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To correct the calculations given by @Iván, the correct final result should be: $$ \frac{\sigma^2}{2\gamma^3}\left(2\gamma t + 2e^{-\gamma t}+2e^{-\gamma(t+\tau)}-e^{-\gamma \tau}-e^{-\gamma(2t+\tau)}-2 \right) $$
