import requests, json

# Test /get-advice with the actual prediction context
context = {
    "prediction": {
        "Hardness": {"median": 94.69, "lower": 91.0, "upper": 97.0},
        "Dissolution_Rate": {"median": 89.40, "lower": 89.3, "upper": 89.5},
        "Friability": {"median": 0.67},
        "Content_Uniformity": {"median": 98.44},
        "Disintegration_Time": {"median": 8.20}
    },
    "carbon": {"current": 62.9, "budget": 12.3}
}

r = requests.post('http://localhost:8000/get-advice', json={"context": context})
print("STATUS:", r.status_code)
d = r.json()
print("ADVICE:")
print(json.dumps(d, indent=2)[:1000])