The abstract of "Chapter 8: Convex Optimization" defines the concept of convex optimization. It explains how this mathematical approach is used to find the best solution to problems with specific constraints. The key finding is that convex optimization helps in efficiently solving complex problems by identifying the optimal solution within a set of feasible options.