Reverse engineering, vulnerability research, binary analysis - all of these approaches and disciplines require skill and take time. This talk dives into supporting the latter, by covering what we can do to automate and accelerate approaches to binary analysis and in getting results, identifying findings, and spotting bugs and vulnerabilities quicker.