Leaderboard
By model and setting
Each model and reasoning setting appears once. If a model produced more than one player program for this game, the row stands for all of them: Programs counts the working attempts out of the counted attempts, Score and Raw rating average the programs (weighted by attempts; the small range is the lowest and highest program rating), and the combined record adds up their matches. Score is relative within this game (0–100). Scores here are working-program strength: failed generation attempts are left out and count as 0 only in a model's headline score.
| Rank | Model | Reasoning | Score | Programs | Raw rating | Combined record (W / D / L) |
|---|---|---|---|---|---|---|
| 1 | XHigh | 99.0 | 1 working of 1 attempt | 2739.2 | 531 / 7 / 0 | |
| 2 | XHigh | 97.8 | 1 working of 1 attempt | 2567.0 | 527 / 0 / 11 | |
| 3 | Medium | 97.2 | 4 | 2540.8 | 2094 / 0 / 58 | |
| 4 | Low | 95.6 | 1 working of 1 attempt | 2393.3 | 513 / 0 / 25 | |
| 5 | Medium | 94.7 | 1 working of 1 attempt | 2349.0 | 508 / 0 / 30 | |
| 6 | Provider | 94.3 | 1 working of 1 attempt | 2324.9 | 505 / 0 / 33 | |
| 7 | XHigh | 93.8 | 1 working of 1 attempt | 2302.3 | 502 / 0 / 36 | |
| 8 | XHigh | 93.3 | 1 working of 1 attempt | 2280.9 | 499 / 0 / 39 | |
| 9 | Medium | 93.0 | 1 working of 1 attempt | 2267.3 | 497 / 0 / 41 | |
| 10 | Max | 93.0 | 1 working of 1 attempt | 2267.3 | 497 / 0 / 41 | |
| 11 | Low | 92.8 | 1 working of 1 attempt | 2260.6 | 496 / 0 / 42 | |
| 12 | High | 91.7 | 1 working of 1 attempt | 2216.8 | 489 / 0 / 49 | |
| 13 | Max | 91.4 | 1 working of 1 attempt | 2205.0 | 487 / 0 / 51 | |
| 14 | Medium | 91.2 | 1 working of 1 attempt | 2199.2 | 486 / 0 / 52 | |
| 15 | Provider | 91.2 | 1 working of 1 attempt | 2199.2 | 486 / 0 / 52 | |
| 16 | High | 90.5 | 1 working of 1 attempt | 2176.7 | 482 / 0 / 56 | |
| 17 | XHigh | 90.1 | 1 working of 1 attempt | 2160.4 | 479 / 0 / 59 | |
| 18 | Low | 89.8 | 1 working of 1 attempt | 2152.5 | 477 / 1 / 60 | |
| 19 | XHigh | 89.6 | 1 working of 1 attempt | 2144.7 | 476 / 0 / 62 | |
| 20 | Medium | 89.4 | 4 | 2162.9 | 1898 / 4 / 250 | |
| 21 | Low | 89.2 | 1 working of 1 attempt | 2134.4 | 474 / 0 / 64 | |
| 22 | Enabled | 89.1 | 1 working of 1 attempt | 2129.3 | 473 / 0 / 65 | |
| 23 | XHigh | 88.9 | 1 working of 1 attempt | 2124.3 | 472 / 0 / 66 | |
| 24 | High | 88.7 | 1 working of 1 attempt | 2119.3 | 471 / 0 / 67 | |
| 25 | Medium | 88.6 | 1 working of 1 attempt | 2114.3 | 470 / 0 / 68 |
Underlying results
Individual player programs
Each row is one accepted player program for GB2-08: Tumbleweed; a model can have more than one. Score is the 0–100 result in this game, and its rating and W / D / L record show how it played. Scores are working-program strength: failed generation attempts have no row and count only in a model's headline score.
270 player programs.
