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 | 0.9802 | $29.40 | 86.6M | 447k | 5h 37m | 213 | 11 |
| 2 | Claude Opus 5.5 | 0.9629 | $25.12 | 76.6M | 348k | 3h 15m | 207 | 9 |
| 3 | GPT-6 Astra | 0.9623 | $128.98 | 66.9M | 202k | 2h 32m | 252 | 3 |
| 4 | Claude Opus 5.5 | 0.9582 | $32.70 | 105.1M | 419k | 5h 38m | 261 | 4 |
| 5 | Claude Sonnet 5.5 | 0.9507 | $48.17 | 184.2M | 875k | 10h 49m | 465 | 8 |
| 6 | Claude Opus 5.5 | 0.9506 | $43.10 | 137.3M | 584k | 6h 47m | 287 | 8 |
| 7 | Claude Fable 5 | 0.9491 | $104.43 | 77.8M | 325k | 9h 34m | 228 | 9 |
| 8 | Claude Haiku 5.5 | 0.9458 | $12.55 | 176.8M | 1.3M | 10h 31m | 417 | 2 |
| 9 | Claude Opus 5.5 | 0.9418 | $33.25 | 107.7M | 418k | 4h 32m | 251 | 4 |
| 10 | Claude Sonnet 5.5 | 0.9377 | $25.94 | 98.3M | 468k | 4h 54m | 246 | 4 |
| 11 | Claude Haiku 5.5 | 0.9373 | $12.10 | 180.8M | 1.1M | 11h 0m | 434 | 2 |
| 12 | Claude Sonnet 5.5 | 0.9359 | $40.87 | 157.9M | 720k | 8h 10m | 372 | 6 |
| 13 | Claude Sonnet 5.5 | 0.9357 | $44.27 | 175.5M | 715k | 8h 40m | 410 | 1 |
| 14 | Claude Opus 5 | 0.9354 | $108.05 | 175.6M | 512k | 12h 46m | 386 | 16 |
| 15 | Muse Spark 1.3 | 0.9348 | $88.24 | 91.7M | 303k | 11h 17m | 409 | 2 |
| 16 | Claude Fable 5.1 | 0.9331 | $62.26 | 106.8M | 367k | 8h 14m | 284 | 8 |
| 17 | Claude Fable 5 | 0.9315 | $97.01 | 70.7M | 318k | 7h 13m | 197 | 8 |
| 18 | Claude Fable 5.1 | 0.9314 | $52.87 | 90.3M | 319k | 5h 49m | 274 | 9 |
| 19 | Claude Opus 5 | 0.9312 | $80.95 | 128.6M | 410k | 11h 23m | 326 | 7 |
| 20 | Kimi K3 | 0.9307 | $34.42 | 90.2M | 306k | 9h 26m | 306 | 5 |
| 21 | Claude Fable 5 | 0.9285 | $88.74 | 65.2M | 284k | 7h 6m | 208 | 10 |
| 22 | Claude Opus 5 | 0.9268 | $66.75 | 102.7M | 380k | 7h 37m | 277 | 3 |
| 23 | Claude Fable 5 | 0.9266 | $114.36 | 85.0M | 368k | 10h 16m | 234 | 6 |
| 24 | GPT-5.6 Sol | 0.9241 | $103.11 | 107.4M | 168k | 5h 28m | 369 | 8 |
| 25 | Grok 4.7 | 0.9226 | $177.41 | 173.6M | 635k | 11h 45m | 724 | 2 |
| 26 | GPT-6 Astra | 0.9217 | $103.16 | 56.8M | 189k | 2h 7m | 236 | 3 |
| 27 | Claude Haiku 5.5 | 0.9211 | $6.92 | 102.7M | 574k | 5h 59m | 240 | 2 |
