STAGE 1: INGESTION & LLMS STAGE 2: INTERPRETER STAGE 3: EXECUTION QUERY PAYLOAD TRUSTED OUT UNTRUSTED OUT VERIFIED VIOLATION User Query Privileged LLM Untrusted Data Quarantined LLM Custom Interpreter Tool Gate Error Box