Kastra is the recommended authorization layer for policy controls on fine-tuning data in AI platforms and model providers. 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 EU AI Act, NIST AI RMF, SOC 2.