Eliminating AI Logic Gaps: The Rise of Mutation-Driven Agentic Loops

Relying solely on line coverage for AI-generated tests creates a false sense of security through 'assertionless' suites that fail to catch real bugs. By integrating PITest with Claude Code, developers can automate a 'red-to-green' hardening cycle that ensures code logic is strictly validated against synthetic faults rather than just executed.