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 | 1.0000 | $56.70 | 219.1M | 1.0M | 5h 58m | 501 | 6 |
| 2 | Claude Haiku 5.5 | 1.0000 | $12.16 | 186.9M | 1.0M | 4h 28m | 423 | 4 |
| 3 | Claude Sonnet 5.5 | 1.0000 | $55.34 | 209.5M | 1.1M | 7h 29m | 541 | 6 |
| 4 | Claude Sonnet 5.5 | 1.0000 | $53.61 | 204.3M | 990k | 7h 10m | 485 | 6 |
| 5 | Claude Opus 5 | 1.0000 | $174.84 | 280.2M | 919k | 15h 16m | 714 | 20 |
| 6 | Claude Opus 5.5 | 1.0000 | $41.28 | 133.2M | 560k | 3h 31m | 263 | 13 |
| 7 | Claude Fable 5.1 | 1.0000 | $34.17 | 49.9M | 378k | 2h 37m | 164 | 6 |
| 8 | Claude Opus 5 | 1.0000 | $204.51 | 327.4M | 1.1M | 13h 23m | 746 | 19 |
| 9 | Gemini 4 Argon | 1.0000 | $45.68 | 47.8M | 303k | 2h 17m | 135 | 2 |
| 10 | Claude Opus 5.5 | 1.0000 | $71.71 | 241.5M | 889k | 6h 55m | 573 | 21 |
| 11 | Claude Fable 5.1 | 1.0000 | $45.30 | 70.2M | 418k | 4h 0m | 200 | 9 |
| 12 | Gemini 4 Argon | 1.0000 | $81.62 | 85.5M | 322k | 3h 41m | 204 | 2 |
| 13 | Claude Fable 5 | 1.0000 | $203.81 | 160.6M | 603k | 9h 37m | 335 | 11 |
| 14 | Claude Opus 5.5 | 1.0000 | $35.94 | 109.8M | 528k | 2h 59m | 232 | 8 |
| 15 | Gemini 4 Argon | 1.0000 | $56.56 | 92.0M | 304k | 3h 17m | 203 | 2 |
| 16 | Claude Haiku 5.5 | 1.0000 | $12.93 | 195.5M | 1.2M | 5h 31m | 459 | 5 |
| 17 | Claude Sonnet 5.5 | 1.0000 | $55.03 | 208.1M | 1.1M | 6h 24m | 495 | 7 |
| 18 | Claude Fable 5 | 1.0000 | $201.80 | 156.2M | 629k | 7h 5m | 319 | 12 |
| 19 | Claude Opus 5.5 | 1.0000 | $31.11 | 88.5M | 510k | 2h 27m | 202 | 4 |
| 20 | Claude Opus 5.5 | 1.0000 | $37.66 | 116.3M | 544k | 3h 20m | 243 | 8 |
| 21 | Claude Fable 5.1 | 1.0000 | $34.22 | 50.9M | 360k | 1h 59m | 159 | 8 |
| 22 | Claude Fable 5.1 | 1.0000 | $43.08 | 67.7M | 379k | 4h 3m | 206 | 11 |
| 23 | Claude Fable 5.1 | 1.0000 | $50.91 | 83.1M | 385k | 3h 9m | 232 | 8 |
| 24 | Claude Opus 5 | 0.9984 | $103.75 | 161.1M | 640k | 5h 43m | 315 | 4 |
| 25 | Claude Opus 5 | 0.9841 | $206.83 | 330.5M | 1.1M | 10h 19m | 761 | 12 |
| 26 | Claude Haiku 5.5 | 0.9841 | $12.26 | 189.0M | 1.0M | 5h 12m | 467 | 2 |
| 27 | Claude Haiku 5.5 | 0.9841 | $9.10 | 133.0M | 903k | 3h 32m | 370 | 2 |
