Most of the times the model takes care of it as first layer. https://
ai.google.dev/gemini-api/doc
s/models/gemini-3.1-flash-live-preview
… Then the second layer is flash extraction for conflict resolution and policy gates. https://
github.com/Shubhamsaboo/a
wesome-llm-apps/blob/main/voice_ai_agents/insurance_claim_live_agent_team/README.md
…
Two-Layer Gemini Agent Architecture for Insurance Claims
By
–