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 Sonnet 5.5 | 0.7077 | $121.38 | 505.5M | 1.6M | 19h 29m | 1140 | 23 |
| 2 | Claude Opus 5.5 | 0.6404 | $76.14 | 300.9M | 607k | 18h 32m | 620 | 33 |
| 3 | Claude Opus 5.5 | 0.6166 | $96.89 | 380.6M | 802k | 18h 37m | 872 | 33 |
| 4 | GPT-6 Astra | 0.6122 | $2035.40 | 958.4M | 1.9M | 17h 45m | 2132 | 53 |
| 5 | GPT-6 Astra | 0.6063 | $2124.53 | 1006.7M | 2.1M | 18h 49m | 2308 | 42 |
| 6 | Claude Sonnet 5.5 | 0.6038 | $113.09 | 459.8M | 1.7M | 19h 12m | 1037 | 19 |
| 7 | Claude Fable 5.1 | 0.6002 | $67.85 | 117.2M | 379k | 14h 26m | 401 | 17 |
| 8 | Claude Sonnet 5.5 | 0.5947 | $105.86 | 436.0M | 1.5M | 19h 24m | 994 | 2 |
| 9 | Claude Sonnet 5.5 | 0.5930 | $98.59 | 408.5M | 1.3M | 17h 41m | 827 | 1 |
| 10 | Claude Opus 5.5 | 0.5926 | $80.88 | 317.0M | 668k | 19h 35m | 606 | 29 |
| 11 | Claude Fable 5.1 | 0.5736 | $77.68 | 134.5M | 428k | 13h 49m | 450 | 16 |
| 12 | Claude Sonnet 5.5 | 0.5678 | $87.19 | 362.7M | 1.2M | 18h 49m | 808 | 8 |
| 13 | Claude Opus 5.5 | 0.5584 | $79.55 | 318.4M | 608k | 18h 25m | 649 | 27 |
| 14 | Claude Opus 5.5 | 0.5566 | $69.33 | 267.9M | 597k | 18h 1m | 557 | 28 |
| 15 | Claude Fable 5.1 | 0.5457 | $68.00 | 118.2M | 365k | 13h 15m | 419 | 21 |
| 16 | GPT-6 Astra | 0.5422 | $1208.04 | 578.6M | 1.3M | 19h 17m | 1389 | 24 |
| 17 | Claude Haiku 5.5 | 0.5323 | $15.39 | 247.7M | 1.1M | 15h 23m | 618 | 3 |
| 18 | Claude Fable 5.1 | 0.5279 | $64.70 | 113.1M | 334k | 17h 24m | 419 | 17 |
| 19 | Claude Opus 5 | 0.5259 | $112.64 | 181.6M | 606k | 17h 57m | 454 | 17 |
| 20 | Claude Haiku 5.5 | 0.5238 | $18.15 | 307.8M | 1.1M | 18h 41m | 707 | 23 |
| 21 | Claude Fable 5 | 0.4971 | $137.67 | 106.8M | 434k | 17h 17m | 390 | 15 |
| 22 | Claude Fable 5 | 0.4861 | $123.21 | 90.8M | 455k | 18h 4m | 318 | 16 |
| 23 | Claude Fable 5.1 | 0.4824 | $61.77 | 107.1M | 338k | 15h 49m | 418 | 16 |
| 24 | Gemini 4 Argon | 0.4592 | $350.30 | 290.6M | 1.5M | 20h 36m | 690 | 25 |
| 25 | Claude Opus 5 | 0.4532 | $73.01 | 109.0M | 516k | 14h 40m | 352 | 12 |
| 26 | Claude Haiku 5.5 | 0.4519 | $14.24 | 235.9M | 949k | 18h 16m | 561 | 21 |
