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 | 0.9920 | $41.94 | 172.9M | 571k | 18h 38m | 358 | 1 |
| 2 | Claude Sonnet 5.5 | 0.9920 | $37.06 | 145.6M | 621k | 18h 34m | 289 | 4 |
| 3 | Claude Sonnet 5.5 | 0.9860 | $40.55 | 166.2M | 572k | 19h 5m | 363 | 1 |
| 4 | Claude Fable 5.1 | 0.9740 | $14.41 | 21.9M | 144k | 17h 0m | 153 | 5 |
| 5 | GPT-6 Astra | 0.9700 | $116.67 | 60.2M | 205k | 18h 38m | 255 | 8 |
| 6 | Claude Opus 5.5 | 0.9380 | $18.10 | 54.0M | 277k | 17h 56m | 203 | 3 |
| 7 | Claude Sonnet 5.5 | 0.9380 | $31.79 | 125.6M | 517k | 19h 26m | 294 | 2 |
| 8 | Claude Opus 5.5 | 0.9340 | $25.67 | 82.0M | 341k | 18h 34m | 248 | 6 |
| 9 | Claude Opus 5.5 | 0.9320 | $21.18 | 64.6M | 311k | 18h 52m | 228 | 5 |
| 10 | GPT-6 Astra | 0.9160 | $256.74 | 124.3M | 279k | 19h 10m | 365 | 11 |
| 11 | Claude Sonnet 5.5 | 0.9160 | $33.87 | 130.0M | 616k | 16h 46m | 279 | 3 |
| 12 | Claude Opus 5.5 | 0.9060 | $27.72 | 93.7M | 337k | 17h 43m | 292 | 4 |
| 13 | GPT-6 Astra | 0.9000 | $49.97 | 27.6M | 160k | 19h 17m | 158 | 6 |
| 14 | Gemini 4 Argon | 0.8920 | $46.04 | 49.7M | 235k | 14h 34m | 172 | 5 |
| 15 | Claude Fable 5.1 | 0.8920 | $12.71 | 19.5M | 122k | 16h 12m | 146 | 4 |
| 16 | Claude Haiku 5.5 | 0.8900 | $4.98 | 80.9M | 361k | 18h 50m | 247 | 5 |
| 17 | GPT-6 Astra | 0.8840 | $265.88 | 128.3M | 310k | 19h 14m | 390 | 8 |
| 18 | Claude Haiku 5.5 | 0.8580 | $5.65 | 92.0M | 404k | 18h 43m | 272 | 1 |
| 19 | Claude Haiku 5.5 | 0.8540 | $5.01 | 78.6M | 413k | 17h 14m | 235 | 1 |
| 20 | GLM-5.3 | 0.8380 | $21.95 | 47.4M | 206k | 19h 31m | 233 | 2 |
| 21 | Claude Opus 5.5 | 0.8240 | $28.19 | 95.1M | 341k | 18h 8m | 296 | 5 |
| 22 | Gemini 4 Argon | 0.8020 | $82.91 | 62.7M | 281k | 14h 57m | 166 | 4 |
| 23 | Claude Fable 5.1 | 0.7800 | $16.40 | 25.5M | 151k | 15h 15m | 165 | 3 |
| 24 | Claude Fable 5 | 0.7400 | $44.21 | 30.2M | 189k | 19h 22m | 191 | 4 |
| 25 | GLM-5.3 | 0.7220 | $12.91 | 44.6M | 176k | 19h 17m | 247 | 2 |
| 26 | Claude Opus 5 | 0.7140 | $29.77 | 41.4M | 245k | 19h 28m | 207 | 2 |
| 27 | Gemini 4 Argon | 0.6900 | $75.10 | 61.9M | 250k | 17h 44m | 191 | 4 |
| 28 | Claude Opus 5 | 0.6840 | $35.58 | 51.9M | 259k | 19h 2m | 225 | 2 |
| 29 | GPT-6 Astra | 0.6760 | $444.71 | 214.4M | 392k | 19h 40m | 521 | 10 |
| 30 | Claude Opus 5 | 0.6660 | $32.36 | 44.1M | 277k | 18h 32m | 192 | 4 |
| 31 | Claude Fable 5.1 | 0.6180 | $15.24 | 23.4M | 145k | 17h 43m | 162 | 6 |
| 32 | Muse Spark 1.3 | 0.6080 | $42.76 | 36.7M | 222k | 19h 41m | 241 | 2 |
| 33 | Gemini 4 Argon | 0.6040 | $30.56 | 35.0M | 214k | 7h 42m | 148 | 3 |
| 34 | Gemini 4 Argon | 0.5940 | $87.69 | 65.7M | 221k | 8h 37m | 175 | 3 |
| 35 | Claude Fable 5 | 0.5920 | $48.49 | 32.7M | 211k | 19h 14m | 177 | 3 |
| 36 | Claude Haiku 5.5 | 0.5500 | $7.58 | 127.1M | 460k | 19h 19m | 337 | 6 |
