All 40 questions

  1. How would you deploy an AI agent application, and what production stack would you use?

    Asked in 2 of 181 interviews · last asked Jun 17 · Scenario · Mid-level

    Other ways it was asked
    • “How would you deploy an AI agent application?”
    • “What technology stack would you use to deploy AI agents in production?”

  2. What causes agents and tools to loop, and how would you define safe termination conditions?

    Asked in 2 of 181 interviews · last asked Oct 21 · Scenario · Senior

    Other ways it was asked
    • “How would you prevent a tool from getting stuck in an infinite loop in an LLM agent?”
    • “What are five distinct causes of agent loops, and how would you define termination conditions that prevent both infinite loops and premature termination?”

  3. What optimizations would you make to reduce tool calls or scale the tool execution pipeline?

    Asked once · last asked Sep 22 · Design · Senior

    Other ways it was asked
    • “What optimizations would you implement to reduce tool call costs?”

  4. What telemetry and logs would you collect to monitor AI agents and understand their actions?

    Asked once · last asked Oct 8 · Scenario · Senior

    Other ways it was asked
    • “How would you track AI agents and the actions they perform?”
    • “How would you track more than 700 AI agents and the actions they perform?”
    • “What telemetry would you use to monitor AI agents?”

  5. What design patterns would you use to scale an AI agent to 10,000 users?

    Asked once · last asked Apr 17 · Design · Senior

  6. What change and release process would you use to deploy AI agents to production, including CI/CD pipelines and required approvals?

    Asked once · last asked May 13 · Scenario · Senior

  7. What techniques can you use to reduce latency and memory usage in models and AI agents?

    Asked once · last asked Jul 16 · Concept · Senior

  8. How would you diagnose the cause of a connectivity issue affecting an AI agent?

    Asked once · last asked Jul 17 · Scenario · Mid-level

  9. What could go wrong if you changed an AI prompt but not the worker code that enforces the same rule?

    Asked once · last asked Jul 26 · Scenario · Senior

  10. What is tracing for AI agents, and when would you use it?

    Asked once · last asked Jul 28 · Concept · Mid-level

  11. What architectural components are needed to make an AI agent system production-ready?

    Asked once · last asked Aug 7 · Design · Senior

    Other ways it was asked
    • “What architectural components would be missing from an AI agent system before it is ready for production?”

  12. What is a difficult technical problem you have encountered in an AI agent system, such as tool calling, data consistency, latency, or hallucinations, and how did you diagnose and fix it?

    Asked once · last asked Aug 16 · Behavioral · Mid-level

  13. How would you deliver a GenAI chatbot for product returns, from gathering client requirements to production deployment, treating the process as an agent release pipeline rather than just app development?

    Asked once · last asked Aug 18 · Design · Senior

    Other ways it was asked
    • “A client has asked you to build a GenAI chatbot to handle product returns. Where would you start? Walk me through your end-to-end process from gathering the requirements to production deployment, treating it like a release pipeline for an agent rather than just building an app.”

  14. How would you choose whether an AI agent runs in a user's terminal, a browser, a server, or elsewhere, and enable it to perform tasks autonomously without active supervision?

    Asked once · last asked Aug 22 · Design · Senior

    Other ways it was asked
    • “Where does the system typically run: in a user's terminal, a browser, a server, or elsewhere? Can it perform tasks autonomously when no one is actively watching?”

  15. When you use tool-calling agents, what reliability techniques do you implement to prevent bad tool arguments, infinite loops, and inconsistent JSON outputs?

    Asked once · last asked Aug 24 · Design · Senior

  16. How would you implement state management, idempotency, and recovery or compensation in a multi-step agent workflow where steps can fail?

    Asked once · last asked Aug 24 · Behavioral · Senior

    Other ways it was asked
    • “Describe a multi-step agent workflow you built where steps can fail. How did you implement state management, idempotency, and recovery or compensation?”

  17. How would you reduce token waste in an agent system when taking screenshots or observations, especially when delays are involved?

    Asked once · last asked Aug 25 · Scenario · Senior

  18. How do you avoid wasting tokens and manage costs when building AI agents, especially when users retry actions repeatedly?

    Asked once · last asked Aug 25 · Scenario · Senior

  19. When an agent selects a tool and gets an HTTP 500 back from the server, how should the agent engine handle that self-correction loop?

