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1c423d3 e72cd90 1c423d3 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 | """
FastAPI Application for Insurance Claims Environment
This is the server entrypoint that creates the FastAPI app
and exposes the environment via HTTP/WebSocket.
"""
from openenv.core.env_server import create_fastapi_app
# Support both package import and direct import (for HF Spaces)
try:
from ..models import ClaimsAction, ClaimsObservation
from .claims_environment import ClaimsEnvironment
except ImportError:
from models import ClaimsAction, ClaimsObservation
from server.claims_environment import ClaimsEnvironment
# Create FastAPI app using OpenEnv helper
# Note: Pass the CLASS, not an instance (OpenEnv creates instances per session)
app = create_fastapi_app(ClaimsEnvironment, ClaimsAction, ClaimsObservation)
# Add custom endpoints for environment info
@app.get("/info")
async def get_info():
"""Return environment information."""
return {
"name": "Insurance Claims Processing Environment",
"version": "1.0.0",
"description": "RL environment for training LLMs to process insurance claims",
"problem_statement": "3.1 - Professional Tasks (World Modeling)",
"partner_theme": "Scaler AI Labs - Enterprise Workflows",
"valid_actions": ClaimsEnvironment.VALID_ACTIONS,
"action_costs": ClaimsEnvironment.ACTION_TIME_COSTS,
"reward_structure": {
"correct_decision": "+10",
"wrong_decision": "-5",
"fraud_caught": "+5",
"fraud_missed": "-10",
"query_cost": "-0.1 to -0.5",
"efficiency_bonus": "+1 (if <= 4 steps)",
"efficiency_penalty": "-0.2 per step over 8",
},
}
@app.get("/scenarios")
async def get_scenarios():
"""Return list of available scenarios (for debugging)."""
try:
from .mock_systems import CLAIM_SCENARIOS
except ImportError:
from server.mock_systems import CLAIM_SCENARIOS
return {
"total_scenarios": len(CLAIM_SCENARIOS),
"scenarios": [
{
"claim_id": s.claim_id,
"claim_type": s.claim_type,
"complexity": s.complexity,
"amount": s.claim_amount,
}
for s in CLAIM_SCENARIOS
],
}
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