Your question is Automating Risk Controls with AI. 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).
Walk me through how you would automate a manual risk control process using AI. Explain how you would turn the automation proposal into a controlled online experiment without assuming that faster processing is safe. Address: 1. the hypothesis, primary metric, MDE, and risk guardrails; 2. the randomization unit, sample-size logic, and test duration; 3. the analysis plan, including peeking and sample-ratio checks; and 4. the ship, do-not-ship, or iterate rule. State any planning assumptions explicitly because the prompt does not provide baseline rates, traffic, or a specific risk-control workflow.