As per the question, I am trying to simplify the expression $$E[\int_0^t X_u du | Fs]$$ where $X_u$ is standard Brownian motion, and $F_s$ is the filtration of the process until time $s$. Now you can split the integral into $0$ to $s$ and from $s$ to $t$, but why can you simplify $E[\int_s^t X_u du |F_s] = X_s \int_s^t du = X_s(t-s)$?
Thanks a lot in advance!
$E[\int_s^t X_u du |F_s] =E[\int_s^t [X_u-X_s] du |F_s]+E[\int_s^t X_s du |F_s]$. The second term is, of course, $X_s(t-s)$. Now the integral in the first term can be written as a limit of Riemann sums and this shows that the integral is independent of $F_s$. Hence, the first term is $0$ (since $E(X_u-X_s)=0$ for all $u$).