
Applying LLMs and RAG pipelines to real QA problems — test case deduplication, intelligent test generation, and CI runtime reduction. I'll walk through a real pipeline I built (22.4% duplicate reduction, 32% faster CI) and how to apply the same approach to your stack. Ahead of where most SDETs are right now.