How does RLHF work?

RLHF dramatically improves model helpfulness, harmlessness, and instruction following compared to SFT alone, but is expensive and operationally complex — requiring careful tuning of multiple models simultaneously and large preference datasets. Anthropic's Constitutional AI replaces some human feedback with AI-generated critiques following written principles. The platform strengthens enterprise re