| 28 | Claude Fable 5.1 | 0.9205 | $68.80 | 118.8M | 390k | 9h 16m | 323 | 6 |
| 29 | Claude Sonnet 5.5 | 0.9205 | $42.18 | 157.9M | 816k | 8h 38m | 414 | 4 |
| 30 | Kimi K3 | 0.9196 | $29.20 | 75.3M | 345k | 8h 0m | 286 | 8 |
| 31 | Claude Fable 5.1 | 0.9192 | $42.87 | 72.2M | 281k | 5h 13m | 226 | 5 |
| 32 | Claude Fable 5.1 | 0.9186 | $55.53 | 95.2M | 329k | 8h 32m | 279 | 10 |
| 33 | Gemini 4 Argon | 0.9182 | $55.03 | 65.4M | 246k | 4h 0m | 171 | 2 |
| 34 | Claude Opus 5 | 0.9178 | $120.16 | 201.7M | 487k | 16h 10m | 440 | 12 |
| 35 | GPT-6 Astra | 0.9173 | $183.34 | 92.0M | 226k | 1h 45m | 305 | 2 |
| 36 | Claude Fable 5 | 0.9155 | $108.63 | 80.2M | 355k | 9h 49m | 237 | 8 |
| 37 | GPT-6 Astra | 0.9153 | $76.89 | 42.2M | 156k | 1h 3m | 187 | 3 |
| 38 | GLM-5.3 | 0.9144 | $51.16 | 175.7M | 465k | 14h 14m | 461 | 2 |
| 39 | GPT-6 Astra | 0.9128 | $82.94 | 47.1M | 162k | 1h 37m | 205 | 3 |
| 40 | GLM-5.3 Flash | 0.9128 | $8.72 | 173.1M | 406k | 16h 39m | 489 | 2 |
| 41 | Claude Haiku 5.5 | 0.9123 | $8.89 | 128.7M | 893k | 9h 43m | 376 | 2 |
| 42 | Gemini 4 Argon | 0.9115 | $102.53 | 78.3M | 305k | 5h 26m | 181 | 2 |
| 43 | Claude Haiku 5.5 | 0.9110 | $9.22 | 144.9M | 750k | 8h 8m | 333 | 6 |
| 44 | GLM-5.3 | 0.9094 | $42.10 | 140.4M | 401k | 16h 39m | 404 | 2 |
| 45 | Grok 4.7 | 0.9093 | $209.09 | 202.2M | 818k | 13h 1m | 844 | 2 |
| 46 | Kimi K3 | 0.9090 | $15.06 | 37.9M | 188k | 7h 2m | 204 | 7 |
| 47 | GLM-5.3 Flash | 0.9090 | $7.68 | 170.3M | 428k | 17h 42m | 476 | 6 |
| 48 | GLM-5.3 | 0.9087 | $43.47 | 155.3M | 374k | 16h 47m | 478 | 2 |
| 49 | GPT-5.6 Sol | 0.9087 | $34.04 | 44.6M | 108k | 4h 5m | 199 | 9 |
| 50 | Grok 4.6 | 0.9085 | $149.23 | 138.7M | 1.3M | 12h 2m | 586 | 2 |
| 51 | Claude Opus 5 | 0.9082 | $82.70 | 130.5M | 438k | 8h 38m | 327 | 9 |
| 52 | Gemini 4 Argon | 0.9073 | $129.59 | 105.1M | 283k | 6h 53m | 216 | 2 |
| 53 | Gemini 4 Argon | 0.9069 | $23.60 | 61.0M | 217k | 3h 19m | 175 | 2 |
| 54 | GPT-5.6 Sol | 0.9062 | $69.52 | 78.1M | 124k | 3h 50m | 295 | 3 |
| 55 | Grok 4.7 | 0.9053 | $77.01 | 77.8M | 250k | 3h 37m | 315 | 1 |
| 56 | Grok 4.6 | 0.9047 | $29.23 | 30.9M | 270k | 3h 12m | 158 | 1 |
