Given AI - When steps are scripted - Then humans have control

Nick Pykett, a QA automation architect, presents a talk on how to effectively integrate AI into testing workflows while maintaining human oversight and control. 

The speaker argues that while AI is powerful for test automation, it introduces reliability issues including increased defects, hallucinations, and maintenance overhead. 

The solution proposed is using scripted steps (similar to BDD but not exclusively) to create a framework where AI can operate effectively while humans retain control. The presentation includes research showing AI-generated code has 1.7 times more bugs and can slow down development cycles. 

A live demonstration shows an AI workflow that designs tests by reading documentation, creating scenarios using existing reusable steps, validating with Playwright, and integrating with test management systems. 

The key benefit is that human review is simplified to only checking new steps rather than entire test scripts, reducing cognitive load and maintenance time while preserving deterministic execution.