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Next-spin payout forecasts for 1,536 slot machines from an ensemble of 12 small GRU sequence models, run as a deterministic numpy forward pass that reproduces the submitted CSV exactly.
A time-budgeted poker bot for heads-up Short Deck 5-card PLO: instant preflop equity table, Monte Carlo postflop, in-match opponent model, policy tuned by duplicate-deal self-play.
Luck, location, or a leak? An interactive floor map, luck simulator, live forecast lab and Monte Carlo budget planner show that only 1 of the manager's bottom ten machines is a real problem.