Specialized Language Models responsible
for putting compliance at the frontier.
Missing Authorization Check
PHI Violation: Agent accessed patient_records without validating request permissions — potential unauthorized access to PHI.
Found in 23% of interactions
Data Access After Deletion
User deletion request at Turn 3 processed, but model continued referencing deleted data in Turn 5-7 responses.
Missed in 12 sessions
Request
Processing & Validation
Output
User Activity
Incorrect Regulation Citation
Model cited outdated data retention policy. Knowledge base shows GDPR Article 17 requires 30-day maximum for this data type.
Affected 18 AI systems
Input
Reasoning
HIPAA §164.502 Violation
Found in 23% of interactions
Response
GDPR Article 33 Non-Compliance
Affected 18 AI systems
User Interaction
CCPA Right to Delete Violation
Missed in 12 sessions
Fig 1: Sprinno Compliance Agent
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