Your question is LLM Agents vs API Calls. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
What are LLM agents vs simple API calls? Explain the agent loop and stopping conditions.
Asked in the Technical stage. Discuss the distinction between a one-shot model invocation and an iterative system that observes state, selects tools, executes actions, and continues until a termination condition is met. Address practical implementation choices, safety, reliability, and evaluation.