Your question is Designing an AI Agent for Business Tasks. 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).
How do you design an AI agent to handle real-world business tasks?
Describe a practical machine learning design rather than a purely conceptual chatbot. Explain how the agent would classify incoming requests, select an appropriate tool or workflow, manage uncertainty, and escalate unsafe or ambiguous cases. Cover training data, feature representation, model choice, validation, monitoring, interpretability, and how performance would be measured. No business domain, dataset, scale, or success thresholds are specified, so state the assumptions and questions you would clarify before implementation.