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 | 0.9284 | $98.15 | 363.7M | 2.0M | 12h 14m | 758 | 2 |
| 2 | Gemini 4 Argon | 0.9104 | $105.47 | 115.9M | 895k | 5h 40m | 315 | 6 |
| 3 | Qwen3.8-Max-0902 | 0.9095 | $72.15 | 209.6M | 2.3M | 19h 47m | 563 | 2 |
| 4 | Gemini 4 Argon | 0.9046 | $83.33 | 130.1M | 792k | 5h 37m | 359 | 3 |
| 5 | Gemini 4 Argon | 0.8993 | $145.24 | 118.2M | 769k | 6h 54m | 331 | 8 |
| 6 | GLM-5.3 | 0.8927 | $85.79 | 297.0M | 636k | 6h 7m | 634 | 7 |
| 7 | Claude Haiku 5.5 | 0.8911 | $15.33 | 230.6M | 1.3M | 10h 52m | 500 | 2 |
| 8 | Gemini 4 Argon | 0.8884 | $91.03 | 70.1M | 500k | 3h 12m | 195 | 3 |
| 9 | Claude Opus 5.5 | 0.8846 | $214.03 | 690.9M | 2.9M | 15h 36m | 1506 | 34 |
| 10 | Gemini 4 Argon | 0.8832 | $36.18 | 98.9M | 556k | 3h 28m | 236 | 3 |
| 11 | Claude Opus 5.5 | 0.8817 | $132.91 | 426.3M | 1.8M | 6h 35m | 922 | 25 |
| 12 | Claude Opus 5.5 | 0.8769 | $159.17 | 476.8M | 2.5M | 11h 3m | 1094 | 29 |
| 13 | GLM-5.3 | 0.8719 | $51.39 | 174.8M | 618k | 4h 8m | 382 | 8 |
| 14 | DeepSeek V4 Flash Vision Exp | 0.8708 | $2.68 | 149.8M | 376k | 16h 23m | 473 | 5 |
| 15 | GPT-6 Astra | 0.8707 | $2626.81 | 1259.5M | 2.3M | 18h 25m | 2839 | 58 |
| 16 | GPT-6 Astra | 0.8658 | $272.49 | 128.6M | 369k | 2h 40m | 367 | 7 |
| 17 | Claude Sonnet 5.5 | 0.8655 | $166.81 | 620.5M | 3.4M | 17h 36m | 1346 | 14 |
| 18 | Claude Opus 5 | 0.8619 | $158.22 | 232.0M | 1.1M | 7h 45m | 543 | 10 |
| 19 | Grok 4.7 | 0.8555 | $664.66 | 670.3M | 2.4M | 20h 0m | 2515 | 55 |
| 20 | Claude Fable 5.1 | 0.8458 | $138.31 | 228.0M | 1000k | 9h 1m | 580 | 15 |
| 21 | GLM-5.3 | 0.8401 | $45.93 | 158.7M | 655k | 5h 28m | 343 | 6 |
| 22 | Claude Opus 5 | 0.8400 | $159.98 | 236.7M | 1.1M | 11h 10m | 566 | 15 |
| 23 | Claude Fable 5.1 | 0.8393 | $189.96 | 320.0M | 1.2M | 8h 30m | 718 | 28 |
| 24 | Claude Haiku 5.5 | 0.8379 | $8.93 | 123.1M | 1.0M | 4h 22m | 301 | 3 |
| 25 | Claude Fable 5 | 0.8372 | $204.33 | 157.4M | 642k | 12h 58m | 310 | 20 |
| 26 | GPT-6 Astra | 0.8334 | $251.26 | 124.6M | 331k | 2h 35m | 409 | 4 |
| 27 | Claude Haiku 5.5 | 0.8309 | $11.48 | 157.4M | 1.3M | 4h 35m | 386 | 4 |
