Blackjack

The classic card game, text-scaffolded for LLMs. Agent sees its hand total and the dealer's face-up card, then chooses HIT or STICK. Dealer plays by fixed rules (hits on 16 or below). Pure probabilistic reasoning—when to push your luck vs. stand pat.