const items = $input.all().map((item) => item.json);
const ONE_DAY = 24 * 60 * 60 * 1000;

return items.map((data) => {
  const cls = data.aiClassification.classification;
  let nextReviewAt = null;
  if (cls === 'WAITING_REQUESTER' || cls === 'WAITING_VENDOR') nextReviewAt = data.now + 3 * ONE_DAY;
  else if (cls === 'SCHEDULED' || cls === 'NEEDS_COORDINATION') nextReviewAt = data.now + 2 * ONE_DAY;

  return {
    json: {
      ticket_id: data.ticket.id,
      last_analyzed_at: data.contextChanged ? data.now : (data.memory ? data.memory.last_analyzed_at : data.now),
      last_context_hash: data.contextHash,
      last_meaningful_change_at: data.contextChanged ? data.now : (data.memory ? data.memory.last_meaningful_change_at : data.now),
      ai_classification: cls,
      ai_confidence: data.aiClassification.confidence,
      blocker_type: data.aiClassification.blocker_type,
      waiting_for: data.aiClassification.waiting_for,
      next_action: data.aiClassification.next_action,
      next_review_at: nextReviewAt,
      last_score: data.scoreResult.score,
      last_ai_reason: data.aiClassification.reason,
      updated_at: data.now,
    },
  };
});