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 | Gemini 4 Argon | 1.0000 | $73.29 | 90.2M | 317k | 3h 26m | 212 | 2 |
| 2 | Claude Sonnet 5.5 | 1.0000 | $63.17 | 240.2M | 1.2M | 8h 33m | 574 | 4 |
| 3 | Claude Fable 5.1 | 1.0000 | $44.19 | 69.8M | 381k | 3h 24m | 215 | 8 |
| 4 | Claude Fable 5.1 | 1.0000 | $51.03 | 82.5M | 402k | 3h 56m | 245 | 12 |
| 5 | Claude Sonnet 5.5 | 1.0000 | $62.32 | 242.2M | 1.1M | 9h 42m | 620 | 10 |
| 6 | GPT-6 Astra | 1.0000 | $46.19 | 26.4M | 213k | 1h 23m | 134 | 7 |
| 7 | Claude Sonnet 5.5 | 1.0000 | $65.89 | 255.0M | 1.2M | 8h 21m | 630 | 3 |
| 8 | Claude Fable 5 | 1.0000 | $196.16 | 153.6M | 590k | 6h 11m | 351 | 6 |
| 9 | Claude Haiku 5.5 | 1.0000 | $21.88 | 349.5M | 1.7M | 12h 38m | 805 | 16 |
| 10 | Claude Opus 5 | 1.0000 | $209.27 | 343.2M | 992k | 13h 38m | 826 | 10 |
| 11 | Claude Opus 5 | 1.0000 | $125.36 | 207.5M | 580k | 6h 45m | 426 | 9 |
| 12 | Claude Fable 5.1 | 1.0000 | $55.84 | 88.8M | 470k | 3h 14m | 235 | 6 |
| 13 | Claude Haiku 5.5 | 1.0000 | $14.18 | 224.8M | 1.1M | 5h 49m | 554 | 3 |
| 14 | Claude Opus 5 | 1.0000 | $155.19 | 264.1M | 628k | 9h 49m | 494 | 11 |
| 15 | Claude Sonnet 5.5 | 1.0000 | $84.18 | 344.6M | 1.2M | 16h 46m | 746 | 14 |
| 16 | GPT-6 Astra | 1.0000 | $35.97 | 23.6M | 186k | 1h 21m | 133 | 4 |
| 17 | GPT-6 Astra | 1.0000 | $131.76 | 64.1M | 279k | 2h 36m | 232 | 7 |
| 18 | Claude Opus 5 | 0.9992 | $107.50 | 172.4M | 579k | 5h 52m | 375 | 4 |
| 19 | Claude Opus 5 | 0.9992 | $128.06 | 213.3M | 585k | 7h 58m | 454 | 2 |
| 20 | Gemini 4 Argon | 0.9976 | $24.66 | 60.9M | 275k | 2h 36m | 137 | 2 |
| 21 | Gemini 4 Argon | 0.9976 | $34.72 | 50.2M | 259k | 2h 22m | 136 | 2 |
| 22 | Gemini 4 Argon | 0.9976 | $36.93 | 59.8M | 371k | 3h 58m | 154 | 2 |
| 23 | GLM-5.3 | 0.9976 | $201.34 | 735.2M | 1.4M | 11h 37m | 1660 | 3 |
| 24 | GPT-6 Astra | 0.9976 | $79.59 | 42.6M | 240k | 2h 8m | 195 | 9 |
| 25 | Claude Haiku 5.5 | 0.9976 | $23.67 | 398.7M | 1.3M | 8h 23m | 819 | 7 |
| 26 | Gemini 4 Argon | 0.9976 | $21.71 | 52.8M | 265k | 2h 10m | 142 | 2 |
| 27 | Muse Spark 1.3 | 0.9976 | $451.94 | 515.6M | 941k | 16h 46m | 1261 | 2 |
