Key Architectural Components and Concepts of LLM-Powered Test Infrastructure CT-GENAI Practice Questions (Page 2)

Questions 6–10

1. 6foundation · easy

   How are LLMs typically integrated into test execution pipelines for test generation?

   • ABy using LLMs to generate test cases based on requirements or code, which are then passed to the execution engine
   • BBy replacing the test execution engine entirely
   • CBy using LLMs only for post-execution analysis, not for generation
   • DBy having LLMs directly execute test cases on the application
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2. 7application · medium

   A QA team is using an LLM to enhance their test automation. They want to increase test coverage by automatically identifying untested code paths from the application's codebase. Which role should the LLM play in this scenario?

   • AThe LLM should execute the existing test suite and report pass/fail results.
   • BThe LLM should store test results in a database for future analysis.
   • CThe LLM should manage the test environment and provision resources.
   • DThe LLM should analyze the codebase and suggest additional test scenarios for untested branches.
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4. 8foundation · easy

   What is a key latency consideration when integrating LLMs into a test execution pipeline?

   • ALatency is irrelevant because test execution is always asynchronous
   • BLatency only matters for test data storage, not for LLM calls
   • CLLM responses can be slow, which may impact the overall test execution time
   • DLLMs always respond instantly, so latency is not a concern
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5. 9foundation · easy

   Which component of an LLM-powered test infrastructure is responsible for ensuring that test data is accurate, consistent, and available for LLM processing?

   • ALLM orchestration
   • BTest execution engine
   • CResult analysis
   • DTest data management
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6. 10foundation · easy

   How can LLMs enhance test coverage in an automated testing environment?

   • ABy generating a wider variety of test cases, including edge cases that might be missed
   • BBy eliminating the need for test data
   • CBy reducing the number of test cases needed
   • DBy executing tests faster than traditional methods
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