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RAG-Based Testing Series — Part 6: Automating RAG Quality Checks in CI/CD

Dev.to · Faizal 1d ago

RAG-Based Testing Series — Part 6: Automating RAG Quality Checks in CI/CD

Manual test runs aren't enough. Wire your RAG test framework into GitHub Actions so quality checks run automatically on every knowledge base update, system prom

RAG-Based Testing Series — Part 5: Building a RAG Test Framework from Scratch

Dev.to · Faizal 1d ago

RAG-Based Testing Series — Part 5: Building a RAG Test Framework from Scratch

Stop writing one-off tests. Learn how to combine retrieval quality, faithfulness, and edge case testing into a single structured, reusable RAG test framework yo

RAG-Based Testing Series — Part 4: Edge Cases — What Breaks RAG & How to Catch It

Dev.to · Faizal 2d ago

RAG-Based Testing Series — Part 4: Edge Cases — What Breaks RAG & How to Catch It

Happy path testing isn't enough. Learn the edge cases that silently break RAG systems in production — empty knowledge bases, conflicting context, out-of-scope q

RAG-Based Testing Series — Part 3: Faithfulness & Hallucination Detection

Dev.to · Faizal 2d ago

RAG-Based Testing Series — Part 3: Faithfulness & Hallucination Detection

Good retrieval doesn't guarantee a good answer. Learn what faithfulness means in RAG, why LLMs hallucinate even with perfect context, and how to detect it autom

WDIO vs Playwright — An Honest Comparison from Someone Who Has Used Both

Dev.to · Faizal 6d ago

WDIO vs Playwright — An Honest Comparison from Someone Who Has Used Both

I have built production automation frameworks in both WebdriverIO and Playwright. Here is my honest, no-fluff comparison to help you pick the right one for your

How AI Is Changing QA — And What It Means for Automation Engineers

Dev.to · Faizal 1w ago

How AI Is Changing QA — And What It Means for Automation Engineers

AI is not replacing QA engineers. But it is changing what great QA looks like. Here is what I have seen on the ground after 6+ years in automation.

Common Mistakes Senior QA Engineers Make (And How to Fix Them)

Dev.to · Faizal 1w ago

Common Mistakes Senior QA Engineers Make (And How to Fix Them)

After 6+ years in QA automation, I've seen the same patterns play out again and again — not in juniors, but in senior engineers. Here's what I wish someone had