Counterexamples in the Central Limit Theory of Markov Chains

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My involvements in the study of central limit theorems for Markov chains tend to be of the following form: I learn from Jeff Rosenthal about something that is believed to hold, and a counterexample that overthrows the belief soon presents itself. I will recall a couple of such events, and explain the (fairly instructive) counterexamples.
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