Agent Safety Agents must: Run in sandboxed environments Have guardrails (age limits, content) Have fail-safe mechanisms Guardrails Content filters Action boundaries Human-in-the-loop for sensitive decisions Alignment Agent behavior must be aligned with organizational values. Memory Management Agentic Cost Optimization