | $51.51 | 57.6M | 507k | 5h 41m | 286 | 10 |
| 75 | Gemini 3.7 Flash | 0.6446 | $3.44 | 16.9M | 214k | 2h 28m | 151 | 2 |
| 76 | Grok 4.7 | 0.6417 | $24.01 | 24.2M | 210k | 1h 51m | 131 | 4 |
| 77 | Qwen3.8-Max-0902 | 0.6374 | $51.28 | 174.8M | 1.1M | 20h 1m | 568 | 2 |
| 78 | GLM-5.3 | 0.6370 | $18.59 | 55.0M | 231k | 19h 13m | 287 | 3 |
| 79 | Kimi K3 | 0.6270 | $30.79 | 76.7M | 394k | 12h 20m | 318 | 20 |
| 80 | Kimi K3 | 0.6254 | $97.66 | 258.3M | 819k | 19h 58m | 576 | 17 |
| 81 | Muse Spark 1.3 | 0.6245 | $65.15 | 69.0M | 497k | 6h 34m | 381 | 13 |
| 82 | DeepSeek V4 Flash Vision Exp | 0.6244 | $2.53 | 133.2M | 457k | 10h 50m | 402 | 7 |
| 83 | Muse Spark 1.3 | 0.6205 | $141.97 | 139.6M | 348k | 19h 5m | 580 | 13 |
| 84 | Gemini 3.8 Flash | 0.6169 | $10.88 | 84.0M | 323k | 4h 38m | 300 | 2 |
| 85 | Muse Spark 1.2 | 0.6114 | $9.23 | 47.6M | 407k | 3h 16m | 262 | 4 |
| 86 | Gemini 3.7 Flash | 0.6074 | $16.26 | 72.9M | 429k | 6h 43m | 280 | 5 |
| 87 | GLM-5.3 | 0.6071 | $32.20 | 106.0M | 372k | 12h 23m | 375 | 5 |
| 88 | Gemini 3.8 Flash | 0.6021 | $4.98 | 34.7M | 202k | 2h 25m | 218 | 4 |
| 89 | Muse Spark 1.2 | 0.5947 | $9.36 | 45.3M | 339k | 3h 54m | 244 | 2 |
| 90 | Gemini 3.8 Flash | 0.5930 | $6.20 | 47.0M | 194k | 4h 21m | 224 | 4 |
| 91 | Grok 4.6 | 0.5924 | $84.01 | 82.0M | 496k | 4h 20m | 336 | 10 |
| 92 | Muse Spark 1.2 | 0.5914 | $9.21 | 41.8M | 337k | 3h 53m | 230 | 2 |
| 93 | Gemini 3.7 Flash | 0.5912 | $5.63 | 44.5M | 188k | 5h 26m | 270 | 1 |
| 94 | Muse Spark 1.2 | 0.5787 | $10.64 | 52.8M | 389k | 2h 30m | 272 | 8 |
| 95 | Qwen3.8-Max | 0.5728 | $25.90 | 85.8M | 648k | 18h 2m | 442 | 6 |
| 96 | GLM-5.3 Flash | 0.5673 | $4.20 | 81.9M | 369k | 16h 1m | 327 | 2 |
| 97 | Muse Spark 1.2 | 0.5545 | $7.70 | 42.7M | 226k | 2h 46m | 257 | 5 |
| 98 | DeepSeek V4 Flash Vision Exp | 0.5485 | $2.27 | 120.4M | 400k | 9h 24m | 405 | 3 |
| 99 | DeepSeek V4 Flash Vision Exp | 0.4883 | $3.26 | 177.3M | 519k | 9h 8m | 426 | 7 |
| 100 | DeepSeek V4 Flash Vision Exp | 0.4768 | $2.33 | 127.1M | 362k | 12h 24m | 407 | 4 |
| 101 | GLM-5.3 Flash | 0.4693 | $5.24 | 113.1M | 401k | 10h 10m | 361 | 9 |
| 102 | Qwen3.8-Max | 0.4459 | $25.19 | 78.5M | 819k | 19h 40m | 374 | 2 |
| 103 | DeepSeek V4 Flash Vision Exp | 0.4348 | $2.35 | 127.0M | 382k | 9h 0m | 395 | 7 |
| 104 | Inkling | 0.4268 | $4.27 | 4.3M | 39k | 1h 28m | 101 | 2 |
| 105 | Qwen3.8-Max | 0.4074 | $19.97 | 63.7M | 596k | 17h 56m | 390 | 2 |
| 106 | Qwen3.8-Max | 0.2765 | $43.05 | 138.5M | 1.3M | 20h 1m | 512 | 1 |
| 107 | Inkling | 0.2712 | $3.61 | 3.7M | 31k | 1h 49m | 90 | 2 |
| 108 | Inkling | 0.2062 | $7.66 | 7.9M | 44k | 1h 46m | 158 | 2 |
| 109 | Inkling | 0.1413 | $4.71 | 4.8M | 39k | 39m | 98 | 2 |
| 110 | Inkling | 0.0057 | $3.81 | 3.8M | 60k | 1h 38m | 95 | 1 |