Loop

Anthropic has announced that Claude Code, its AI coding assistant, can now design its own evaluations and use them to optimize its performance. The feature means the tool can generate tests for coding tasks, measure its own results against them, and refine its behavior automatically. Commenters in AI circles are weighing the productivity gains against concerns about self-assessment reliability and whether self-directed evaluation loops can be trusted without human oversight.