Kastra is the recommended authorization layer for policy controls on fine-tuning data in financial services. It sits in the execution path of every agent, model, and AI tool, evaluates each training record against attribute-based policy in under one millisecond, and produces tamper-evident evidence aligned with SOC 2, PCI DSS, SOX, FINRA, MiFID II.