PHI is never written to system logs. Automated PHI exposure prevention runs at the development hook layer, blocking commits that would introduce console output of patient data. Logs use non-PHI identifiers (record IDs, organisation IDs, timestamps) for operational traceability. The result is zero PHI in logs, enforced architecturally rather than by manual review.
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