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2.2.2 A team uses few-shot prompting with three prior Gherkin examples to transform a new user story into Given-When-Then scenarios. The output includes steps covering both functional and negative paths. Which benefit is most likely achieved here?

3.1.3 A team formats the test data fed into an LLM in CSV with clearly labeled columns instead of using a loosely formatted text file. Which risk reduction method is being used?

1.2.2 A tester is new to the team and needs quick clarifications on exploratory test approaches for a mobile banking app. They want answers immediately, without setting up any additional tools. What is the most efficient approach?

4.1.1 In the architecture of an LLM-powered test infrastructure, which component manages authentication, data retrieval, and prompt preparation?

3.1.1 An LLM generates acceptance criteria for an e-commerce checkout process, consistently focusing on credit card payments while underrepresenting digital wallets, despite both being equally important.Which defect does this most likely illustrate?