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 Fable 5.1 | 1.0000 | $44.19 | 69.8M | 381k | 3h 24m | 215 | 8 |
| 2 | Claude Fable 5.1 | 1.0000 | $51.03 | 82.5M | 402k | 3h 56m | 245 | 12 |
| 3 | Claude Fable 5.1 | 1.0000 | $55.84 | 88.8M | 470k | 3h 14m | 235 | 6 |
| 4 | GLM-5.3 | 0.9976 | $201.34 | 735.2M | 1.4M | 11h 37m | 1660 | 3 |
| 5 | GLM-5.3 | 0.9953 | $142.13 | 511.6M | 1.2M | 9h 22m | 1178 | 2 |
| 6 | DeepSeek V4 Flash Vision Exp | 0.9788 | $23.06 | 1383.4M | 2.4M | 13h 19m | 2911 | 21 |
| 7 | GLM-5.3 | 0.9599 | $274.76 | 1000.1M | 1.8M | 19h 32m | 2273 | 5 |
| 8 | Kimi K3 | 0.9575 | $183.51 | 524.3M | 1.3M | 19h 59m | 1203 | 20 |
| 9 | GLM-5.3 | 0.9527 | $236.30 | 883.7M | 1.1M | 17h 20m | 1835 | 7 |
| 10 | Kimi K3 | 0.8750 | $185.22 | 530.7M | 1.3M | 20h 0m | 1207 | 1 |
| 11 | Claude Fable 5.1 | 0.8463 | $43.78 | 69.0M | 381k | 3h 39m | 231 | 1 |
| 12 | Gemini 3.7 Flash | 0.6998 | $21.69 | 183.4M | 580k | 2h 58m | 400 | 1 |
| 13 | Claude Fable 5.1 | 0.6667 | $57.38 | 92.1M | 466k | 4h 40m | 248 | 7 |
| 14 | Gemini 3.7 Flash | 0.6541 | $62.39 | 519.3M | 1.2M | 7h 8m | 1260 | 1 |
| 15 | Gemini 3.7 Flash | 0.6517 | $26.08 | 255.3M | 824k | 1h 58m | 670 | 1 |
| 16 | Gemini 3.7 Flash | 0.6392 | $29.13 | 278.2M | 822k | 3h 5m | 751 | 1 |
| 17 | Grok 4.6 | 0.6384 | $176.45 | 167.1M | 1.5M | 7h 26m | 653 | 8 |
| 18 | Kimi K3 | 0.5063 | $220.93 | 645.6M | 1.2M | 20h 2m | 1461 | 1 |
| 19 | Gemini 3.7 Flash | 0.3270 | $79.34 | 743.6M | 1.7M | 8h 42m | 1815 | 1 |
| 20 | Kimi K3 | 0.2862 | $159.88 | 431.8M | 1.4M | 19h 11m | 1009 | 1 |
| 21 | DeepSeek V4 Flash Vision Exp | 0.2005 | $21.27 | 1250.2M | 2.4M | 15h 16m | 2676 | 17 |
| 22 | Inkling | 0.0000 | $27.74 | 28.9M | 72k | 42m | 300 | 1 |
| 23 | Inkling | 0.0000 | $16.92 | 17.5M | 67k | 44m | 221 | 1 |
| 24 | Qwen3.8-Max | 0.0000 | $64.51 | 206.8M | 2.0M | 19h 8m | 639 | 2 |
| 25 | DeepSeek V4 Flash Vision Exp | 0.0000 | $11.39 | 676.4M | 1.3M | 7h 45m | 1507 | 15 |
| 26 | Grok 4.6 | 0.0000 | $110.36 | 107.0M | 986k | 5h 11m | 447 | 8 |
| 27 | Inkling | 0.0000 | $48.62 | 50.6M | 132k | 1h 1m | 367 | 2 |
| 28 | GPT-5.6 | 0.0000 | $35.07 | 44.0M | 172k | 2h 41m | 211 | 10 |
| 29 | Muse Spark 1.2 | 0.0000 | $44.95 | 118.1M | 616k | 6h 24m | 354 | 2 |
| 30 | Kimi K3 | 0.0000 | $228.55 | 670.7M | 1.4M | 19h 8m | 1408 | 3 |
| 31 | Inkling | 0.0000 | $14.81 | 15.3M | 75k | 53m | 223 | 1 |
| 32 | GPT-5.6 | 0.0000† | $7.45 | 8.9M | 65k | 25m | 65 | 3 |
| 33 | GLM-5.3 | 0.0000 | $251.10 | 909.6M | 1.3M | 19h 55m | 1918 | 6 |
| 34 | Qwen3.8-Max | 0.0000 | $121.10 | 426.7M | 2.2M | 19h 59m | 984 | 1 |
| 35 | Grok 4.6 | 0.0000 | $271.55 | 264.4M | 2.0M | 9h 49m | 1061 | 31 |
| 36 | Muse Spark 1.2 | 0.0000 | $10.77 | 39.0M | 388k | 1h 41m | 164 | 4 |
| 37 | DeepSeek V4 Flash Vision Exp | 0.0000 | $22.43 | 1385.4M | 2.0M | 11h 31m | 2860 | 2 |
| 38 | Qwen3.8-Max | 0.0000 | $135.25 | 480.8M | 2.3M | 19h 7m | 1081 | 2 |
| 39 | Qwen3.8-Max | 0.0000 | $60.45 | 189.1M | 2.1M | 19h 48m | 599 | 3 |
| 40 | Qwen3.8-Max | 0.0000 | $31.00 | 87.6M | 1.4M | 13h 21m | 385 | 6 |
| 41 | Inkling | 0.0000 | $7.91 | 8.2M | 23k | 26m | 165 | 2 |
| 42 | Grok 4.6 | 0.0000 | $676.54 | 663.0M | 4.1M | 19h 59m | 2429 | 277 |
| 43 | GPT-5.6 | 0.0000 | $127.72 | 124.4M | 217k | 2h 5m | 382 | 24 |
| 44 | Muse Spark 1.2 | 0.0000 | $4.46 | 22.6M | 149k | 52m | 145 | 2 |
| 45 | DeepSeek V4 Flash Vision Exp | 0.0000 | $18.34 | 1059.5M | 2.2M | 17h 1m | 2383 | 9 |
| 46 | GPT-5.6 | 0.0000 | $24.84 | 37.1M | 163k | 1h 9m | 219 | 13 |
| 47 | Grok 4.6 | 0.0000 | $250.76 | 240.6M | 2.1M | 11h 13m | 930 | 16 |
| 48 | Muse Spark 1.2 | 0.0000 | $22.61 | 124.4M | 368k | 1h 49m | 323 | 2 |
| 49 | Muse Spark 1.2 | 0.0000 | $12.00 | 53.2M | 328k | 1h 52m | 189 | 2 |
| 50 | GPT-5.6 | 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.