---

name: ai2ai-privacy-validation description: Enforces AI2AI privacy validation: anonymized data exchange, no personal identifiers, privacy-preserving learning. Use when implementing AI2AI features, validating privacy, or ensuring privacy compliance.

AI2AI Privacy Validation

Core Principle

Complete privacy protection with zero personal data exposure for AI2AI personality learning.

Validation Requirements

Anonymized Data Exchange

• No personal identifiers in AI2AI data
• Anonymized personality dimensions only
• No user IDs, emails, or names
• Privacy validation in place

Privacy-Preserving Learning

• Learning from anonymized data only
• No PII in learning processes
• Privacy filters applied
• Anonymization quality validated

Validation Pattern

Copy/// Validate AI2AI privacy
Future<bool> validateAI2AIPrivacy({
  required PersonalityProfile original,
  required AnonymizedPersonalityData anonymized,
}) async {
  // Check 1: No personal identifiers
  final hasPersonalData = anonymized.fingerprint.contains(
    RegExp(r'user|email|name|id'),
  );
  if (hasPersonalData) {
    developer.log('Privacy violation: Personal data in anonymized data');
    return false;
  }
  
  // Check 2: Only anonymized dimensions
  final hasNonAnonymizedFields = anonymized.anonymizedDimensions.keys
      .any((key) => key.contains('user') || key.contains('email'));
  if (hasNonAnonymizedFields) {
    developer.log('Privacy violation: Non-anonymized fields');
    return false;
  }
  
  // Check 3: Anonymization quality
  final quality = await PrivacyProtection.validateAnonymizationQuality(
    original: original,
    anonymized: anonymized,
  );
  if (quality < 0.95) {
    developer.log('Privacy violation: Low anonymization quality');
    return false;
  }
  
  return true;
}

Privacy Checklist

• No personal identifiers in AI2AI data
• Anonymized personality dimensions only
• Privacy validation before exchange
• Anonymization quality validated
• No PII in learning processes
• Privacy filters applied

Reference

• lib/core/ai/privacy_protection.dart - Privacy protection implementation
• lib/core/services/ai2ai_learning_service.dart - AI2AI learning service