prepare

Design a production AI agent that can call business tools without becoming an uncontrolled automation risk.

Beginner interview check

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Time limit: 2:00

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2:00

Design a production AI agent that can call business tools without becoming an uncontrolled automation risk.

Explanation

Hint: Identify the requirement first, then choose the approach that addresses the main constraints, trade-offs, failure modes, security, cost, and verification.

Correct answer: Separate model reasoning from tools; Least-privilege tool access; Argument validation and policy checks; Step and cost limits; Observability and human escalation

Key reasoning:

  • Separate model reasoning from tools
  • Least-privilege tool access
  • Argument validation and policy checks
  • Step and cost limits
  • Observability and human escalation

Why the alternatives are weaker:

  • Jumping to a technology before clarifying the problem
  • Explaining the solution without the reasoning or trade-offs
  • Omitting verification, failure handling, or prevention

What the interviewer is testing

  • Requirements and constraints
  • Architecture and trade-offs
  • Reliability, security, cost, and operations

What a Strong Answer Should Cover

  • Separate model reasoning from tools
  • Least-privilege tool access
  • Argument validation and policy checks
  • Step and cost limits
  • Observability and human escalation

Common Mistakes

  • Jumping to a technology before clarifying the problem
  • Explaining the solution without the reasoning or trade-offs
  • Omitting verification, failure handling, or prevention

Interviewer Follow-ups

  • What tools should the agent never be allowed to call?
  • How do you constrain a runaway workflow?
  • Where should a human approve actions?

Real-World Sample Answer

A strong real-world response should connect requirements to engineering decisions, explain why the chosen approach fits the constraints, and make failure, security, cost, observability, and verification explicit.

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