TechniquesAdvanced
AI Safety & Guardrails
Implement safety layers and content filtering for production AI systems
2-4 weeks
2-4 people
5 tools
Key Tools
NeMo GuardrailsGuardrails AIOpenAI ModerationAnthropic APILangfuse
Implementation Steps
- 1
Implement input validation and sanitization
- 2
Add OpenAI Moderation for content filtering
- 3
Set up NeMo Guardrails for conversation rails
- 4
Use Guardrails AI for output validation
- 5
Implement PII detection and redaction
- 6
Create audit logs for compliance
- 7
Test with adversarial prompt injection attempts
Expected Outcomes
- Protected against prompt injection
- Content policy enforcement
- Audit trail for compliance
- Reduced risk of harmful outputs
Pro Tips
- Layer multiple safety mechanisms
- Test with red team exercises
- Log all blocked content for review
- Update safety rules based on incidents