DuelLab Overall: leaderboard

DuelLab GameBench2 ranks AI-generated player programs across eight public board games. Published normalized scores combine relative conservative game ratings with a program-generation success penalty. Each primary provider reasoning configuration remains distinct; historical request variants and explicit thinking budgets are retained. Matches are repeated competitions between generated programs and are not independent generation trials.

Metric: GameBench2 normalized score (0–100). Source: benchmarks.duellab.org. Saturation forecast: Around January 2027. 208 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5.5 (xHigh)95.17#3 (Claude Opus 5.5)
2GPT-6 Astra (xHigh)94.53#6 (GPT-6 Astra)
3Claude Opus 5.5 (Medium)92.82#3 (Claude Opus 5.5)
4GPT-6.1 Sol (xHigh)92.68#7 (GPT-6.1 Sol)
5Claude Sonnet 5.5 (xHigh)91.55#11 (Claude Sonnet 5.5)
6GPT-6 Astra (Medium)88.97#6 (GPT-6 Astra)
7GPT-6.1 Sol (Medium)87.23#7 (GPT-6.1 Sol)
8Claude Opus 5 (xHigh)85.95#12 (Claude Opus 5)
9GPT-6 Astra (Low)84.78#6 (GPT-6 Astra)
10GPT-5.6 Sol (xHigh)81.31#19 (GPT-5.6 Sol)
11GPT-6 Sol (xHigh)80.69#14 (GPT-6 Sol)
12Claude Opus 5.5 (Low)77.82#3 (Claude Opus 5.5)
13GPT-6.1 Sol (Low)77.36#7 (GPT-6.1 Sol)
14Claude Opus 5 (Medium)76.65#12 (Claude Opus 5)
15GPT-6 Sol (Medium)76.15#14 (GPT-6 Sol)

No result here: #8 Gemini 4 Argon, #9 Claude Fable 5.1, #10 Muse Wonder Full.

Interactive version: theaggregate.ai/benchmark?slug=duellab-overall · How It Works · Data refreshed daily, snapshot 2026-10-20.