Before founding graph8, Thomas Cornelius and his teams built large-scale financial systems — high-volume transaction engines processing billions of operations, POS systems, CPQ platforms, subscription billing infrastructure, and online-to-offline commerce systems. These environments demand correctness, authorization integrity, permission consistency, and full auditability, foundational principles that deeply shaped the way graph8 approaches