# Advanced AI Safety

## We *<mark style="color:purple;">Implement</mark>*...

### AI Advanced Safety Set 1

✅ Inventory data flows → where PII/PHI enters, moves & exits our system\
✅ Data minimization → to remove unnecessary fields before ingestion\
✅ Anonymization/de-id → k-anonymity, l-diversity, differential privacy\
✅ Encrypt everywhere → at rest (AES-256) & in transit (TLS 1.3+)\
✅ Access control → RBAC/ABAC with least privilege\
✅ Audit logging → immutable logs for access and data use\
✅ Data retention policy → retention limits and auto-delete expired records

### AI Advanced Safety Set 2

✅ Dataset audits → demographic balance regularly
\
✅ Bias mitigation → reweighting, augmentation, adversarial debiasing
\
✅ Evaluation across groups → fairness benchmarks and real-user testing
\
✅ Transparency artifacts → publish model cards & dataset sheets

### AI Advanced Safety Set 3

✅ Prompt injection defenses → sanitize/validate user input
\
✅ Model robustness → test against adversarial attacks and data poisoning
\
✅ Rate limits & monitoring → detect model extraction attempts
\
✅ Content filtering → red-team outputs for disallowed or harmful content

### AI Advanced Safety Set 4

✅ Framework alignment → map to NIST AI RMF, EU AI Act, ISO/IEC 42001
\
✅ Continuous monitoring → automate drift detection and error logging
\
✅ Incident response → close data leaks, bias incidents or unsafe outputs
\
✅ Regular external audits → do independent red-teaming and compliance checks
\
✅ User transparency → clear consent forms, data-use disclosures, and opt-outs

{% content-ref url="/pages/UuEKJTHcgkD0c5kkHEeO" %}
[Zero Trust Architecture](/lisaiceland/platform+/subprocessors/zero-trust-architecture.md)
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[Broken mention](broken://pages/3pyPdZKdkLpq8lKbhVhB)
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[Bias Protections](/lisaiceland/smarter-ai-learn-more/ai-safety+/bias-protections.md)
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[Guardrails+](/lisaiceland/smarter-ai-learn-more/ai-safety+/guardrails+.md)
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[Broken mention](broken://pages/UokjanJ0cViDQxsqB1fZ)
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[HIPAA | SOC2 | PCI](/lisaiceland/privacy+/hipaa-or-soc2-or-pci.md)
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[Compliant LLM Gateway](/lisaiceland/platform+/subprocessors/compliant-llm-gateway.md)
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[Compliant Subprocessors](/lisaiceland/platform+/subprocessors/compliant-subprocessors.md)
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[AI Knowledge+](/lisaiceland/platform+/ai-knowledge+.md)
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[Privacy+](/lisaiceland/privacy+.md)
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