Posterior summaries with dependence

Explain why the sample mean of retained MCMC draws can still estimate a posterior mean although the draws are dependent. Why is the nominal count L not the appropriate measure of information? Name three diagnostics or summaries that address this problem.

This exercise has no worked answer.