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nyuuzyou 
posted an update 22 days ago
Post
517
🎰 Casino Benchmark: Dataset + Space
nyuuzyou/casino-benchmark
nyuuzyou/casino-benchmark

14 models faced 1,400 simulations of heads-up Blackjack and European Roulette. Shared seeds locked identical cards and spins for each.

Key Stats:

- 14 models benchmarked
- 59,483 rows
- 35 MB compressed Parquet
- 35,000 scored decisions
- Full prompts, JSON responses, reasoning traces, latency
- Bankroll tracking from $1,000 start per run

Live leaderboard tracks bets, hits, stands, and risk management.
Gemini 3 Flash leads at +$3,396. Claude 4.5 Haiku at -$7,788.
Traces in the dataset. Leaderboard in the space.

When AI models are pushed to their mathematical limits in high-stakes simulations, the divide between pure logic and erratic risk management becomes strikingly clear. This rigorous testing of 14 different models reveals that maintaining a bankroll requires the same level of precision and stability found in the https://pinup.africa/casino/provider/bgaming/pinup-million which offers a professional-grade interface for those who treat every wager as a data-driven decision. The massive gap between Gemini’s gains and the losses of other models serves as a powerful reminder that elite performance is built on consistent reasoning traces.

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