Update app.py

app.py

@@ -20,12 +20,11 @@ def analyze(
     except Exception:
         bmi = "N/A"
 
-    # System-style instruction (non-medical, fixed headings)
+    # System-style instruction (cleaned: no estimates, no longevity scores)
     system_prompt = (
         """Output MUST strictly follow this structured format:
 
     1. Executive Summary
-       - Longevity Vitality Score (out of 100)
        - Top Priority Issues
        - Key Strengths
 
@@ -33,7 +32,7 @@ def analyze(
        - Blood Health (MCV, RDW, Lymphocytes, WBC)
        - Protein & Liver Health (Albumin, ALP)
        - Kidney Health (Creatinine µmol/L)
-       - Metabolic Health (Glucose mmol/L, lnCRP)
+       - Metabolic Health (Glucose mmol/L, CRP)
        - Other relevant systems
 
     3. Personalized Action Plan
@@ -44,13 +43,6 @@ def analyze(
 
     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
-
 """
     )
 
@@ -80,7 +72,7 @@ Lab Values:
     # Call LLM
     result = pipe(
         prompt,
-        max_new_tokens=5000,
+        max_new_tokens=1000,
         do_sample=True,
         temperature=0.3,
         top_p=0.9,
@@ -95,6 +87,7 @@ Lab Values:
 
     return output_text
 
+
 # Build Gradio UI
 with gr.Blocks() as demo:
     gr.Markdown("## 🧪 Wellness Insights AI — Enter Profile Data")
@@ -127,7 +120,7 @@ with gr.Blocks() as demo:
         alp = gr.Number(label="Alkaline Phosphatase (U/L)")
 
     analyze_btn = gr.Button("🔎 Analyze")
-    output = gr.Textbox(label="AI Wellness Assessment", lines=12)
+    output = gr.Textbox(label="AI Lab Report (No Predictions)", lines=12)
 
     analyze_btn.click(
         fn=analyze,