Each prediction is closed-form — a Skellam (difference of two Poissons) reduced to a Normal gives the win probability instantly, no sampling.
Five thinkers whose work, properly applied, forms the actual mathematical backbone of any serious sports-betting system. Each has a real, computed contribution to Poseidon — no metaphors, no vocabulary borrowing.
Plug in any matchup probability + book line. Engine computes the implied probability after de-vig, the expected value of betting, and the optimal Kelly fraction.
1,000 simulated betting careers, each 200 bets sampled from the model's high-confidence picks at -110 odds. Cycling through Kelly fractions automatically.
Caveat: simulation assumes -110 lines match model's empirical hit rates. Real long-run edges over closing lines are 1–3%, not 30%+. The lesson is the Kelly mechanics, not a profit projection.