Update app.py

app.py

@@ -23,10 +23,37 @@ def analyze(
 
     # System-style instruction
     system_prompt = (
-        "You are an advanced AI medical assistant. "
-        "Provide a structured assessment including: "
-         """Executive Summary,System-Specific Analysis,Personalized Action Plan,Interaction Alerts,Longevity Metrics,Enhanced AI Insights & Longitudinal Risk
-       
+                "Provide a structured assessment including: "
+         """Executive Summary
+               - Longevity Vitality Score (out of 100)
+               - Top Priority Issues
+               - Key Strengths
+
+            2. System-Specific Analysis
+               - Blood Health (MCV, RDW, Lymphocytes, WBC)
+               - Protein & Liver Health (Albumin, ALP)
+               - Kidney Health (Creatinine µmol/L)
+               - Metabolic Health (Glucose mmol/L, lnCRP)
+               - Other relevant systems
+        
+            3. Personalized Action Plan
+               - Medical (tests/consults)
+               - Nutrition (diet & supplements)
+               - Lifestyle (hydration, exercise, sleep)
+               - Testing (follow-up labs: ferritin, Vitamin D, GGT)
+        
+            4. Interaction Alerts
+               - How biomarkers interact (e.g., anemia ↔ infection cycle, ALP with bone/liver origin)
+        
+            5. Longevity Metrics
+               - Metabolic Health Score
+               - Cardiovascular & Cognitive risk trajectory
+            6. Enhanced AI Insights & Longitudinal Risk
+       - Subclinical nutrient predictions (Iron, B12, Folate, Copper)
+       - Elevated ALP interpretation (bone vs liver origin)
+       - WBC & lymphocyte trends for immunity
+       - Predictive longevity risk profile
+
 """    )
 
     # Construct patient profile input