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Last Updated: Jun 29, 2026
No. of Questions: 42 Questions & Answers with Testing Engine
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1. Which of the following is NOT a valid form of LLM-driven test data generation?
A) Generating synthetic datasets
B) Creating production database backups
C) Creating combinatorial data (e.g., pairwise)
D) Setting boundary values
2. You must generate test cases for a new payments rule. The system includes API specifications stored in a vector database and prior tests in a relational database. Which of the following sequences BEST represents the correct order for applying a Retrieval-Augmented Generation (RAG) workflow?
i. Retrieve semantically similar specification chunks from the vector database ii. Feed both retrieved datasets as context for the LLM to generate new test cases iii. Retrieve relevant historical cases from the relational database iv. Submit a focused query describing the new test requirement
A) iii -> iv -> i -> ii
B) i -> iv -> iii -> ii
C) iv -> i -> iii -> ii
D) iv -> iii -> i -> ii
3. What BEST protects sensitive test data at rest and in transit?
A) Enforce role-based access controls
B) Disable TLS and rely on VPN only
C) Use public file shares with read-only links
D) Rely on obfuscation instead of encryption
4. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?
A) Malicious code generation
B) Data exfiltration
C) Request manipulation
D) Data poisoning
5. What are the three key phases in adopting GenAI in a test organization?
A) Training; certification; outsourcing
B) Prototype; pilot; decommission
C) Discovery; initiation and usage definition; utilization and iteration
D) Planning; execution; sign-off
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: C |
Queena
Theresa
Adolph
Barret
Caesar
Dominic
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