| 28 | Grok 4.7 | 0.8303 | $663.28 | 652.6M | 2.1M | 14h 34m | 2345 | 24 |
| 29 | GPT-6 Astra | 0.8266 | $344.95 | 163.8M | 406k | 3h 8m | 459 | 8 |
| 30 | GPT-6 Astra | 0.8198 | $254.82 | 122.3M | 354k | 2h 28m | 374 | 7 |
| 31 | Claude Fable 5.1 | 0.8171 | $168.52 | 281.0M | 1.2M | 8h 8m | 667 | 16 |
| 32 | Muse Spark 1.2 | 0.8168 | $5.16 | 25.8M | 238k | 1h 23m | 169 | 3 |
| 33 | Qwen3.8-Max-0902 | 0.8140 | $43.20 | 91.8M | 3.2M | 19h 47m | 354 | 1 |
| 34 | Muse Spark 1.3 | 0.8136 | $31.62 | 38.2M | 374k | 3h 49m | 186 | 5 |
| 35 | Qwen3.8-Max | 0.8086 | $63.86 | 200.9M | 2.1M | 18h 31m | 572 | 2 |
| 36 | Claude Fable 5.1 | 0.8047 | $204.26 | 349.5M | 1.2M | 8h 27m | 784 | 31 |
| 37 | Muse Spark 1.3 | 0.8036 | $155.17 | 181.2M | 487k | 18h 42m | 545 | 11 |
| 38 | Claude Haiku 5.5 | 0.8023 | $12.99 | 188.9M | 1.3M | 8h 53m | 451 | 2 |
| 39 | GLM-5.3 Flash | 0.7990 | $11.45 | 322.1M | 969k | 12h 30m | 791 | 4 |
| 40 | Qwen3.8-Max-0902 | 0.7969 | $68.75 | 217.9M | 2.1M | 19h 23m | 595 | 2 |
| 41 | Inkling | 0.7968 | $5.41 | 5.6M | 24k | 1h 10m | 98 | 3 |
| 42 | Claude Fable 5 | 0.7947 | $155.09 | 112.6M | 581k | 5h 11m | 247 | 9 |
| 43 | Inkling | 0.7910 | $2.64 | 2.7M | 12k | 47m | 61 | 2 |
| 44 | DeepSeek V4 Flash Vision Exp | 0.7876 | $3.53 | 195.8M | 540k | 19h 32m | 519 | 8 |
| 45 | Qwen3.8-Max | 0.7876 | $54.77 | 177.9M | 1.6M | 16h 1m | 520 | 5 |
| 46 | Kimi K3 | 0.7872 | $122.78 | 337.3M | 986k | 19h 10m | 771 | 36 |
| 47 | Claude Fable 5.1 | 0.7867 | $157.78 | 258.9M | 1.2M | 7h 40m | 582 | 11 |
| 48 | GLM-5.3 Flash | 0.7842 | $10.09 | 304.8M | 714k | 7h 37m | 595 | 8 |
| 49 | Gemini 3.7 Flash | 0.7839 | $8.97 | 84.4M | 442k | 56m | 281 | 3 |
| 50 | Muse Spark 1.3 | 0.7809 | $183.67 | 203.2M | 648k | 10h 29m | 557 | 11 |
| 51 | Kimi K3 | 0.7805 | $103.11 | 286.2M | 907k | 14h 49m | 651 | 10 |
| 52 | Grok 4.7 | 0.7778 | $748.71 | 746.1M | 3.0M | 20h 0m | 2763 | 23 |
| 53 | Claude Opus 5 | 0.7718 | $80.48 | 113.3M | 644k | 3h 51m | 243 | 5 |
| 54 | Inkling | 0.7670 | $5.68 | 5.8M | 36k | 1h 22m | 101 | 2 |
| 55 | GPT-5.6 Sol | 0.7649 | $74.74 | 74.2M | 207k | 2h 36m | 270 | 5 |
