Begin with classification and draft suggestions, leaving external communication and commitments under human control. A triage label should include enough evidence for a reviewer to challenge it.
Use task-relevant cases with known review criteria, including difficult and ambiguous examples. A set containing only easy success cases hides operational risk.
Treat every field as a data contract with a source, allowed value and review rule. Free-form model text should not silently populate critical commercial fields.
Use the smallest authorized dataset that can answer the evaluation question. Redaction is a process to verify, not a promise that every sensitive detail has disappeared.
Count review, exceptions and maintenance, not only generation time. A model that drafts quickly can still increase total work if corrections are frequent.
Trace the answer back to permitted evidence and identify where the unsupported claim entered. A confidence score or fluent explanation cannot replace a source.
Record the failed task, safe state and responsible reviewer. A fallback must preserve the business process without repeatedly executing a risky action.
Original editorial guidance. Examples are illustrative, not client cases, measured outcomes or promised services.
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