**Warmup/burn-in:** The chain needs time to "find" the high-probability region of the posterior. Discard early samples. - **Chains:** Run multiple independent chains and check that they agree (convergence). - **Effective sample size:** Due to autocorrelation, 4,000 MCMC samples may contain only 1,00