Living note

Layered Guardrails for AI Features

Use product constraints, permissions, model checks, and monitoring as complementary layers.

No single classifier can carry the full safety boundary of a product.

Defense in depth

  1. Constrain what the feature is allowed to do.
  2. Authorize every data and tool boundary.
  3. Validate model inputs and outputs.
  4. Monitor outcomes and provide recovery paths.