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 | 0.9929 | $30.52 | 100.2M | 393k | 11h 17m | 272 | 6 |
| 2 | Claude Sonnet 5.5 | 0.9857 | $55.39 | 234.7M | 652k | 13h 43m | 437 | 4 |
| 3 | GPT-6 Astra | 0.9857 | $244.69 | 120.7M | 324k | 13h 51m | 408 | 10 |
| 4 | Claude Opus 5.5 | 0.9786 | $45.44 | 160.9M | 500k | 13h 11m | 377 | 11 |
| 5 | Claude Opus 5.5 | 0.9786 | $34.33 | 116.2M | 417k | 11h 0m | 318 | 8 |
| 6 | Claude Sonnet 5.5 | 0.9750 | $40.76 | 168.9M | 538k | 13h 54m | 374 | 7 |
| 7 | Claude Opus 5.5 | 0.9750 | $38.61 | 139.5M | 396k | 12h 25m | 373 | 6 |
| 8 | Claude Sonnet 5.5 | 0.9643 | $41.04 | 170.2M | 534k | 12h 48m | 351 | 2 |
| 9 | Claude Opus 5.5 | 0.9571 | $39.47 | 142.7M | 408k | 13h 40m | 381 | 7 |
| 10 | Claude Fable 5.1 | 0.9536 | $56.70 | 98.3M | 311k | 9h 23m | 314 | 7 |
| 11 | Claude Sonnet 5.5 | 0.9536 | $50.70 | 214.9M | 589k | 14h 7m | 425 | 5 |
| 12 | Claude Fable 5.1 | 0.9536 | $46.08 | 78.9M | 273k | 10h 59m | 276 | 9 |
| 13 | Claude Fable 5 | 0.9500 | $67.06 | 43.5M | 324k | 14h 13m | 175 | 3 |
| 14 | Claude Sonnet 5.5 | 0.9464 | $44.69 | 183.2M | 625k | 13h 17m | 361 | 3 |
| 15 | Claude Opus 5 | 0.9429 | $45.45 | 65.6M | 338k | 12h 24m | 221 | 3 |
| 16 | Claude Fable 5.1 | 0.9429 | $31.38 | 51.1M | 239k | 11h 53m | 233 | 6 |
| 17 | GPT-6 Astra | 0.9429 | $571.36 | 274.8M | 479k | 10h 52m | 637 | 7 |
| 18 | Claude Fable 5 | 0.9357 | $59.50 | 39.9M | 266k | 13h 11m | 181 | 6 |
| 19 | Gemini 4 Argon | 0.9286 | $102.13 | 88.3M | 440k | 7h 8m | 224 | 7 |
| 20 | Gemini 4 Argon | 0.9214 | $93.51 | 158.0M | 759k | 9h 17m | 426 | 13 |
| 21 | Gemini 4 Argon | 0.8964 | $116.54 | 131.7M | 765k | 9h 49m | 373 | 8 |
| 22 | Gemini 4 Argon | 0.8893 | $85.61 | 94.9M | 445k | 9h 1m | 199 | 6 |
| 23 | GPT-5.6 Sol | 0.8893 | $28.42 | 45.1M | 149k | 6h 33m | 291 | 7 |
| 24 | Claude Fable 5 | 0.8821 | $103.72 | 80.8M | 300k | 11h 27m | 277 | 6 |
| 25 | Claude Opus 5 | 0.8750 | $46.27 | 65.7M | 362k | 13h 32m | 222 | 5 |
| 26 | Gemini 4 Argon | 0.8679 | $74.43 | 68.7M | 419k | 7h 35m | 192 | 4 |
| 27 | GPT-5.6 Sol | 0.8607 | $35.99 | 57.3M | 138k | 6h 13m | 336 | 13 |
| 28 | Grok 4.7 | 0.8571 | $107.31 | 95.1M | 427k | 11h 56m | 400 | 26 |
| 29 | Claude Opus 5 | 0.8500 | $61.18 | 94.0M | 386k | 14h 7m | 294 | 4 |
| 30 | Claude Opus 5 | 0.8429 | $60.29 | 91.4M | 395k | 14h 7m | 252 | 7 |
| 31 | GPT-6 Astra | 0.8429 | $330.64 | 163.8M | 407k | 12h 13m | 526 | 9 |
| 32 | Claude Fable 5.1 | 0.8357 | $41.84 | 71.9M | 245k | 9h 32m | 252 | 11 |
| 33 | GPT-6 Astra | 0.8357 | $771.41 | 367.5M | 716k | 14h 57m | 903 | 12 |
| 34 | Claude Haiku 5.5 | 0.8071 | $9.96 | 166.2M | 583k | 11h 28m | 342 | 6 |
| 35 | GPT-5.6 Sol | 0.8071 | $20.62 | 32.5M | 99k | 10h 50m | 196 | 10 |
| 36 | GPT-5.6 Sol | 0.8000 | $20.53 | 30.5M | 123k | 2h 52m | 197 | 3 |