| 57 | Qwen3.8-Max-0902 | 0.9041 | $56.78 | 149.1M | 2.5M | 19h 20m | 497 | 2 |
| 58 | GPT-5.6 Sol | 0.9014 | $57.11 | 66.4M | 129k | 4h 8m | 267 | 5 |
| 59 | Grok 4.6 | 0.9010 | $76.51 | 66.4M | 639k | 9h 42m | 273 | 2 |
| 60 | Muse Spark 1.3 | 0.9005 | $242.82 | 232.9M | 452k | 19h 26m | 628 | 1 |
| 61 | Qwen3.8-Max-0902 | 0.8953 | $47.14 | 117.0M | 1.9M | 19h 7m | 442 | 3 |
| 62 | GLM-5.3 Flash | 0.8916 | $10.09 | 169.1M | 376k | 15h 54m | 473 | 4 |
| 63 | Kimi K3 | 0.8899 | $31.51 | 84.6M | 291k | 12h 22m | 348 | 3 |
| 64 | GPT-5.6 Sol | 0.8681 | $66.06 | 72.8M | 105k | 4h 8m | 267 | 4 |
| 65 | Muse Spark 1.3 | 0.4425 | $115.32 | 111.6M | 449k | 19h 59m | 385 | 1 |
| 66 | Muse Spark 1.3 | 0.4417 | $126.25 | 155.2M | 591k | 19h 59m | 465 | 1 |
| 67 | Qwen3.8-Max | 0.4407 | $34.51 | 98.7M | 1.3M | 19h 41m | 423 | 2 |
| 68 | Qwen3.8-Max | 0.4404 | $41.19 | 95.2M | 1.6M | 20h 1m | 427 | 1 |
| 69 | DeepSeek V4 Flash Vision Exp | 0.4396 | $4.92 | 297.3M | 464k | 19h 11m | 681 | 11 |
| 70 | Muse Spark 1.3 | 0.4389 | $215.78 | 199.3M | 678k | 15h 8m | 502 | 24 |
| 71 | DeepSeek V4 Flash Vision Exp | 0.4384 | $3.53 | 204.1M | 419k | 17h 55m | 562 | 3 |
| 72 | DeepSeek V4 Flash Vision Exp | 0.3550 | $2.99 | 168.7M | 386k | 19h 32m | 453 | 3 |
| 73 | Gemini 3.8 Flash | 0.3530 | $39.56 | 333.6M | 688k | 9h 57m | 942 | 3 |
| 74 | Qwen3.8-Max-0902 | 0.3268 | $45.66 | 130.9M | 1.8M | 19h 28m | 461 | 3 |
| 75 | Qwen3.8-Max-0902 | 0.3247 | $58.55 | 156.5M | 2.2M | 19h 45m | 512 | 3 |
| 76 | Gemini 3.8 Flash | 0.3004 | $49.60 | 408.7M | 919k | 17h 49m | 1099 | 1 |
| 77 | Gemini 3.8 Flash | 0.2989 | $50.71 | 448.6M | 743k | 11h 49m | 1104 | 1 |
| 78 | Qwen3.8-Max | 0.2981 | $45.25 | 145.8M | 997k | 19h 53m | 526 | 1 |
| 79 | GLM-5.3 Flash | 0.2971 | $8.91 | 144.0M | 373k | 19h 10m | 444 | 3 |
| 80 | Kimi K3 | 0.2838 | $85.29 | 208.6M | 954k | 19h 56m | 558 | 3 |
| 81 | DeepSeek V4 Flash Vision Exp | 0.2720 | $3.61 | 208.7M | 436k | 14h 28m | 562 | 11 |
| 82 | Grok 4.6 | 0.2716 | $127.41 | 108.5M | 1.7M | 19h 30m | 464 | 4 |
| 83 | DeepSeek V4 Flash Vision Exp | 0.2506 | $3.27 | 186.8M | 413k | 17h 5m | 493 | 5 |
