A three-part account of building a Drupal contributed module with AI-assisted workflows concludes that specifications and test suites—not coding tools—determine reliability. Drawing from 14 months of iteration, the final instalment shows how production failures, test coverage, and architectural decisions shaped a stable release, while AI tools remained interchangeable in execution.
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