| 37 | Claude Fable 5.1 | 0.7929 | $38.22 | 64.0M | 257k | 7h 37m | 245 | 4 |
| 38 | Grok 4.7 | 0.7821 | $110.91 | 86.8M | 288k | 10h 45m | 306 | 21 |
| 39 | Claude Opus 5 | 0.7643 | $37.81 | 52.1M | 323k | 13h 43m | 213 | 4 |
| 40 | Claude Fable 5 | 0.7607 | $96.29 | 69.5M | 362k | 13h 19m | 226 | 7 |
| 41 | Kimi K3 | 0.7571 | $29.23 | 77.1M | 277k | 14h 20m | 314 | 2 |
| 42 | GPT-6 Astra | 0.7536 | $12.03 | 4.8M | 92k | 34m | 69 | 3 |
| 43 | GPT-5.6 Sol | 0.7357 | $15.51 | 21.1M | 106k | 11h 38m | 168 | 9 |
| 44 | Grok 4.7 | 0.7250 | $43.26 | 41.6M | 230k | 3h 58m | 188 | 3 |
| 45 | Claude Haiku 5.5 | 0.6857 | $6.75 | 107.9M | 485k | 12h 11m | 273 | 4 |
| 46 | Claude Fable 5 | 0.6750 | $77.86 | 54.6M | 319k | 13h 7m | 214 | 4 |
| 47 | Claude Haiku 5.5 | 0.6321 | $6.72 | 103.6M | 558k | 12h 23m | 236 | 4 |
| 48 | Grok 4.6 | 0.6036 | $87.29 | 70.2M | 604k | 8h 33m | 259 | 9 |
| 49 | Grok 4.7 | 0.5893 | $172.69 | 157.2M | 497k | 15h 0m | 627 | 13 |
| 50 | Grok 4.6 | 0.5857 | $104.51 | 99.3M | 819k | 14h 17m | 453 | 24 |
| 51 | Grok 4.7 | 0.5607 | $45.18 | 44.4M | 217k | 3h 31m | 197 | 8 |
| 52 | Gemini 3.8 Flash | 0.5536 | $30.25 | 260.8M | 509k | 6h 38m | 614 | 3 |
| 53 | GLM-5.3 | 0.5357 | $48.03 | 138.0M | 410k | 14h 33m | 388 | 9 |
| 54 | GLM-5.3 Flash | 0.5250 | $5.04 | 80.8M | 333k | 14h 2m | 284 | 2 |
| 55 | Kimi K3 | 0.5071 | $31.51 | 82.4M | 325k | 14h 46m | 311 | 4 |
| 56 | Gemini 3.8 Flash | 0.4714 | $27.99 | 242.3M | 700k | 9h 7m | 669 | 6 |
| 57 | Muse Spark 1.3 | 0.4500 | $83.30 | 135.3M | 1.0M | 14h 48m | 459 | 4 |
| 58 | Gemini 3.8 Flash | 0.4500 | $19.92 | 177.3M | 430k | 4h 7m | 478 | 3 |
| 59 | Kimi K3 | 0.4286 | $27.43 | 64.3M | 286k | 14h 50m | 256 | 11 |
| 60 | Gemini 3.7 Flash | 0.4250 | $12.09 | 51.0M | 293k | 4h 11m | 266 | 3 |
| 61 | GLM-5.3 | 0.4214 | $29.52 | 79.9M | 302k | 14h 26m | 305 | 6 |
| 62 | Grok 4.6 | 0.4071 | $107.37 | 99.7M | 852k | 13h 36m | 443 | 17 |
| 63 | Muse Spark 1.2 | 0.4036 | $5.41 | 24.7M | 331k | 4h 44m | 150 | 2 |
| 64 | Muse Spark 1.2 | 0.4036 | $6.73 | 30.6M | 391k | 4h 23m | 132 | 4 |
| 65 | Muse Spark 1.2 | 0.3750 | $11.18 | 57.5M | 431k | 6h 54m | 254 | 6 |
| 66 | GLM-5.3 | 0.3607 | $36.05 | 73.5M | 339k | 13h 30m | 259 | 4 |
| 67 | Claude Haiku 5.5 | 0.3571 | $5.00 | 75.9M | 441k | 13h 8m | 222 | 3 |
| 68 | Muse Spark 1.2 | 0.3429 | $9.01 | 40.4M | 451k | 7h 47m | 197 | 4 |
| 69 | Claude Haiku 5.5 | 0.3357 | $5.64 | 87.4M | 456k | 13h 10m | 240 | 2 |
| 70 | Kimi K3 | 0.3143 | $28.91 | 69.9M | 341k | 12h 50m | 253 | 2 |
| 71 | Gemini 3.8 Flash | 0.3107 | $28.23 | 250.7M | 518k | 4h 50m | 551 | 4 |
| 72 | Gemini 3.7 Flash | 0.3000 | $23.11 | 214.3M | 578k | 5h 22m | 524 | 1 |
| 73 | GLM-5.3 | 0.2893 | $25.26 | 83.8M | 284k | 14h 38m | 339 | 4 |
| 74 | Grok 4.6 | 0.2786 | $78.34 | 65.1M | 979k | 10h 29m | 301 | 8 |
