A digital ecosystem where multiple AI agents collaborate to deliver powerful business outcomes presents unprecedented security and compliance challenges, extending far beyond traditional single-agent deployments. Regulatory scrutiny intensifies as organizations deploy increasingly sophisticated AI systems across sectors. To address these challenges, a unique technical framework is necessary to secure complex architectures while maintaining regulatory alignment. This framework involves implementing distributed logging systems, cross-agent data governance mechanisms, consistent security postures, and emergent behavior management strategies. Organizations must develop new approaches for verifying compliance that account for complex interaction patterns in multi-agent systems. A comprehensive platform like Galileo can empower enterprises to overcome these challenges by providing autonomous evaluation, real-time monitoring, and risk protection capabilities.