| 27 | Gemini 4 Argon | 0.4467 | $232.09 | 321.0M | 1.6M | 20h 40m | 706 | 28 |
| 28 | Claude Opus 5 | 0.4439 | $118.20 | 194.6M | 584k | 18h 55m | 507 | 14 |
| 29 | Claude Opus 5 | 0.4351 | $112.61 | 183.8M | 577k | 18h 34m | 471 | 19 |
| 30 | GPT-6 Astra | 0.4322 | $274.97 | 132.6M | 360k | 5h 47m | 407 | 7 |
| 31 | Claude Opus 5 | 0.4296 | $84.72 | 133.1M | 506k | 18h 0m | 383 | 12 |
| 32 | Claude Haiku 5.5 | 0.4204 | $18.03 | 295.9M | 1.2M | 15h 35m | 688 | 7 |
| 33 | GPT-6 Astra | 0.4121 | $327.78 | 158.4M | 411k | 6h 16m | 482 | 10 |
| 34 | Gemini 4 Argon | 0.4112 | $223.42 | 270.8M | 1.5M | 21h 0m | 634 | 23 |
| 35 | Gemini 4 Argon | 0.3971 | $258.69 | 226.7M | 1.1M | 20h 39m | 498 | 16 |
| 36 | Gemini 4 Argon | 0.3901 | $194.88 | 235.0M | 1.3M | 15h 31m | 566 | 13 |
| 37 | Claude Fable 5 | 0.3654 | $123.52 | 92.2M | 440k | 14h 28m | 330 | 13 |
| 38 | Claude Fable 5 | 0.3578 | $103.79 | 73.7M | 421k | 17h 44m | 273 | 13 |
| 39 | Claude Haiku 5.5 | 0.3415 | $9.66 | 154.9M | 685k | 7h 45m | 327 | 9 |
| 40 | Claude Fable 5 | 0.3346 | $106.67 | 78.6M | 394k | 17h 8m | 293 | 15 |
| 41 | GLM-5.3 | 0.2770 | $25.86 | 86.5M | 327k | 19h 49m | 370 | 3 |
| 42 | GLM-5.3 | 0.2744 | $34.96 | 116.4M | 391k | 19h 2m | 435 | 2 |
| 43 | Muse Spark 1.3 | 0.2729 | $60.32 | 65.3M | 317k | 6h 41m | 357 | 11 |
| 44 | Kimi K3 | 0.2647 | $37.66 | 96.4M | 363k | 19h 31m | 409 | 17 |
| 45 | GPT-5.6 Sol | 0.2623 | $123.00 | 167.4M | 279k | 11h 19m | 628 | 8 |
| 46 | Qwen3.8-Max-0902 | 0.2600 | $30.23 | 89.6M | 1.1M | 20h 1m | 386 | 1 |
| 47 | GPT-5.6 Sol | 0.2599 | $99.01 | 115.0M | 257k | 15h 3m | 528 | 10 |
| 48 | Grok 4.7 | 0.2584 | $211.20 | 205.8M | 904k | 13h 1m | 859 | 13 |
| 49 | Qwen3.8-Max-0902 | 0.2513 | $27.92 | 79.6M | 1.2M | 19h 13m | 407 | 3 |
| 50 | Grok 4.7 | 0.2464 | $38.17 | 37.7M | 250k | 3h 43m | 192 | 8 |
| 51 | GPT-5.6 Sol | 0.2438 | $58.48 | 76.1M | 190k | 17h 55m | 412 | 14 |
| 52 | Grok 4.7 | 0.2422 | $40.60 | 41.8M | 253k | 4h 6m | 221 | 11 |
| 53 | Qwen3.8-Max-0902 | 0.2416 | $28.69 | 81.5M | 1.3M | 19h 35m | 423 | 1 |
| 54 | Kimi K3 | 0.2338 | $43.76 | 111.9M | 405k | 17h 35m | 403 | 12 |
