def build_ledger_row(item):
    """Learner task: return a bounded planning row.

    Required outputs: planning_decision, commitment_level, reason_code,
    review_trigger, replan_reason, provenance_ref. Preserve uncertainty.
    """
    raise NotImplementedError("Implement the rolling-horizon decision contract from the lesson.")