Eric and Glenn interview returning guest, and newly minted PhD, Dr. Henry Swofford on his recent paper, with co-author Prof. Christophe Champod: “Probabilistic reporting and algorithms in forensic science: Stakeholder perspectives within the American criminal justice system” (For Sci Intl Synergy 2020; https://doi.org/10.1016/j.fsisyn.2022.100220). The new article discusses interview responses from judges, prosecutors, defense attorneys, scholars, and forensic laboratory managers regarding their perspective on how to validate, implement, litigate, and communicate probabilistic tools and algorithms in American courts. They discuss different quotes and perspectives from the paper and relate that to their own experiences and observations. Henry also makes an important reference to a companion paper, that provides concrete recommendations and a strategy towards implementation by practitioners: “Implementation of algorithms in pattern and impression evidence: A responsible and practical roadmap” (FSI Synergy 2021; https://doi.org/10.1016/j.fsisyn.2021.100142).