| 55 | GPT-5.6 Sol | 0.2326 | $88.19 | 110.8M | 211k | 11h 35m | 518 | 6 |
| 56 | GLM-5.3 Flash | 0.2312 | $4.45 | 118.7M | 338k | 13h 55m | 477 | 3 |
| 57 | Grok 4.6 | 0.2286 | $85.31 | 84.1M | 498k | 7h 48m | 331 | 14 |
| 58 | Muse Spark 1.3 | 0.2285 | $27.01 | 79.4M | 314k | 19h 7m | 407 | 8 |
| 59 | Kimi K3 | 0.2242 | $36.27 | 87.9M | 412k | 11h 52m | 382 | 12 |
| 60 | GLM-5.3 Flash | 0.2231 | $4.83 | 113.6M | 398k | 17h 19m | 455 | 18 |
| 61 | Grok 4.7 | 0.2221 | $20.96 | 23.3M | 213k | 3h 13m | 149 | 5 |
| 62 | Qwen3.8-Max-0902 | 0.2219 | $31.23 | 88.3M | 1.4M | 19h 46m | 478 | 1 |
| 63 | Qwen3.8-Max | 0.2190 | $26.32 | 83.3M | 818k | 19h 14m | 454 | 2 |
| 64 | Qwen3.8-Max | 0.2153 | $10.82 | 27.5M | 610k | 19h 5m | 314 | 2 |
| 65 | Kimi K3 | 0.2151 | $24.45 | 60.7M | 274k | 11h 45m | 302 | 10 |
| 66 | Qwen3.8-Max-0902 | 0.2150 | $30.55 | 85.1M | 1.4M | 19h 31m | 403 | 3 |
| 67 | GLM-5.3 Flash | 0.2148 | $5.19 | 105.1M | 375k | 18h 46m | 410 | 2 |
| 68 | Grok 4.6 | 0.2146 | $36.98 | 34.6M | 412k | 13h 20m | 220 | 5 |
| 69 | DeepSeek V4 Flash Vision Exp | 0.2139 | $1.97 | 101.8M | 387k | 13h 26m | 420 | 1 |
| 70 | GLM-5.3 Flash | 0.2132 | $3.44 | 59.6M | 295k | 17h 49m | 300 | 2 |
| 71 | Qwen3.8-Max | 0.2125 | $16.15 | 47.4M | 646k | 17h 46m | 362 | 2 |
| 72 | Gemini 3.8 Flash | 0.2118 | $6.55 | 47.0M | 149k | 3h 4m | 286 | 6 |
| 73 | Muse Spark 1.3 | 0.2112 | $78.14 | 76.4M | 260k | 11h 8m | 358 | 3 |
| 74 | Grok 4.6 | 0.2098 | $96.38 | 88.3M | 636k | 11h 39m | 377 | 12 |
| 75 | GLM-5.3 | 0.2089 | $39.28 | 89.8M | 362k | 20h 0m | 369 | 1 |
| 76 | Grok 4.6 | 0.2060 | $71.54 | 75.2M | 388k | 6h 34m | 381 | 27 |
| 77 | GLM-5.3 | 0.2058 | $59.65 | 209.0M | 565k | 15h 11m | 548 | 8 |
| 78 | DeepSeek V4 Flash Vision Exp | 0.2028 | $2.58 | 144.1M | 374k | 19h 46m | 508 | 2 |
| 79 | Grok 4.6 | 0.2019 | $87.92 | 83.6M | 470k | 8h 37m | 361 | 10 |
| 80 | Grok 4.7 | 0.2015 | $41.06 | 38.3M | 268k | 3h 17m | 188 | 5 |
| 81 | Qwen3.8-Max | 0.2005 | $15.43 | 43.7M | 693k | 18h 44m | 414 | 1 |
| 82 | Kimi K3 | 0.1961 | $13.59 | 21.1M | 194k | 9h 53m | 179 | 9 |