| Model | Reasoning | Status | Score | Rating | W / D / L | Matches | Opponents | Notes | Generated |
|---|---|---|---|---|---|---|---|---|---|
Claude Sonnet 5.5E-541bf150c2f4631e | XHigh | Rated Interval validated | 99.0 | 2739 | 531 / 7 / 0 | 538 / 538 | 269 | 7 capped draws | 2026-09-30First try |
Claude Opus 5.5E-57a4de42441fcf4f | Medium | Rated Interval validated | 98.6 | 2669 | 532 / 0 / 6 | 538 / 538 | 269 | — | 2026-09-22First try |
Claude Fable 5.1E-3b200c9d604918bf | XHigh | Rated Interval validated | 97.8 | 2567 | 527 / 0 / 11 | 538 / 538 | 269 | — | 2026-09-08Repaired |
Claude Opus 5.5E-7bc967a8698a261b | Medium | Rated Interval validated | 95.9 | 2413 | 515 / 0 / 23 | 538 / 538 | 269 | — | 2026-09-22First try |
Kimi K3.1 ProE-61e4f4af2980a72a | Low | Rated Interval validated | 95.6 | 2393 | 513 / 0 / 25 | 538 / 538 | 269 | — | 2026-10-24First try |
GPT-6 AstraE-57bd25d1868a06af | Medium | Rated Interval validated | 94.7 | 2349 | 508 / 0 / 30 | 538 / 538 | 269 | — | 2026-09-05First try |
Claude Opus 5E-e73b6fb78880341d | Medium | Rated Interval validated | 94.3 | 2325 | 505 / 0 / 33 | 538 / 538 | 269 | — | 2026-07-25First try |
Pareto 26.10 PreviewE-a7625120083a55f5 | Provider | Rated Interval validated | 94.3 | 2325 | 505 / 0 / 33 | 538 / 538 | 269 | — | 2026-10-09First try |
GPT-6.1 SolE-ef4b18fe50fa33f5 | XHigh | Rated Interval validated | 93.8 | 2302 | 502 / 0 / 36 | 538 / 538 | 269 | — | 2026-10-01First try |
Claude Opus 5.5E-96d7941179f2fd25 | XHigh | Rated Interval validated | 93.3 | 2281 | 499 / 0 / 39 | 538 / 538 | 269 | — | 2026-09-22First try |
Claude Fable 5E-6f759a260a58e8b0 | Medium | Rated Interval validated | 93.0 | 2267 | 497 / 0 / 41 | 538 / 538 | 269 | — | 2026-09-03First try |
GLM-5.3E-934b7beff533b847 | Max | Rated Interval validated | 93.0 | 2267 | 497 / 0 / 41 | 538 / 538 | 269 | — | 2026-10-09First try |
Kimi K3E-3e1be56b9d966ded | Low | Rated Interval validated | 92.8 | 2261 | 496 / 0 / 42 | 538 / 538 | 269 | — | 2026-07-24First try |
Claude Opus 5E-a40851c4f03704e5 | XHigh | Rated Interval validated | 92.0 | 2229 | 491 / 0 / 47 | 538 / 538 | 269 | — | 2026-07-25First try |
Kimi K3.1 ProE-6e2f73a33800455b | High | Rated Interval validated | 91.7 | 2217 | 489 / 0 / 49 | 538 / 538 | 269 | — | 2026-10-24First try |
Kimi K3.1 ProE-4627e664e705189a | Max | Rated Interval validated | 91.4 | 2205 | 487 / 0 / 51 | 538 / 538 | 269 | — | 2026-10-24First try |
Grok 4.7E-0de6715ab5dcd98f | Medium | Rated Interval validated | 91.2 | 2199 | 486 / 0 / 52 | 538 / 538 | 269 | — | 2026-09-30First try |
Pareto 26.10E-9122d2a0e6db4097 | Provider | Rated Interval validated | 91.2 | 2199 | 486 / 0 / 52 | 538 / 538 | 269 | — | 2026-10-21First try |
Grok 4.5E-707dd709e358a173 | High | Rated Interval validated | 90.5 | 2177 | 482 / 0 / 56 | 538 / 538 | 269 | — | 2026-07-24First try |
Qwen3.8 2.4T A95BE-6e16ca6d013d5403 | XHigh | Rated Interval validated | 90.1 | 2160 | 479 / 0 / 59 | 538 / 538 | 269 | — | 2026-09-03Repaired |
Claude Fable 5.1E-7c76315be309fffb | Low | Rated Interval validated | 89.8 | 2152 | 477 / 1 / 60 | 538 / 538 | 269 | 1 capped draw | 2026-09-03First try |
GPT-6 SolE-d91bdf3143c30eda | XHigh | Rated Interval validated | 89.6 | 2145 | 476 / 0 / 62 | 538 / 538 | 269 | — | 2026-09-22First try |
Hy4 PreviewE-67fef818be4f03bb | Low | Rated Interval validated | 89.2 | 2134 | 474 / 0 / 64 | 538 / 538 | 269 | — | 2026-09-03First try |
GlimpseE-7b5eb28e2be27197 | Enabled | Rated Interval validated | 89.1 | 2129 | 473 / 0 / 65 | 538 / 538 | 269 | — | 2026-10-21Repaired |
GPT-6 AstraE-02789044133a041d | XHigh | Rated Interval validated | 88.9 | 2124 | 472 / 0 / 66 | 538 / 538 | 269 | — | 2026-09-05First try |