# 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
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✅ Bias mitigation → reweighting, augmentation, adversarial debiasing
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✅ Evaluation across groups → fairness benchmarks and real-user testing
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✅ Transparency artifacts → publish model cards & dataset sheets

### AI Advanced Safety Set 3

✅ Prompt injection defenses → sanitize/validate user input
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✅ Model robustness → test against adversarial attacks and data poisoning
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✅ Rate limits & monitoring → detect model extraction attempts
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✅ 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
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✅ Continuous monitoring → automate drift detection and error logging
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✅ Incident response → close data leaks, bias incidents or unsafe outputs
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✅ Regular external audits → do independent red-teaming and compliance checks
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✅ User transparency → clear consent forms, data-use disclosures, and opt-outs

{% content-ref url="../../platform+/subprocessors/zero-trust-architecture" %}
[zero-trust-architecture](https://docs.lisaiceland.com/platform+/subprocessors/zero-trust-architecture)
{% endcontent-ref %}

{% content-ref url="broken-reference" %}
[Broken link](https://docs.lisaiceland.com/smarter-ai-learn-more/ai-safety+/broken-reference)
{% endcontent-ref %}

{% content-ref url="bias-protections" %}
[bias-protections](https://docs.lisaiceland.com/smarter-ai-learn-more/ai-safety+/bias-protections)
{% endcontent-ref %}

{% content-ref url="guardrails+" %}
[guardrails+](https://docs.lisaiceland.com/smarter-ai-learn-more/ai-safety+/guardrails+)
{% endcontent-ref %}

{% content-ref url="broken-reference" %}
[Broken link](https://docs.lisaiceland.com/smarter-ai-learn-more/ai-safety+/broken-reference)
{% endcontent-ref %}

{% content-ref url="../../privacy+/hipaa-or-soc2-or-pci" %}
[hipaa-or-soc2-or-pci](https://docs.lisaiceland.com/privacy+/hipaa-or-soc2-or-pci)
{% endcontent-ref %}

{% content-ref url="../../platform+/subprocessors/compliant-llm-gateway" %}
[compliant-llm-gateway](https://docs.lisaiceland.com/platform+/subprocessors/compliant-llm-gateway)
{% endcontent-ref %}

{% content-ref url="../../platform+/subprocessors/compliant-subprocessors" %}
[compliant-subprocessors](https://docs.lisaiceland.com/platform+/subprocessors/compliant-subprocessors)
{% endcontent-ref %}

{% content-ref url="../../platform+/ai-knowledge+" %}
[ai-knowledge+](https://docs.lisaiceland.com/platform+/ai-knowledge+)
{% endcontent-ref %}

{% content-ref url="../../privacy+" %}
[privacy+](https://docs.lisaiceland.com/privacy+)
{% endcontent-ref %}