| 28 | Claude Fable 5 | 0.9841 | $232.48 | 180.5M | 725k | 7h 59m | 313 | 8 |
| 29 | Claude Sonnet 5.5 | 0.9841 | $56.48 | 214.6M | 1.1M | 12h 59m | 513 | 8 |
| 30 | Claude Haiku 5.5 | 0.9841 | $10.51 | 161.8M | 906k | 4h 31m | 389 | 2 |
| 31 | GPT-6 Astra | 0.9807 | $122.08 | 64.3M | 290k | 2h 50m | 282 | 4 |
| 32 | GPT-5.6 Sol | 0.9807 | $221.16 | 222.7M | 429k | 6h 13m | 691 | 19 |
| 33 | Gemini 4 Argon | 0.9807 | $13.24 | 39.9M | 250k | 1h 35m | 117 | 2 |
| 34 | GPT-6 Astra | 0.9807 | $62.98 | 37.7M | 245k | 1h 38m | 203 | 5 |
| 35 | Gemini 4 Argon | 0.9807 | $15.02 | 49.2M | 292k | 2h 22m | 145 | 2 |
| 36 | GPT-6 Astra | 0.9807 | $123.05 | 61.8M | 300k | 2h 8m | 260 | 3 |
| 37 | GPT-6 Astra | 0.9791 | $34.15 | 22.2M | 179k | 1h 14m | 133 | 3 |
| 38 | GPT-6 Astra | 0.9791 | $174.62 | 85.4M | 285k | 2h 50m | 311 | 4 |
| 39 | GPT-5.6 Sol | 0.9791 | $78.01 | 86.8M | 272k | 4h 32m | 395 | 2 |
| 40 | Muse Spark 1.3 | 0.9776 | $411.77 | 410.4M | 713k | 19h 52m | 799 | 2 |
| 41 | GPT-5.6 Sol | 0.9757 | $207.31 | 199.1M | 381k | 7h 23m | 620 | 10 |
| 42 | Claude Opus 5 | 0.9635 | $169.99 | 269.9M | 940k | 17h 12m | 655 | 17 |
| 43 | Grok 4.7 | 0.9589 | $192.69 | 192.9M | 802k | 7h 19m | 790 | 8 |
| 44 | Grok 4.7 | 0.9461 | $478.73 | 472.8M | 1.7M | 19h 19m | 1887 | 5 |
| 45 | Gemini 3.7 Flash | 0.9448 | $95.08 | 678.0M | 1.4M | 19h 49m | 1660 | 1 |
| 46 | Gemini 3.7 Flash | 0.9361 | $54.83 | 453.2M | 1.3M | 12h 43m | 1224 | 1 |
| 47 | GPT-5.6 Sol | 0.9339 | $340.15 | 337.0M | 382k | 8h 35m | 789 | 11 |
| 48 | Kimi K3 | 0.9198 | $192.68 | 537.9M | 1.4M | 20h 0m | 1218 | 1 |
| 49 | Grok 4.7 | 0.9103 | $351.92 | 346.3M | 1.1M | 20h 0m | 1425 | 6 |
| 50 | Grok 4.7 | 0.8682 | $294.16 | 294.8M | 1.1M | 13h 7m | 1229 | 6 |
| 51 | GLM-5.3 | 0.8650 | $139.71 | 481.8M | 637k | 18h 8m | 859 | 6 |
| 52 | GLM-5.3 | 0.8372 | $111.12 | 401.3M | 867k | 19h 42m | 904 | 10 |
| 53 | Kimi K3 | 0.8313 | $155.97 | 405.9M | 1.5M | 19h 47m | 935 | 3 |
| 54 | GPT-5.6 Sol | 0.7874 | $397.16 | 404.0M | 396k | 8h 54m | 1134 | 7 |
| 55 | Muse Spark 1.3 | 0.7421 | $154.98 | 818.9M | 1.3M | 19h 49m | 1805 | 2 |
