Beyond Aggregate Risk: Role-Stratified Conformal Risk Control for LLM Tool Calls

Language-model agents act through structured tool calls whose arguments carry different risks. Untrusted content may safely influence an email body but should not determine a recipient, account, command, or credential. Existing statistical methods typically control risk over the entire action, allow...