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You don't have a full reinforcement learning problem, but appear to have a context-free k-armed bandit problem: The start state at time $t$ is essentially irrelevant to the problem. It does not impact available actions, reward or next state. The next state at time $t+1$ is only of interest because it determines the reward. All actions are effectively ...

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