The problem
AI systems add new attack surfaces, data exposure risks, and cascading failure paths.
Q10 public overview
Security, Privacy & Resilience
Protect data, permissions, secrets, recovery paths, and system boundaries while preserving safe failure.
Q's approach
Q combines pre-model privacy gates, least privilege, containment, recovery, rollback, and auditable control changes.
What this area covers
- Privacy minimization
- Least privilege
- Containment and recovery
- Rollback and kill-switch paths
Human-control boundary
Security controls constrain the system; they do not justify collecting more data than needed.
AI capability ≠ AI authority.
Consequential use stays subject to explicit human governance, evidence, and applicable professional or legal requirements.
More information
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