A deep dive into one of the most overlooked problems in financial systems engineering -- and a concrete solution. I've been building a system that calculates enterprise costs, and at some point the question hit me: why not build a database system perfectly suited for this work? So I started building one as a side project, together with AI -- a purpose-built database system designed from the ground up for financial and cost management workloads.