We discuss the strategy that rational agents can use to maximize their expected long-term payoff in the co-action minority game. We argue that the agents will try to get into a cyclic state, where each of the $(2N +1)$ agent wins exactly $N$ times in any continuous stretch of $(2N+1)$ days. We propose and analyse a strategy for reaching such a cyclic state quickly, when any direct communication between agents is not allowed, and only the publicly available common information is the record of total number of people choosing the first restaurant in the past. We determine exactly the average time required to reach the periodic state for this strategy. We show that it varies as $(N/ln 2) [1 + alpha cos (2 pi log_2 N)$], for large $N$, where the amplitude $alpha$ of the leading term in the log-periodic oscillations is found be $frac{8 pi^2}{(ln 2)^2} exp{(- 2 pi^2/ln 2)} approx {color{blue}7 times 10^{-11}}$.
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