SDOM

Implement and refactor Python code with TDD, API signature discipline, and maintainable design. Use for feature development, bug fixes, test-first workflows, and quality-focused refactoring.

Score how well-defined a task is, ask one clarifying question at a time, and decide when to proceed. Use for requirement clarification and confidence-gated execution in any agent workflow.

Create and review Python docstrings and Markdown docs. Use when updating NumPy docstrings, auditing documentation quality, writing docs sections, and validating documentation completeness.