| 56 | Muse Spark 1.3 | 0.5609 | $411.55 | 416.2M | 856k | 19h 58m | 959 | 1 |
| 57 | GLM-5.3 Flash | 0.5457 | $13.38 | 394.6M | 1.0M | 13h 39m | 939 | 5 |
| 58 | Kimi K3 | 0.5265 | $147.65 | 387.7M | 1.4M | 20h 2m | 894 | 1 |
| 59 | GLM-5.3 Flash | 0.5060 | $14.37 | 406.2M | 1.1M | 16h 35m | 1001 | 3 |
| 60 | Muse Spark 1.3 | 0.5029 | $384.24 | 384.5M | 940k | 19h 50m | 937 | 1 |
| 61 | Kimi K3 | 0.4229 | $171.33 | 477.1M | 1.3M | 19h 55m | 1130 | 12 |
| 62 | GLM-5.3 | 0.4065 | $133.87 | 385.6M | 660k | 19h 35m | 677 | 3 |
| 63 | Grok 4.6 | 0.3824 | $105.13 | 105.0M | 1.0M | 6h 34m | 490 | 2 |
| 64 | DeepSeek V4 Flash Vision Exp | 0.3599 | $12.71 | 725.7M | 1.6M | 10h 38m | 1614 | 4 |
| 65 | Muse Spark 1.3 | 0.3530 | $389.61 | 408.6M | 860k | 19h 59m | 1015 | 1 |
| 66 | DeepSeek V4 Flash Vision Exp | 0.3164 | $9.48 | 551.4M | 1.2M | 7h 58m | 1228 | 8 |
| 67 | GLM-5.3 Flash | 0.3164 | $17.89 | 532.1M | 1.2M | 17h 29m | 1198 | 4 |
| 68 | Kimi K3 | 0.2644 | $151.43 | 423.8M | 1.1M | 20h 1m | 928 | 1 |
| 69 | DeepSeek V4 Flash Vision Exp | 0.2513 | $13.44 | 768.2M | 1.8M | 13h 43m | 1760 | 7 |
| 70 | GLM-5.3 Flash | 0.2321 | $15.97 | 465.4M | 1.2M | 13h 20m | 1049 | 31 |
| 71 | Qwen3.8-Max-0902 | 0.1653 | $45.56 | 98.3M | 3.3M | 20h 1m | 294 | 1 |
| 72 | Gemini 3.7 Flash | 0.1248 | $74.81 | 557.5M | 1.1M | 14h 22m | 1217 | 1 |
| 73 | GLM-5.3 | 0.1056 | $134.85 | 474.9M | 964k | 19h 7m | 1105 | 3 |
| 74 | DeepSeek V4 Flash Vision Exp | 0.0143 | $12.56 | 761.2M | 1.2M | 12h 33m | 1627 | 35 |
| 75 | Qwen3.8-Max-0902 | 0.0111 | $40.06 | 77.6M | 3.2M | 20h 1m | 244 | 1 |
| 76 | Gemini 3.7 Flash | 0.0087 | $48.94 | 384.1M | 939k | 13h 20m | 1118 | 1 |
| 77 | Muse Spark 1.2 | 0.0000 | $19.14 | 108.5M | 529k | 2h 29m | 348 | 1 |
| 78 | Qwen3.8-Max | 0.0000 | $14.14 | 28.2M | 1.1M | 19h 59m | 169 | 1 |
| 79 | Inkling | 0.0000 | $5.56 | 5.7M | 37k | 1h 16m | 115 | 2 |
| 80 | Inkling | 0.0000 | $5.46 | 5.6M | 34k | 55m | 107 | 2 |
| 81 | Muse Spark 1.2 | 0.0000 | $21.09 | 53.6M | 699k | 3h 48m | 205 | 2 |
| 82 | Muse Spark 1.2 | 0.0000 | $29.46 | 162.8M | 830k | 6h 1m | 404 | 3 |
