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Testing & Code Quality

Confidence to change things — because the tests have your back.

The real value of a test suite isn't catching bugs — it's the confidence to change a system without fear, which is what keeps a codebase from ossifying. I practise test-driven development and build out a sensible testing pyramid — fast unit tests underpinning fewer integration and end-to-end tests — with coverage and quality gates enforced in CI so standards hold automatically rather than by goodwill. That safety net is also what makes refactoring and tech-debt reduction routine instead of risky, and I pair it with code-review practices that share understanding across the team.

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Software Engineering & Data

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