Technical Questions

Embeddings are used for:

A banking assistant must expire inactive sessions automatically for security reasons. Which implementation BEST addresses this requirement?

Human approval checkpoints are MOST important in:

A procurement AI assistant frequently hallucinates supplier pricing information. What is the BEST improvement?

A logistics Al workflow repeatedly retries invalid shipping requests. What is MOST likely missing?

An enterprise workflow involves multiple agents collaborating on a legal review process. Context must remain synchronized across agents. Which design is MOST appropriate?

An enterprise wants staging and production MCP servers isolated completely. Which configuration approach is MOST appropriate?

What is a common reason for API rate limits?

A cybersecurity firm deploys multiple AI agents: • one performs threat intelligence searches, • one analyzes endpoint logs, • and another prioritizes incident severity. The security team notices that

Q96. An autonomous coding agent repeatedly edits production systems incorrectly. What is the BEST mitigation?

Which API design improves reliability?

A customer-service workflow requires different session permissions for customers, supervisors, and administrators. What is the MOST secure design?

Q72. A/B testing in AI systems compares:

Q80. Benchmark datasets are used to:

Q19. Why are system prompts important?

An enterprise wants to ensure every generated code snippet passes security linting before delivery. Which architecture is MOST appropriate?

A cybersecurity team wants to prevent unauthorized external MCP server registration. Which safeguard is BEST?

What is chunking?

Q91. An Al system repeatedly produces unsafe financial advice. What should be added FIRST?

What should developers monitor in production AI systems?