Engineering Notes

Testing ideas that survive contact with real systems.

Practical writing on Karate, API automation, quality architecture and AI-assisted engineering.

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2026-09-22

Your Karate Test Failed in CI. Should AI Fix It?

A practical architecture for repairing failed Karate API tests from CI evidence without letting AI rewrite tests blindly.

2026-09-15

Your Karate Tests Are Green. But Is Your API Actually Covered?

A practical method for measuring Karate API coverage against OpenAPI, finding endpoint gaps, and generating only the missing tests instead of trusting a green test run.

2026-09-11

How to Generate Karate API Tests from OpenAPI — Without Creating a Maintenance Nightmare

A practical way to turn an OpenAPI contract into maintainable Karate tests, while keeping generation deterministic and using AI only where it adds value.