    Asked once · last asked Aug 25 · Scenario · Senior

  20. How would you design an AI agent with read/write access to data or code to prevent cascading hallucinations and infinite loops?

    Asked once · last asked Aug 26 · Design · Senior

  21. How can iterative loops, deterministic unit tests, agent feedback loops, maximum-iteration limits, and fallback strategies improve AI agent reliability?

    Asked once · last asked Aug 26 · Concept · Senior

  22. What do p90, p95, and p99 latency percentiles mean, and which performance metrics would you track for an AI agent system?

    Asked once · last asked Aug 26 · Concept · Mid-level

  23. What guardrails would you add to an AI agent workflow to prevent infinite loops?

    Asked once · last asked Sep 8 · Scenario · Senior

  24. Where would you enforce maximum node retries, loop detection, timeouts, and token or cost budgets in an agent workflow?

    Asked once · last asked Sep 8 · Design · Senior

  25. When an AI agent enters an infinite loop, what signals would you use to identify the cause, and what code change could break the loop?

    Asked once · last asked Sep 8 · Scenario · Senior

  26. How would you implement idempotency and state consistency for write tools used by an AI agent?

    Asked once · last asked Sep 8 · Design · Senior

  27. What techniques beyond caching can optimize tool calls like internet searches in an agentic LLM system?

    Asked once · last asked Sep 22 · Design · Senior

  28. If 40% of monthly GenAI cost comes from external tool calls, what would be the top three optimizations you would implement?

    Asked once · last asked Sep 22 · Scenario · Senior

  29. How would you design and deploy an agentic AI solution in production, including its architecture and tools?

    Asked once · last asked Sep 28 · Design · Senior

  30. Tell me about one hallucination, poor response, or agent failure you encountered, how you detected it, and how you fixed it.

    Asked once · last asked Sep 28 · Behavioral · Senior

  31. Which parts of a telephone agent are hardest to make reliable?

    Asked once · last asked Sep 29 · Scenario · Mid-level

  32. How would you build cloud infrastructure for an agentic AI application?

    Asked once · last asked Oct 1 · Design · Senior

  33. How would you take an AI or agentic solution from an initial business problem into production, including deciding what to build and measuring its impact?

    Asked once · last asked Oct 1 · Behavioral · Senior

    Other ways it was asked
    • “Can you walk me through an AI or agentic solution you personally took from the original business problem into production, including what you built and the impact it had?”

  34. During an incident that requires optimization, what would you investigate, and how would you assess whether using AI agents is appropriate given their risks?

    Asked once · last asked Oct 2 · Scenario · Senior

  35. What do you think are the top reasons agentic technologies struggle to get into production?

    Asked once · last asked Oct 7 · Senior

  36. How would you trace a query through an AI system, including orchestration and routing among agents?

    Asked once · last asked Oct 9 · Design · Senior

  37. How would you debug a system with a supervisor agent and multiple subagents?

    Asked once · last asked Oct 14 · Scenario · Senior

  38. How do you troubleshoot AI agent issues or hallucinations in a running application?

    Asked once · last asked Oct 15 · Scenario · Mid-level

  39. When an AI agent's output has an issue, how would you determine whether it came from missing context, the workspace, or the instructions?

    Asked once · last asked Oct 21 · Scenario · Senior

  40. How would you analyze an AI agent's execution path, including what it inspected, skipped, or decided?

    Asked once · last asked Oct 21 · Scenario · Senior

More Agentic AI interview questions

How this list is made

Every question here was asked by a real interviewer in a real job interview that a candidate ran MeetAssist in. After the call, the interviewer's questions are pulled from the transcript. Practice sessions, tests, exams and anything that was not a job interview are dropped.

Questions are rewritten so they make sense on their own: names of people, employers and clients are removed, and speech-to-text mistakes are fixed. Small talk, logistics and questions about one candidate's own résumé are left out. Rephrasings of the same question are merged, and the count is the number of different interviews it came up in.

The interviews come from candidates who use MeetAssist, so they lean towards software, data and AI roles: the shares describe these interviews, not every Agentic AI interview. Answers to the most asked questions are written and checked by an editor; a "common mistake" is shown only when reviews of real answers in these interviews show it, with the count.

181 interviews, 116 candidates, Nov 2025 to Oct 2026. Updated every month with new interviews.