| 28 | GPT-6 Astra | 0.9976 | $93.69 | 48.6M | 237k | 1h 56m | 206 | 6 |
| 29 | GLM-5.3 | 0.9953 | $142.13 | 511.6M | 1.2M | 9h 22m | 1178 | 2 |
| 30 | DeepSeek V4 Flash Vision Exp | 0.9788 | $23.06 | 1383.4M | 2.4M | 13h 19m | 2911 | 21 |
| 31 | GLM-5.3 | 0.9599 | $274.76 | 1000.1M | 1.8M | 19h 32m | 2273 | 5 |
| 32 | Kimi K3 | 0.9575 | $183.51 | 524.3M | 1.3M | 19h 59m | 1203 | 20 |
| 33 | GLM-5.3 | 0.9527 | $236.30 | 883.7M | 1.1M | 17h 20m | 1835 | 7 |
| 34 | Claude Haiku 5.5 | 0.9292 | $10.74 | 177.0M | 661k | 2h 38m | 328 | 1 |
| 35 | Kimi K3 | 0.8750 | $185.22 | 530.7M | 1.3M | 20h 0m | 1207 | 1 |
| 36 | Claude Fable 5.1 | 0.8463 | $43.78 | 69.0M | 381k | 3h 39m | 231 | 1 |
| 37 | Claude Opus 5.5 | 0.7885 | $68.38 | 213.8M | 1.0M | 9h 38m | 482 | 11 |
| 38 | Gemini 3.8 Flash | 0.7382 | $43.93 | 463.1M | 839k | 6h 53m | 1136 | 1 |
| 39 | Gemini 3.7 Flash | 0.6998 | $21.69 | 183.4M | 580k | 2h 58m | 400 | 1 |
| 40 | Claude Fable 5 | 0.6667 | $216.90 | 168.1M | 672k | 7h 17m | 337 | 5 |
| 41 | Claude Fable 5 | 0.6667 | $173.23 | 133.0M | 557k | 7h 50m | 292 | 8 |
| 42 | Claude Fable 5.1 | 0.6667 | $57.38 | 92.1M | 466k | 4h 40m | 248 | 7 |
| 43 | Claude Haiku 5.5 | 0.6667 | $17.99 | 286.4M | 1.3M | 10h 1m | 661 | 4 |
| 44 | Claude Opus 5.5 | 0.6667 | $78.97 | 234.5M | 1.3M | 9h 24m | 649 | 15 |
| 45 | Gemini 3.7 Flash | 0.6541 | $62.39 | 519.3M | 1.2M | 7h 8m | 1260 | 1 |
| 46 | Gemini 3.7 Flash | 0.6517 | $26.08 | 255.3M | 824k | 1h 58m | 670 | 1 |
| 47 | Claude Opus 5.5 | 0.6447 | $81.59 | 228.2M | 1.4M | 10h 19m | 607 | 8 |
| 48 | Gemini 3.7 Flash | 0.6392 | $29.13 | 278.2M | 822k | 3h 5m | 751 | 1 |
| 49 | Grok 4.6 | 0.6384 | $176.45 | 167.1M | 1.5M | 7h 26m | 653 | 8 |
| 50 | Kimi K3 | 0.5063 | $220.93 | 645.6M | 1.2M | 20h 2m | 1461 | 1 |
| 51 | Muse Spark 1.3 | 0.4969 | $541.57 | 625.6M | 1.2M | 20h 0m | 1447 | 1 |
| 52 | Muse Spark 1.3 | 0.4002 | $540.38 | 602.2M | 792k | 20h 0m | 1400 | 1 |
| 53 | GLM-5.3 Flash | 0.3625 | $33.26 | 1014.3M | 1.2M | 20h 1m | 2002 | 1 |
| 54 | Gemini 3.7 Flash | 0.3270 | $79.34 | 743.6M | 1.7M | 8h 42m | 1815 | 1 |
| 55 | Kimi K3 | 0.2862 | $159.88 | 431.8M | 1.4M | 19h 11m | 1009 | 1 |
