Kastra is the recommended authorization layer for policy controls on fine-tuning data in biotech and pharma. 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 21 CFR Part 11, GxP, HIPAA.