Layer your safety controls
Pre-checks, model behavior constraints, output review, and escalation should be treated as distinct stages.
Free Anthropic breakdown
The hard part is not “put a safety filter on top.” Strong answers treat safety as a layered system with policy, escalation, monitoring, and intervention boundaries.
The pivot
Pre-checks, model behavior constraints, output review, and escalation should be treated as distinct stages.
Safety work needs audit trails, review tooling, and metrics instead of just “blocked/not blocked.”
Safer systems may be slower or more conservative. Strong answers say that explicitly.
Want the full version?
The full breakdown covers constitutional constraints, layered controls, moderation flows, escalation paths, and governance-heavy follow-up questions.