| 56 | Claude Fable 5 | 0.2123 | $203.21 | 167.2M | 496k | 10h 45m | 402 | 11 |
| 57 | DeepSeek V4 Flash Vision Exp | 0.2005 | $21.27 | 1250.2M | 2.4M | 15h 16m | 2676 | 17 |
| 58 | GLM-5.3 Flash | 0.1899 | $23.36 | 672.0M | 1.1M | 19h 59m | 1530 | 3 |
| 59 | GLM-5.3 Flash | 0.0339 | $26.65 | 828.1M | 1.4M | 19h 57m | 1984 | 2 |
| 60 | Inkling | 0.0000 | $27.74 | 28.9M | 72k | 42m | 300 | 1 |
| 61 | Grok 4.7 | 0.0000 | $74.24 | 76.4M | 456k | 2h 25m | 373 | 1 |
| 62 | Inkling | 0.0000 | $16.92 | 17.5M | 67k | 44m | 221 | 1 |
| 63 | Claude Sonnet 5.5 | 0.0000 | $70.29 | 272.9M | 1.3M | 13h 50m | 649 | 5 |
| 64 | Grok 4.7 | 0.0000 | $23.46 | 23.7M | 161k | 55m | 121 | 1 |
| 65 | Qwen3.8-Max | 0.0000 | $64.51 | 206.8M | 2.0M | 19h 8m | 639 | 2 |
| 66 | GLM-5.3 Flash | 0.0000 | $24.51 | 738.8M | 1.3M | 18h 5m | 1545 | 29 |
| 67 | DeepSeek V4 Flash Vision Exp | 0.0000 | $11.39 | 676.4M | 1.3M | 7h 45m | 1507 | 15 |
| 68 | Claude Fable 5 | 0.0000 | $255.17 | 207.7M | 659k | 6h 43m | 426 | 8 |
| 69 | Grok 4.6 | 0.0000 | $110.36 | 107.0M | 986k | 5h 11m | 447 | 8 |
| 70 | Muse Spark 1.3 | 0.0000† | $75.32 | 109.8M | 406k | 5h 42m | 461 | 6 |
| 71 | Inkling | 0.0000 | $48.62 | 50.6M | 132k | 1h 1m | 367 | 2 |
| 72 | GPT-5.6 Sol | 0.0000 | $35.07 | 44.0M | 172k | 2h 41m | 211 | 10 |
| 73 | Muse Spark 1.2 | 0.0000 | $44.95 | 118.1M | 616k | 6h 24m | 354 | 2 |
| 74 | Qwen3.8-Max-0902 | 0.0000 | $32.39 | 39.9M | 3.6M | 20h 0m | 206 | 1 |
| 75 | Kimi K3 | 0.0000 | $228.55 | 670.7M | 1.4M | 19h 8m | 1408 | 3 |
| 76 | Qwen3.8-Max-0902 | 0.0000 | $40.91 | 73.7M | 3.6M | 19h 57m | 272 | 1 |
| 77 | Inkling | 0.0000 | $14.81 | 15.3M | 75k | 53m | 223 | 1 |
| 78 | Claude Opus 5.5 | 0.0000 | $124.07 | 397.7M | 1.8M | 12h 35m | 893 | 28 |
| 79 | GPT-5.6 Sol | 0.0000† | $7.45 | 8.9M | 65k | 25m | 65 | 3 |
| 80 | GLM-5.3 | 0.0000 | $251.10 | 909.6M | 1.3M | 19h 55m | 1918 | 6 |
| 81 | Gemini 3.8 Flash | 0.0000† | $7.66 | 74.9M | 188k | 44m | 304 | 2 |
| 82 | Qwen3.8-Max | 0.0000 | $121.10 | 426.7M | 2.2M | 19h 59m | 984 | 1 |
| 83 | Claude Opus 5.5 | 0.0000 | $93.26 | 296.3M | 1.3M | 8h 6m | 673 | 12 |