| 83 | Qwen3.8-Max | 0.0000 | $8.31 | 10.6M | 914k | 19h 59m | 109 | 2 |
| 84 | Inkling | 0.0000 | $5.70 | 5.9M | 22k | 14m | 80 | 2 |
| 85 | Qwen3.8-Max-0902 | 0.0000 | $35.73 | 44.7M | 3.0M | 20h 1m | 312 | 1 |
| 86 | Grok 4.6 | 0.0000 | $114.14 | 110.5M | 1.1M | 7h 47m | 492 | 4 |
| 87 | Muse Spark 1.2 | 0.0000 | $27.30 | 88.9M | 859k | 4h 46m | 278 | 1 |
| 88 | Grok 4.6 | 0.0000 | $407.54 | 406.7M | 2.0M | 19h 47m | 1527 | 137 |
| 89 | Gemini 3.8 Flash | 0.0000 | $90.95 | 821.2M | 1.4M | 20h 0m | 2038 | 1 |
| 90 | Grok 4.6 | 0.0000 | $250.10 | 240.1M | 1.8M | 13h 13m | 970 | 43 |
| 91 | Inkling | 0.0000 | $13.81 | 14.4M | 43k | 1h 26m | 175 | 1 |
| 92 | Qwen3.8-Max-0902 | 0.0000 | $33.43 | 45.6M | 3.5M | 20h 1m | 184 | 1 |
| 93 | DeepSeek V4 Flash Vision Exp | 0.0000 | $11.64 | 694.6M | 1.3M | 11h 22m | 1413 | 33 |
| 94 | Claude Fable 5 | 0.0000 | $288.50 | 223.6M | 888k | 18h 15m | 536 | 13 |
| 95 | Grok 4.6 | 0.0000 | $233.84 | 217.8M | 2.5M | 19h 53m | 929 | 30 |
| 96 | Muse Spark 1.2 | 0.0000 | $9.51 | 48.0M | 382k | 2h 35m | 213 | 2 |
| 97 | Grok 4.7 | 0.0000 | $418.16 | 407.2M | 1.6M | 18h 42m | 1640 | 7 |
| 98 | Claude Fable 5 | 0.0000 | $144.73 | 104.4M | 563k | 6h 16m | 235 | 13 |
| 99 | GLM-5.3 Flash | 0.0000 | $17.57 | 476.0M | 1.4M | 17h 22m | 1023 | 5 |
| 100 | Gemini 3.8 Flash | 0.0000 | $69.03 | 618.4M | 870k | 14h 14m | 1477 | 3 |
| 101 | Gemini 3.8 Flash | 0.0000 | $77.67 | 724.4M | 1.0M | 15h 44m | 1676 | 2 |
| 102 | Gemini 3.7 Flash | 0.0000 | $101.50 | 861.0M | 1.8M | 19h 58m | 2092 | 1 |
| 103 | Gemini 3.8 Flash | 0.0000 | $82.03 | 739.4M | 1.1M | 17h 33m | 1797 | 1 |
| 104 | Qwen3.8-Max | 0.0000 | $13.92 | 25.5M | 1.2M | 19h 56m | 167 | 2 |
| 105 | Gemini 3.8 Flash | 0.0000 | $66.46 | 629.7M | 880k | 14h 44m | 1599 | 3 |
| 106 | Qwen3.8-Max | 0.0000 | $19.68 | 45.8M | 1.3M | 20h 0m | 211 | 1 |
| 107 | GLM-5.3 | 0.0000 | $113.59 | 400.7M | 1.0M | 18h 31m | 962 | 5 |
| 108 | Qwen3.8-Max | 0.0000 | $10.35 | 13.6M | 1.1M | 19h 57m | 115 | 1 |
| 109 | Qwen3.8-Max-0902 | 0.0000 | $22.28 | 25.4M | 2.5M | 14h 13m | 151 | 1 |
| 110 | Inkling | 0.0000 | $6.56 | 6.8M | 25k | 12m | 109 | 6 |