| 37 | Claude Opus 5 | 0.5280 | $40.04 | 56.7M | 315k | 17h 56m | 222 | 4 |
| 38 | Claude Haiku 5.5 | 0.5220 | $5.68 | 92.2M | 413k | 18h 50m | 284 | 2 |
| 39 | Grok 4.7 | 0.4940 | $60.79 | 36.4M | 219k | 19h 41m | 169 | 1 |
| 40 | Kimi K3 | 0.4620 | $12.73 | 24.9M | 159k | 19h 34m | 172 | 1 |
| 41 | Claude Fable 5.1 | 0.4080 | $13.04 | 19.3M | 141k | 15h 46m | 135 | 4 |
| 42 | Grok 4.7 | 0.3640 | $259.38 | 236.3M | 353k | 19h 57m | 795 | 2 |
| 43 | GLM-5.3 | 0.3120 | $16.40 | 57.5M | 195k | 19h 21m | 314 | 2 |
| 44 | Kimi K3 | 0.3000 | $16.00 | 38.1M | 240k | 20h 0m | 187 | 1 |
| 45 | Grok 4.7 | 0.2980 | $90.99 | 63.2M | 209k | 18h 43m | 277 | 2 |
| 46 | Claude Fable 5 | 0.2940 | $55.28 | 38.9M | 218k | 19h 5m | 196 | 4 |
| 47 | Grok 4.7 | 0.2920 | $118.94 | 66.1M | 194k | 19h 26m | 282 | 2 |
| 48 | Claude Opus 5 | 0.2740 | $33.23 | 45.6M | 283k | 19h 1m | 200 | 2 |
| 49 | Claude Fable 5 | 0.2640 | $49.52 | 34.1M | 206k | 18h 52m | 186 | 4 |
| 50 | Grok 4.6 | 0.2460 | $18.57 | 19.8M | 283k | 19h 59m | 152 | 1 |
| 51 | Grok 4.6 | 0.2420 | $9.68 | 12.9M | 262k | 19h 22m | 132 | 2 |
| 52 | Qwen3.8-Max | 0.2160 | $11.97 | 38.7M | 277k | 19h 34m | 297 | 3 |
| 53 | Kimi K3 | 0.1900 | $13.63 | 32.0M | 177k | 20h 0m | 198 | 1 |
| 54 | GLM-5.3 | 0.1640 | $20.82 | 41.0M | 222k | 19h 4m | 214 | 3 |
| 55 | GLM-5.3 | 0.1580 | $16.59 | 58.5M | 233k | 19h 38m | 265 | 1 |
| 56 | Claude Fable 5 | 0.1360 | $52.26 | 35.5M | 227k | 18h 52m | 183 | 4 |
| 57 | Muse Spark 1.3 | 0.1340 | $12.49 | 16.7M | 201k | 19h 20m | 179 | 3 |
| 58 | Grok 4.6 | 0.1280 | $47.67 | 45.1M | 287k | 18h 35m | 259 | 5 |
| 59 | DeepSeek V4 Flash Vision Exp | 0.1100 | $1.27 | 65.0M | 240k | 20h 4m | 306 | 1 |
| 60 | GLM-5.3 Flash | 0.1040 | $2.48 | 43.2M | 239k | 18h 52m | 206 | 2 |
| 61 | Kimi K3 | 0.1040 | $11.13 | 20.9M | 147k | 19h 47m | 174 | 1 |
| 62 | GLM-5.3 Flash | 0.1020 | $2.48 | 58.2M | 263k | 18h 49m | 267 | 2 |
| 63 | Qwen3.8-Max | 0.0980 | $10.69 | 32.2M | 339k | 19h 46m | 272 | 1 |
| 64 | Gemini 3.8 Flash | 0.0960 | $23.82 | 139.9M | 200k | 8h 48m | 450 | 31 |
| 65 | Gemini 3.8 Flash | 0.0900 | $36.72 | 152.5M | 162k | 13h 5m | 420 | 3 |
| 66 | GPT-5.6 Sol | 0.0900 | $19.46 | 28.7M | 100k | 17h 8m | 206 | 2 |
| 67 | Qwen3.8-Max | 0.0880 | $5.85 | 16.5M | 229k | 19h 7m | 195 | 1 |
| 68 | DeepSeek V4 Flash Vision Exp | 0.0860 | $1.47 | 79.6M | 227k | 19h 17m | 390 | 2 |
| 69 | Qwen3.8-Max-0902 | 0.0680 | $32.05 | 102.3M | 870k | 19h 37m | 406 | 2 |
| 70 | Kimi K3 | 0.0660 | $8.10 | 17.2M | 123k | 19h 18m | 153 | 1 |
| 71 | Grok 4.6 | 0.0640 | $49.02 | 43.5M | 397k | 19h 5m | 221 | 4 |
| 72 | Gemini 3.7 Flash | 0.0620 | $5.03 | 14.3M | 76k | 5h 27m | 128 | 1 |
| 73 | Muse Spark 1.3 | 0.0580 | $11.26 | 13.8M | 164k | 19h 42m | 163 | 3 |