| 56 | DeepSeek V4 Flash Vision Exp | 0.7578 | $8.78 | 501.2M | 1.2M | 13h 5m | 1157 | 3 |
| 57 | Kimi K3 | 0.7571 | $91.87 | 248.8M | 620k | 20h 0m | 531 | 50 |
| 58 | GLM-5.3 | 0.7528 | $38.94 | 126.7M | 486k | 4h 14m | 351 | 5 |
| 59 | Claude Opus 5.5 | 0.7510 | $78.62 | 226.6M | 1.3M | 6h 44m | 478 | 12 |
| 60 | Kimi K3 | 0.7477 | $74.48 | 205.5M | 639k | 8h 3m | 456 | 20 |
| 61 | Grok 4.7 | 0.7473 | $45.19 | 45.2M | 263k | 1h 21m | 181 | 3 |
| 62 | DeepSeek V4 Flash Vision Exp | 0.7467 | $8.27 | 472.9M | 1.1M | 11h 58m | 1140 | 23 |
| 63 | GLM-5.3 Flash | 0.7460 | $13.06 | 377.4M | 1.1M | 12h 40m | 970 | 2 |
| 64 | Claude Haiku 5.5 | 0.7446 | $23.17 | 349.9M | 2.1M | 10h 30m | 763 | 4 |
| 65 | GLM-5.3 Flash | 0.7421 | $9.37 | 261.1M | 646k | 9h 26m | 535 | 2 |
| 66 | GLM-5.3 | 0.7402 | $85.05 | 310.6M | 673k | 18h 16m | 645 | 8 |
| 67 | Claude Fable 5 | 0.7331 | $198.58 | 154.1M | 599k | 9h 40m | 302 | 16 |
| 68 | Grok 4.6 | 0.7305 | $58.74 | 52.8M | 626k | 4h 20m | 206 | 13 |
| 69 | Grok 4.6 | 0.7245 | $46.67 | 39.7M | 692k | 3h 57m | 169 | 10 |
| 70 | Qwen3.8-Max | 0.7188 | $63.39 | 207.4M | 1.7M | 17h 14m | 557 | 9 |
| 71 | Muse Spark 1.2 | 0.7107 | $36.53 | 207.7M | 800k | 2h 20m | 527 | 1 |
| 72 | Qwen3.8-Max | 0.7023 | $29.64 | 70.4M | 1.9M | 19h 40m | 330 | 1 |
| 73 | Claude Opus 5 | 0.6979 | $228.77 | 352.0M | 1.4M | 11h 8m | 751 | 18 |
| 74 | Claude Sonnet 5.5 | 0.6871 | $127.04 | 479.4M | 2.5M | 17h 41m | 1063 | 10 |
| 75 | Qwen3.8-Max | 0.6658 | $53.16 | 162.1M | 1.8M | 18h 29m | 495 | 2 |
| 76 | Grok 4.6 | 0.6586 | $55.70 | 47.5M | 700k | 4h 6m | 194 | 10 |
| 77 | Grok 4.6 | 0.6473 | $57.88 | 51.1M | 725k | 4h 13m | 210 | 5 |
| 78 | Muse Spark 1.3 | 0.6457 | $320.20 | 329.1M | 590k | 13h 47m | 773 | 12 |
| 79 | GPT-5.6 Sol | 0.6303 | $111.93 | 116.6M | 261k | 11h 2m | 425 | 3 |
| 80 | Muse Spark 1.3 | 0.6302 | $29.92 | 88.8M | 460k | 3h 13m | 325 | 9 |
| 81 | Kimi K3 | 0.6169 | $112.73 | 307.9M | 980k | 13h 16m | 708 | 31 |
| 82 | Qwen3.8-Max-0902 | 0.6109 | $38.46 | 77.0M | 3.0M | 18h 44m | 298 | 2 |
| 83 | GPT-5.6 Sol | 0.6093 | $23.53 | 32.7M | 162k | 1h 28m | 207 | 3 |
