The Role of LLM-Powered Agents in Automating Test Processes CT-GENAI Practice Questions (Page 3)

Questions 11–15

1. 11application · medium

   After a nightly test run, an LLM-powered agent reports that 12 tests failed. For 10 of them, it identifies a shared root cause: a recently deployed configuration change. For the remaining 2, the agent's analysis is inconclusive. According to best practices for human oversight, what should the QA lead do?

   • ADisable the agent's root-cause analysis feature and rely on the CI/CD logs for all future failure triage
   • BInstruct the agent to re-run only the 2 inconclusive tests until it produces a confident root cause
   • CAutomatically roll back the configuration change and close all 12 failures as duplicates of the same root cause
   • DReview the agent's root-cause suggestion for the 10 tests, and manually investigate the 2 inconclusive failures before assigning fixes
   Reveal Solution Discussion Select an answer first
2. 12foundation · easy

   Which component in a typical LLM-powered testing agent is responsible for deciding which action to take next based on the current context?

   • AThe memory storage
   • BThe language model itself
   • CThe reasoning or planning module
   • DThe tool executor
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4. 13foundation · easy

   How does an LLM-powered agent assist in analyzing test results?

   • AIt deletes failed tests from the test suite to keep results clean
   • BIt only counts the number of passed and failed tests without any interpretation
   • CIt automatically fixes all failed tests by modifying the test code
   • DIt identifies failed tests and suggests possible root causes based on logs and code context
   Reveal Solution Discussion Select an answer first
5. 14foundation · easy

   What is a limitation of using LLM-powered agents in test automation?

   • AThey can only work with a single programming language
   • BThey always require a dedicated physical server to run
   • CThey may generate test cases that are plausible but incorrect or irrelevant
   • DThey cannot integrate with any existing test tools
   Reveal Solution Discussion Select an answer first
6. 15foundation · easy

   What is a common way for an LLM-powered agent to interact with a test management tool?

   • ABy sending emails to testers with test results
   • BBy manually copying data between the agent and the tool
   • CBy replacing the test management tool with the agent itself
   • DThrough APIs to create, update, or retrieve test cases and results
   Reveal Solution Discussion Select an answer first