openenv.yaml

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