| 74 | GPT-5.6 Sol | 0.0540 | $20.87 | 32.1M | 115k | 12h 56m | 241 | 3 |
| 75 | Grok 4.7 | 0.0460 | $50.68 | 36.5M | 192k | 18h 50m | 196 | 2 |
| 76 | GLM-5.3 Flash | 0.0420 | $2.01 | 26.5M | 194k | 19h 34m | 169 | 1 |
| 77 | Gemini 3.7 Flash | 0.0420 | $30.72 | 72.9M | 130k | 16h 34m | 301 | 1 |
| 78 | GPT-5.6 Sol | 0.0380 | $22.11 | 34.6M | 103k | 18h 7m | 223 | 2 |
| 79 | Muse Spark 1.3 | 0.0380 | $29.75 | 31.6M | 256k | 19h 58m | 261 | 1 |
| 80 | GPT-5.6 Sol | 0.0360 | $61.31 | 64.5M | 145k | 15h 2m | 277 | 2 |
| 81 | Qwen3.8-Max | 0.0360 | $35.74 | 120.9M | 650k | 19h 55m | 546 | 2 |
| 82 | Gemini 3.8 Flash | 0.0340 | $11.75 | 59.4M | 141k | 7h 14m | 276 | 4 |
| 83 | Grok 4.6 | 0.0340 | $48.29 | 46.2M | 363k | 16h 43m | 237 | 5 |
| 84 | Qwen3.8-Max-0902 | 0.0320 | $32.58 | 103.5M | 819k | 19h 35m | 415 | 2 |
| 85 | Gemini 3.7 Flash | 0.0320 | $45.33 | 138.6M | 173k | 19h 58m | 396 | 1 |
| 86 | Muse Spark 1.3 | 0.0320 | $20.03 | 29.7M | 151k | 19h 22m | 241 | 1 |
| 87 | Gemini 3.8 Flash | 0.0300 | $54.93 | 193.3M | 322k | 19h 11m | 517 | 2 |
| 88 | Qwen3.8-Max | 0.0300 | $11.98 | 37.6M | 292k | 18h 44m | 323 | 4 |
| 89 | Muse Spark 1.2 | 0.0300 | $18.36 | 45.0M | 166k | 4h 11m | 176 | 5 |
| 90 | GLM-5.3 Flash | 0.0280 | $2.02 | 52.4M | 227k | 19h 53m | 271 | 1 |
| 91 | Gemini 3.8 Flash | 0.0240 | $6.62 | 28.1M | 109k | 3h 35m | 158 | 2 |
| 92 | Qwen3.8-Max-0902 | 0.0220 | $35.21 | 102.2M | 1.1M | 19h 56m | 399 | — |
| 93 | Qwen3.8-Max-0902 | 0.0220 | $33.10 | 101.6M | 958k | 19h 40m | 430 | 3 |
| 94 | Gemini 3.7 Flash | 0.0220 | $3.80 | 24.6M | 101k | 2h 41m | 142 | 2 |
| 95 | Muse Spark 1.2 | 0.0220 | $21.74 | 48.9M | 286k | 5h 11m | 239 | 11 |
| 96 | Gemini 3.7 Flash | 0.0200 | $37.07 | 96.2M | 140k | 17h 26m | 321 | 1 |
| 97 | GLM-5.3 Flash | 0.0160 | $3.03 | 57.8M | 247k | 19h 17m | 254 | 2 |
| 98 | DeepSeek V4 Flash Vision Exp | 0.0160 | $1.33 | 68.9M | 247k | 19h 56m | 345 | 2 |
| 99 | DeepSeek V4 Flash Vision Exp | 0.0160 | $1.13 | 55.9M | 221k | 19h 37m | 264 | 2 |
| 100 | GPT-5.6 Sol | 0.0120 | $91.18 | 51.7M | 86k | 17h 41m | 228 | 4 |
| 101 | Muse Spark 1.2 | 0.0100 | $18.40 | 105.2M | 433k | 4h 43m | 251 | 5 |
| 102 | Inkling | 0.0080 | $2.60 | 2.6M | 22k | 28m | 84 | 2 |
| 103 | Muse Spark 1.2 | 0.0060 | $13.73 | 65.6M | 312k | 5h 25m | 183 | 9 |
| 104 | Inkling | 0.0000 | $8.37 | 8.7M | 31k | 38m | 169 | 2 |
| 105 | DeepSeek V4 Flash Vision Exp | 0.0000 | $1.61 | 87.5M | 249k | 20h 2m | 395 | 1 |
| 106 | Inkling | 0.0000 | $3.54 | 3.7M | 16k | 24m | 97 | 2 |
| 107 | Inkling | 0.0000 | $1.63 | 1.6M | 18k | 24m | 71 | 2 |
| 108 | Muse Spark 1.2 | 0.0000 | $196.24 | 1245.9M | 587k | 4h 6m | 2389 | 8 |
| 109 | Qwen3.8-Max-0902 | 0.0000 | $4.94 | 9.5M | 357k | 5h 14m | 93 | 1 |
| 110 | Inkling | 0.0000 | $2.52 | 2.6M | 17k | 28m | 103 | 2 |