Sam is an accomplished Trust and Safety professional currently working as an engineer at Cinder. Leveraging his technical acumen, subject matter expertise, and deep understanding of regulatory frameworks, Sam collaborates with customers to develop and enhance their Trust and Safety strategies, ensuring their operations are both highly effective and compliant with evolving industry regulations. Previously at Meta, he led initiatives within Trust and Safety systems, focusing on Similarity Detection at Scale, Crisis Response, and Privacy. Sam's expertise in hash matching, online safety, and leadership significantly advances capabilities in managing online violations effectively. His knowledge as a subject matter expert in the field continues to shape safer digital environments and improve operational excellence in Trust and Safety practices.