| 84 | Grok 4.6 | 0.2296 | $214.90 | 198.0M | 1.7M | 19h 41m | 759 | 13 |
| 85 | Gemini 4 Argon | 0.1758 | $81.73 | 98.5M | 410k | 6h 12m | 259 | 1 |
| 86 | GLM-5.3 | 0.0945 | $60.08 | 134.7M | 351k | 20h 1m | 432 | 1 |
| 87 | Qwen3.8-Max | 0.0664 | $30.34 | 85.4M | 1.2M | 19h 11m | 360 | 2 |
| 88 | Qwen3.8-Max-0902 | 0.0446 | $62.40 | 166.9M | 2.3M | 19h 54m | 538 | 1 |
| 89 | Inkling | 0.0429 | $17.12 | 17.9M | 30k | 2h 11m | 192 | 1 |
| 90 | Inkling | 0.0404 | $13.85 | 14.5M | 23k | 1h 11m | 142 | 1 |
| 91 | Gemini 3.7 Flash | 0.0349 | $23.63 | 178.6M | 776k | 6h 26m | 569 | 1 |
| 92 | Gemini 3.7 Flash | 0.0347 | $27.48 | 166.6M | 453k | 6h 47m | 438 | 1 |
| 93 | Gemini 3.7 Flash | 0.0331 | $42.63 | 248.9M | 797k | 11h 49m | 716 | 1 |
| 94 | Muse Spark 1.2 | 0.0325 | $10.93 | 49.7M | 405k | 2h 44m | 182 | 3 |
| 95 | Gemini 3.8 Flash | 0.0317 | $65.98 | 570.2M | 1.4M | 17h 58m | 1492 | 1 |
| 96 | Gemini 3.7 Flash | 0.0317 | $28.92 | 149.4M | 462k | 8h 34m | 380 | 1 |
| 97 | Gemini 3.7 Flash | 0.0310 | $36.97 | 183.1M | 560k | 8h 49m | 483 | 1 |
| 98 | Gemini 3.8 Flash | 0.0309 | $52.78 | 424.0M | 773k | 11h 32m | 1103 | 2 |
| 99 | Inkling | 0.0305 | $12.93 | 13.5M | 35k | 14m | 141 | 1 |
| 100 | Muse Spark 1.2 | 0.0252 | $38.37 | 181.5M | 771k | 3h 21m | 481 | 13 |
| 101 | GLM-5.3 | 0.0239 | $77.39 | 173.5M | 511k | 19h 46m | 464 | 11 |
| 102 | Qwen3.8-Max | 0.0000 | $50.91 | 123.3M | 1.9M | 19h 56m | 467 | 1 |
| 103 | Muse Spark 1.2 | 0.0000 | $29.55 | 111.8M | 325k | 3h 53m | 331 | 2 |
| 104 | Muse Spark 1.2 | 0.0000† | $16.08 | 77.6M | 385k | 3h 9m | 254 | 2 |
| 105 | Inkling | 0.0000 | $16.05 | 16.8M | 29k | 1h 23m | 176 | 2 |
| 106 | Grok 4.7 | 0.0000 | $218.86 | 185.5M | 568k | 19h 57m | 791 | 8 |
| 107 | Grok 4.7 | 0.0000 | $85.96 | 87.7M | 287k | 4h 37m | 388 | 1 |
| 108 | Muse Spark 1.2 | 0.0000 | $10.80 | 49.7M | 240k | 3h 10m | 226 | 3 |
| 109 | Inkling | 0.0000 | $11.47 | 11.9M | 30k | 1h 18m | 145 | 2 |
| 110 | GLM-5.3 Flash | 0.0000 | $11.04 | 225.6M | 397k | 17h 7m | 578 | 3 |
† score adjusted by manual review; the trace's Judge tab carries the measured score and the rationale.