Suppose $\sum_{j=0}^{\infty} a_j =a$, $\sum_{j=0}^{\infty} b_j =b$. Is it true (or under what conditions is it true) that:
$$\lim_{n \rightarrow \infty}\sum_{i=0}^{n} \left( a_i \sum_{k=0}^{n-i} b_k \right) = ab \ ? \tag{1}$$
This arose in one of my earlier questions (here) and at first I thought it was sort of obvious - expanding it out, but now I'm confused again and I want to make this rigorous. I've looked into Cauchy's product formula since it rang a bell but I can't really make my sum look like anything similar to it. One (perhaps trivial) thing I noticed about this is the symmetry:
$$\sum_{i=0}^{n} \left( a_i \sum_{k=0}^{n-i} b_k \right) = \sum_{i=0}^{n} \left( a_k \sum_{k=0}^{n-i} b_i \right)$$
But doesn't get me anywhere. What I'm looking for is a rigorous proof of $(1)$, and I can't make any headway on that. Any help would be greatly appreciated.