name: synth_audit_env title: "SynthAudit.Env — Multi-Agent Clinical AI Oversight" description: > A multi-agent OpenEnv environment for training oversight agents to monitor, audit, and correct medical AI decisions. The Actor agent proposes clinical diagnoses; the Oversight agent catches errors, hallucinations, and bias blind spots using SHAP analysis. version: "1.0.0" theme: "Multi-Agent Interactions — Fleet AI: Scalable Oversight" author: "Sumit Saraswat" server: dockerfile: server/Dockerfile port: 8000 models: action: models.SynthAuditAction observation: models.SynthAuditObservation state: models.SynthAuditState tasks: oversight_easy: description: "Easy oversight — catch obvious age violations" difficulty: easy max_steps: 25 oversight_medium: description: "Medium oversight — catch age, temporal, and window errors" difficulty: medium max_steps: 40 oversight_hard: description: "Hard oversight — catch subtle comorbidity overrides and bias" difficulty: hard max_steps: 55