Bill brought a sharp eye for detail and an analytical mindset to the POC book validation project. His thoughtful questions and consistent follow-through really helped push our thinking forward. I truly appreciated his focus and drive and project managing this. I wish we had more time to explore further optimizations together—I feel like we were just scratching the surface of what was possible. Great work, Bill!