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<br>In online play, Okrummy and Rummy represent skill-centric, imperfect-information card games, while Aviator embodies a real-time risk game with social signaling. Today, these titles coexist with fragmented fairness guarantees, inconsistent rating systems, and thin learning support. We present a demonstrable advance: a unified fairness and [skill layer](https://search.usa.gov/search?affiliate=usagov&query=skill%20layer) that spans Okrummy, Rummy, and Aviator, delivering provably fair outcomes, cross-game skill ratings, explainable coaching, and anti-collusion defenses. The result is trust and retention lift without compromising the character of each game. |