The chapter delves into the concept of Turing machines and the halting problem, explaining how a universal Turing machine operates by reading symbols on a tape and changing states to determine if it will stop after a finite number of moves. It discusses the complexities of computations that may continue indefinitely without reaching a final state and the limitations of algorithms in certain scenarios.

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