Pattern Testing & Beta Cycles

About

This skill provides a structured framework for developers to improve static pattern matchers by running systematic test cycles. It guides users through analyzing test failures by root cause—such as ordering issues or over-matching—and implementing strategic fixes like pattern reordering and regex refinement. By focusing on specificity hierarchy and measurable metrics, the skill helps achieve high pass rates for command generation while maintaining a lean, efficient pattern database and comprehensive documentation of every improvement cycle.

Key Features

• Specificity-based pattern reordering strategy
• Regex and keyword matching optimization
• 23 GitHub stars
• Automated metrics tracking and documentation
• Root cause categorization for test failures
• Iterative test cycle workflow management

Use Cases

• Debugging false positives and negatives in natural language command generation
• Documenting improvements and regressions between development cycles
• Increasing the accuracy and pass rate of static pattern matchers