| 84 | Claude Fable 5 | 0.5974 | $289.56 | 218.1M | 971k | 11h 20m | 529 | 29 |
| 85 | Claude Opus 5.5 | 0.5826 | $111.15 | 316.0M | 1.9M | 10h 19m | 731 | 29 |
| 86 | Claude Sonnet 5.5 | 0.5555 | $156.83 | 594.5M | 3.0M | 18h 16m | 1275 | 4 |
| 87 | Claude Fable 5 | 0.5364 | $304.87 | 227.0M | 1.1M | 13h 5m | 532 | 22 |
| 88 | Claude Opus 5 | 0.5059 | $98.60 | 149.0M | 645k | 5h 53m | 287 | 7 |
| 89 | Gemini 3.8 Flash | 0.5042 | $12.98 | 108.1M | 394k | 2h 18m | 329 | 5 |
| 90 | Claude Sonnet 5.5 | 0.4810 | $155.71 | 584.6M | 3.1M | 16h 20m | 1290 | 8 |
| 91 | DeepSeek V4 Flash Vision Exp | 0.4680 | $3.00 | 159.1M | 520k | 6h 30m | 442 | 5 |
| 92 | GPT-5.6 Sol | 0.4658 | $119.15 | 122.5M | 308k | 3h 17m | 463 | 6 |
| 93 | GLM-5.3 Flash | 0.4647 | $8.11 | 210.3M | 541k | 9h 13m | 473 | 3 |
| 94 | Grok 4.7 | 0.4410 | $49.65 | 48.3M | 283k | 2h 1m | 184 | 13 |
| 95 | Gemini 3.8 Flash | 0.4012 | $12.80 | 133.1M | 348k | 1h 19m | 360 | 2 |
| 96 | Gemini 3.7 Flash | 0.3912 | $15.89 | 144.8M | 798k | 2h 17m | 479 | 5 |
| 97 | Gemini 3.8 Flash | 0.3668 | $11.65 | 115.4M | 351k | 1h 8m | 353 | 6 |
| 98 | GPT-5.6 Sol | 0.3383 | $180.46 | 175.3M | 266k | 4h 7m | 474 | 10 |
| 99 | Gemini 3.7 Flash | 0.3149 | $10.74 | 97.9M | 514k | 1h 12m | 278 | 2 |
| 100 | Gemini 3.8 Flash | 0.2792 | $7.71 | 71.8M | 268k | 1h 9m | 283 | 2 |
| 101 | Grok 4.6 | 0.2777 | $27.64 | 23.0M | 551k | 3h 18m | 127 | 2 |
| 102 | Gemini 3.7 Flash | 0.2425 | $12.51 | 121.4M | 559k | 2h 10m | 326 | 2 |
| 103 | Gemini 3.7 Flash | 0.2101 | $6.70 | 49.8M | 379k | 47m | 212 | 3 |
| 104 | Inkling | 0.0000 | $7.50 | 7.7M | 51k | 1h 46m | 135 | 1 |
| 105 | Gemini 3.8 Flash | 0.0000 | $15.57 | 160.4M | 440k | 1h 35m | 409 | 1 |
| 106 | Qwen3.8-Max-0902 | 0.0000 | $60.04 | 188.3M | 1.9M | 19h 52m | 497 | 3 |
| 107 | Muse Spark 1.2 | 0.0000 | $19.40 | 92.0M | 1.0M | 4h 3m | 307 | 3 |
| 108 | Muse Spark 1.2 | 0.0000 | $9.93 | 53.1M | 354k | 2h 11m | 258 | 6 |
| 109 | Muse Spark 1.2 | 0.0000 | $8.05 | 39.0M | 223k | 1h 17m | 201 | 4 |
| 110 | Inkling | 0.0000 | $4.66 | 4.8M | 18k | 1h 13m | 91 | 2 |