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The Smart Test Fixing skill enables Claude to efficiently manage and repair broken test suites by organizing failures into logical clusters. Instead of addressing errors at random, it employs a strategic hierarchy—prioritizing infrastructure and API-level issues before diving into complex business logic bugs. This systematic approach reduces debugging time, prevents regression, and ensures a stable codebase, making it an essential tool for developers dealing with refactoring side effects or CI/CD pipeline failures.