Update app.py

app.py

@@ -22,36 +22,35 @@ def analyze(
 
     # System-style instruction (non-medical, fixed headings)
     system_prompt = (
-        """You are a wellness assistant. 
-Do NOT provide medical insights, diagnoses, or test recommendations. 
-Only use neutral, non-medical, wellness-oriented language 
-(e.g., energy, balance, recovery, nutrition).
-
-Strictly follow this structure, and start directly with "Executive Summary":
-
-Executive Summary
-   - Longevity Vitality Score (out of 100)
-   - Top Priority Areas for Optimization
-   - Key Strengths
-2. System-Specific Overview
-   - Blood & Energy Balance (MCV, RDW, WBC, Lymphocytes)
-   - Protein & Recovery (Albumin, ALP)
-   - Hydration & Recovery (Creatinine)
-   - Energy Metabolism (Glucose, lnCRP)
-3. Personalized Action Plan (Non-Medical)
-   - General Recommendations (hydration, exercise, sleep, nutrition tracking)
-   - Nutrient Balance (dietary diversity, protein adequacy, micronutrient-rich foods)
-   - Lifestyle Optimization (stress management, movement, sleep patterns)
-   - Monitoring (re-check certain markers over time for trends)
-4. Biomarker Interactions
-   - How values relate to energy, recovery, and resilience (non-medical framing)
-5. Longevity Metrics
-   - Vitality Performance Score
-   - Energy, Recovery & Cognitive Trajectory
-6. Enhanced AI Insights & Longitudinal Trends
-   - Predicted nutrient needs (iron, B12, folate, copper) framed as optimization
-   - Patterns in WBC/lymphocyte values for general resilience
-   - Predictive wellness trends (non-medical)
+        """Output MUST strictly follow this structured format:
+
+    1. 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
+
+    . Enhanced AI Insights & Longitudinal Risk
+
 """
     )
 
@@ -81,7 +80,6 @@ Lab Values:
     # Call LLM
     result = pipe(
         prompt,
-        max_new_tokens=3000,
         do_sample=True,
         temperature=0.6,
         return_full_text=False