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Data Leakage Detection
5.1Beyond Traditional Data BreachesData leakage in AI systems goes beyond traditional data breaches. It includes the model revealing training data, exposing system prompts…5.2Types of Data Leakage5.3Automated Data Leakage Scanner5.4System Prompt Extraction TestingSystem prompt extraction is a common preliminary step for attackers -- once they know the system prompt, they can craft more effective…5.5Cross-Session Context Leak TestingIn multi-user systems, one user's conversation context must never leak into another user's session. This is critical for shared…5.6Continuous Production Monitoring for Data LeakageDeploy the scanner as a production pipeline that monitors live responses:5.7Data Leakage Prevention Checklist- [ ] PII regex scanner runs on every LLM response before returning to user - [ ] System prompt extraction resistance tested with 10+…