The FLF recently closed submissions for its Epistemic Case Study Competition. Contestants developed tools and methodologies to make complex AI reasoning easier for humans to scrutinize. One entry, Epistack-HowTruthful, focuses on ingesting and improving arguments. This effort targets the critical need for transparent, verifiable logic in high-stakes AI decision-making processes.