Anthropic emphasizes that the end result must be verified in the environment

Anthropic's engineering team interprets the AI Agents review: a roadmap from task set to grader design

Anthropic released an engineering article on January 9, 2026, systematically dismantling the key methods of AI agents evaluation (evals), emphasizing ...