Session AwarenessMaintains continuity across the full interaction.

Policy EnforcementApplies deterministic rules before execution.

Privacy ProtectionLimits unnecessary sensitive data exposure.

Prompt ShieldBlocks adversarial instruction overrides.

Context AwarenessReads the request inside session state.

Safety ValidationConfirms output safety before delivery.

Audit Logging

Cost & Rate ControlControls spend, quotas, and throughput.

Fallback & Retry HandlingReroutes automatically under failure.

Response CachingReuses validated responses where appropriate.