| 83 | DeepSeek V4 Flash Vision Exp | 0.1948 | $3.01 | 169.4M | 449k | 11h 0m | 551 | 4 |
| 84 | DeepSeek V4 Flash Vision Exp | 0.1939 | $2.93 | 164.0M | 435k | 14h 31m | 526 | 4 |
| 85 | Gemini 3.8 Flash | 0.1896 | $6.34 | 45.8M | 152k | 4h 56m | 308 | 6 |
| 86 | Qwen3.8-Max | 0.1831 | $20.18 | 58.6M | 851k | 19h 8m | 443 | 2 |
| 87 | GLM-5.3 Flash | 0.1829 | $5.24 | 90.6M | 377k | 19h 26m | 352 | 2 |
| 88 | DeepSeek V4 Flash Vision Exp | 0.1818 | $2.40 | 126.7M | 415k | 10h 56m | 421 | 6 |
| 89 | Gemini 3.8 Flash | 0.1802 | $4.63 | 34.5M | 148k | 3h 0m | 225 | 6 |
| 90 | Gemini 3.7 Flash | 0.1775 | $2.95 | 13.6M | 108k | 3h 17m | 129 | 2 |
| 91 | Gemini 3.7 Flash | 0.1714 | $6.92 | 27.7M | 160k | 6h 28m | 236 | 5 |
| 92 | Muse Spark 1.2 | 0.1646 | $89.68 | 227.7M | 1.2M | 20h 2m | 728 | 7 |
| 93 | Gemini 3.8 Flash | 0.1634 | $11.15 | 62.0M | 214k | 5h 27m | 315 | 7 |
| 94 | GPT-5.6 Sol | 0.1417 | $64.27 | 80.6M | 214k | 10h 2m | 389 | 3 |
| 95 | Muse Spark 1.2 | 0.1353 | $32.24 | 170.7M | 487k | 10h 37m | 551 | 5 |
| 96 | Muse Spark 1.3 | 0.1309 | $65.04 | 67.7M | 249k | 11h 11m | 371 | 6 |
| 97 | GLM-5.3 | 0.1261 | $28.93 | 86.9M | 409k | 13h 16m | 328 | 2 |
| 98 | Muse Spark 1.3 | 0.1170 | $63.50 | 77.9M | 313k | 5h 49m | 326 | 3 |
| 99 | Muse Spark 1.2 | 0.0816 | $32.40 | 192.3M | 534k | 7h 46m | 570 | 4 |
| 100 | Gemini 3.7 Flash | 0.0417 | $2.99 | 16.0M | 112k | 3h 8m | 165 | 6 |
| 101 | Gemini 3.7 Flash | 0.0412 | $3.05 | 19.8M | 150k | 3h 10m | 194 | 10 |
| 102 | Gemini 3.7 Flash | 0.0403 | $4.56 | 17.9M | 128k | 4h 20m | 145 | 8 |
| 103 | Muse Spark 1.2 | 0.0387 | $183.05 | 621.0M | 1.3M | 19h 7m | 1497 | 7 |
| 104 | Muse Spark 1.2 | 0.0356 | $37.95 | 196.7M | 1.2M | 19h 2m | 669 | 3 |
| 105 | Gemini 3.8 Flash | 0.0292 | $4.10 | 23.6M | 91k | 4h 7m | 225 | 5 |
| 106 | Inkling | 0.0214 | $5.30 | 5.4M | 31k | 3h 11m | 184 | 2 |
| 107 | Inkling | 0.0209 | $6.76 | 6.9M | 44k | 2h 24m | 193 | 2 |
| 108 | Inkling | 0.0205 | $8.12 | 8.4M | 30k | 3h 20m | 185 | 1 |
| 109 | Inkling | 0.0203 | $5.44 | 5.6M | 27k | 1h 39m | 121 | 3 |
| 110 | Inkling | 0.0179 | $5.86 | 6.0M | 36k | 2h 37m | 166 | 2 |