Phase 3: Implementation (TDD)

Implement code to make tests pass. Follow Red-Green-Refactor. Refer to the MAID methodology skill for guidelines.

Your Task

1. Confirm Red phase: pytest tests/test_task_XXX_*.py -v (should fail)

2. Implement code:

   • Make tests pass (Green phase)
   • Match manifest artifacts exactly
   • Only edit files in manifest

3. CRITICAL - Validate ALL manifests (no arguments):

   maid validate
   maid test
   make lint
   make type-check
   make test
   

   Note: maid validate and maid test WITHOUT arguments validates entire codebase

4. Refactor if needed while keeping tests green

Success

✓ All validations pass ✓ All tests pass ✓ Code quality checks pass