| 75 | GLM-5.3 | 0.2571 | $27.02 | 69.8M | 315k | 14h 43m | 253 | 6 |
| 76 | Gemini 3.7 Flash | 0.2393 | $20.54 | 111.4M | 562k | 4h 43m | 327 | 1 |
| 77 | Qwen3.8-Max-0902 | 0.2321 | $22.10 | 36.7M | 1.2M | 15h 6m | 239 | 1 |
| 78 | GLM-5.3 Flash | 0.2214 | $3.70 | 65.2M | 342k | 14h 4m | 250 | 2 |
| 79 | Muse Spark 1.2 | 0.2071 | $9.69 | 39.5M | 748k | 4h 22m | 138 | 7 |
| 80 | Inkling | 0.2000 | $1.23 | 1.2M | 15k | 1h 37m | 46 | 1 |
| 81 | DeepSeek V4 Flash Vision Exp | 0.1786 | $2.02 | 107.0M | 337k | 14h 34m | 328 | 2 |
| 82 | Kimi K3 | 0.1429 | $43.61 | 116.1M | 397k | 14h 40m | 395 | 2 |
| 83 | Qwen3.8-Max | 0.1357 | $20.20 | 59.6M | 794k | 13h 51m | 345 | 3 |
| 84 | Gemini 3.8 Flash | 0.1214 | $31.55 | 253.4M | 764k | 12h 9m | 734 | 2 |
| 85 | DeepSeek V4 Flash Vision Exp | 0.1214 | $2.99 | 164.7M | 448k | 8h 44m | 423 | 5 |
| 86 | GLM-5.3 Flash | 0.1214 | $5.52 | 97.5M | 412k | 13h 40m | 313 | 9 |
| 87 | Muse Spark 1.3 | 0.1107 | $38.26 | 178.6M | 566k | 18h 5m | 654 | 36 |
| 88 | Grok 4.6 | 0.0929 | $172.71 | 159.1M | 1.1M | 14h 32m | 609 | 14 |
| 89 | Qwen3.8-Max-0902 | 0.0929 | $21.34 | 36.0M | 1.2M | 15h 8m | 263 | 1 |
| 90 | Inkling | 0.0786 | $1.37 | 1.4M | 14k | 43m | 62 | 1 |
| 91 | Qwen3.8-Max | 0.0750 | $16.70 | 49.8M | 638k | 13h 27m | 335 | 3 |
| 92 | Qwen3.8-Max-0902 | 0.0607 | $20.03 | 44.0M | 1.0M | 15h 2m | 256 | 1 |
| 93 | Qwen3.8-Max | 0.0536 | $12.92 | 35.1M | 623k | 13h 47m | 238 | 3 |
| 94 | Gemini 3.7 Flash | 0.0536 | $30.51 | 186.7M | 1.3M | 5h 45m | 513 | 2 |
| 95 | Qwen3.8-Max | 0.0536 | $22.79 | 70.5M | 780k | 13h 7m | 415 | 3 |
| 96 | GLM-5.3 Flash | 0.0500 | $3.94 | 72.4M | 357k | 14h 22m | 251 | 2 |
| 97 | Gemini 3.7 Flash | 0.0429 | $30.88 | 192.0M | 568k | 8h 45m | 506 | 2 |
| 98 | Qwen3.8-Max-0902 | 0.0429 | $15.23 | 34.3M | 1.0M | 15h 2m | 220 | 1 |
| 99 | Inkling | 0.0393 | $5.27 | 5.4M | 45k | 1h 49m | 127 | 2 |
| 100 | DeepSeek V4 Flash Vision Exp | 0.0357 | $2.71 | 145.6M | 448k | 14h 17m | 377 | 7 |
| 101 | Muse Spark 1.3 | 0.0286 | $195.94 | 191.4M | 452k | 19h 7m | 684 | 7 |
| 102 | GLM-5.3 Flash | 0.0179 | $4.71 | 110.5M | 429k | 14h 10m | 330 | 7 |
| 103 | DeepSeek V4 Flash Vision Exp | 0.0143 | $2.49 | 130.6M | 440k | 11h 4m | 400 | 10 |
| 104 | Inkling | 0.0143 | $2.10 | 2.1M | 21k | 28m | 83 | 1 |
| 105 | Qwen3.8-Max-0902 | 0.0143 | $12.30 | 21.2M | 813k | 15h 8m | 188 | 1 |
| 106 | Muse Spark 1.3 | 0.0107 | $34.91 | 148.6M | 508k | 14h 14m | 577 | 15 |
| 107 | Qwen3.8-Max | 0.0071 | $26.05 | 82.8M | 805k | 13h 22m | 436 | 3 |
| 108 | DeepSeek V4 Flash Vision Exp | 0.0036 | $2.74 | 145.9M | 463k | 9h 28m | 372 | 6 |
| 109 | Muse Spark 1.3 | 0.0036 | $74.56 | 160.5M | 728k | 11h 20m | 628 | 10 |
| 110 | Inkling | 0.0000 | $3.91 | 4.0M | 36k | 2h 12m | 98 | 2 |