OPENING LAB GUIDE

Exact calculation vs. simulation

Know when to use exact combinatorics and when to use a Monte Carlo estimate.

01

Exact calculation

A simple opening-hand condition with no effects can be calculated with the hypergeometric distribution. The same input always produces the same answer with no sampling error.

02

Simulation

When draws, deterministic searches, top-N selection, mulligans, and action order interact, the state space grows quickly. The simulator estimates the success rate by running many virtual games.

Simulation results include the seed, trial count, and a 95% confidence interval. The same seed and settings reproduce the same result.