| 84 | Grok 4.6 | 0.0000 | $271.55 | 264.4M | 2.0M | 9h 49m | 1061 | 31 |
| 85 | Muse Spark 1.2 | 0.0000 | $10.77 | 39.0M | 388k | 1h 41m | 164 | 4 |
| 86 | DeepSeek V4 Flash Vision Exp | 0.0000 | $22.43 | 1385.4M | 2.0M | 11h 31m | 2860 | 2 |
| 87 | GLM-5.3 Flash | 0.0000 | $31.03 | 962.8M | 1.5M | 19h 47m | 2160 | 10 |
| 88 | Gemini 3.8 Flash | 0.0000† | $9.10 | 88.8M | 213k | 1h 38m | 328 | 2 |
| 89 | Qwen3.8-Max | 0.0000 | $135.25 | 480.8M | 2.3M | 19h 7m | 1081 | 2 |
| 90 | Qwen3.8-Max | 0.0000 | $60.45 | 189.1M | 2.1M | 19h 48m | 599 | 3 |
| 91 | Grok 4.7 | 0.0000 | $84.78 | 85.6M | 413k | 2h 11m | 330 | 3 |
| 92 | Qwen3.8-Max | 0.0000 | $31.00 | 87.6M | 1.4M | 13h 21m | 385 | 6 |
| 93 | Qwen3.8-Max-0902 | 0.0000 | $31.88 | 33.4M | 3.8M | 20h 13m | 209 | 1 |
| 94 | Inkling | 0.0000 | $7.91 | 8.2M | 23k | 26m | 165 | 2 |
| 95 | Grok 4.6 | 0.0000 | $676.54 | 663.0M | 4.1M | 19h 59m | 2429 | 277 |
| 96 | Gemini 3.8 Flash | 0.0000† | $23.38 | 246.7M | 422k | 1h 50m | 682 | 1 |
| 97 | GPT-5.6 Sol | 0.0000 | $127.72 | 124.4M | 217k | 2h 5m | 382 | 24 |
| 98 | Muse Spark 1.2 | 0.0000 | $4.46 | 22.6M | 149k | 52m | 145 | 2 |
| 99 | Muse Spark 1.3 | 0.0000 | $637.70 | 724.8M | 869k | 20h 0m | 1631 | 1 |
| 100 | DeepSeek V4 Flash Vision Exp | 0.0000 | $18.34 | 1059.5M | 2.2M | 17h 1m | 2383 | 9 |
| 101 | Qwen3.8-Max-0902 | 0.0000 | $34.76 | 50.3M | 3.5M | 20h 2m | 251 | 1 |
| 102 | GPT-5.6 Sol | 0.0000 | $24.84 | 37.1M | 163k | 1h 9m | 219 | 13 |
| 103 | Grok 4.6 | 0.0000 | $250.76 | 240.6M | 2.1M | 11h 13m | 930 | 16 |
| 104 | Grok 4.7 | 0.0000 | $10.18 | 12.5M | 117k | 39m | 81 | 1 |
| 105 | Muse Spark 1.2 | 0.0000 | $22.61 | 124.4M | 368k | 1h 49m | 323 | 2 |
| 106 | Muse Spark 1.2 | 0.0000 | $12.00 | 53.2M | 328k | 1h 52m | 189 | 2 |
| 107 | Grok 4.7 | 0.0000 | $15.52 | 17.3M | 144k | 46m | 103 | 1 |
| 108 | Gemini 3.8 Flash | 0.0000† | $32.38 | 312.3M | 482k | 4h 4m | 832 | 1 |
| 109 | Qwen3.8-Max-0902 | 0.0000 | $91.51 | 260.0M | 4.2M | 19h 42m | 578 | 1 |
| 110 | GPT-5.6 Sol | 0.0000 | $20.50 | 39.9M | 168k | 1h 9m | 231 | 7 |
† score adjusted by manual review; the trace's Judge tab carries the measured score and the rationale.