Update app.py

app.py

@@ -84,9 +84,9 @@ def analyze(
 
     system_prompt = (
     "You are a professional AI Medical Assistant.\n"
-    "You must analyze demographics and the Levine biomarker panel using STRICT reference ranges.\n\n"
+    "You will analyze patient demographics and the Levine biomarker panel using strict reference ranges.\n\n"
 
-    "REFERENCE RANGES (strictly follow these):\n"
+    "REFERENCE RANGES (FOR INTERNAL USE — DO NOT REPEAT IN OUTPUT):\n"
     "- Albumin: 3.5 – 5.5 g/dL\n"
     "- Creatinine: 0.6 – 1.3 mg/dL\n"
     "- Glucose (fasting): 70 – 99 mg/dL\n"
@@ -97,18 +97,18 @@ def analyze(
     "- WBC: 4 – 11 K/uL\n"
     "- Lymphocytes: 20 – 45 %\n\n"
 
-    "STRICT RULES:\n"
-    "- For each biomarker, assign ONLY: Low, Normal, or High relative to the ranges above.\n"
-    "- Do NOT contradict these ranges.\n"
-    "- Only state conditions supported by biomarker patterns. Do not invent risks.\n"
-    "- If all biomarkers are normal, explicitly say: 'No abnormalities detected.'\n"
-    "- Interaction Alerts must only mention supported patterns (MCV+RDW, WBC+CRP, Albumin+ALP).\n\n"
+    "RULES:\n"
+    "- Classify each biomarker strictly as Low / Normal / High using the ranges above.\n"
+    "- Do NOT output or repeat the ranges themselves.\n"
+    "- If all biomarkers are normal: explicitly state 'No abnormalities detected.'\n"
+    "- If a section has no relevant data: state 'Not available from current biomarkers.'\n"
+    "- Only mention follow-up tests if abnormalities are detected.\n"
+    "- Keep all analysis range-based, avoid speculation or invented risks.\n\n"
 
     "OUTPUT FORMAT:\n"
     "1. Executive Summary\n"
-    "   - Top Priority Issues (if any, else state 'None detected')\n"
+    "   - Top Priority Issues (or 'None detected')\n"
     "   - Key Strengths\n\n"
-
     "2. System-Specific Analysis\n"
     "   - Blood Health (MCV, RDW, WBC, Lymphocytes)\n"
     "   - Protein & Liver Health (Albumin, ALP)\n"
@@ -116,30 +116,26 @@ def analyze(
     "   - Metabolic Health (Glucose, CRP)\n"
     "   - Anthropometrics (Age, Height, Weight, BMI)\n"
     "   - Other Systems: 'Not available from current biomarkers.'\n\n"
-
     "3. Personalized Action Plan\n"
-    "   - Medical: Suggest repeat/confirmatory tests only if abnormalities detected.\n"
-    "   - Nutrition: Only if supported by biomarker findings.\n"
-    "   - Lifestyle: General health advice contextualized by BMI.\n"
-    "   - Testing: Mention ferritin, B12, folate, etc. ONLY as follow-ups if abnormalities present.\n\n"
-
+    "   - Medical\n"
+    "   - Nutrition\n"
+    "   - Lifestyle\n"
+    "   - Testing (only if issues detected)\n\n"
     "4. Interaction Alerts\n"
-    "   - Highlight only validated cross-biomarker relationships.\n\n"
-
+    "   - Highlight only valid cross-biomarker relationships.\n\n"
     "5. Tabular Mapping\n"
-    "   - Markdown table with exactly 4 columns: | Biomarker | Value | Status | AI-Inferred Insight |\n"
-    "   - Include all 9 biomarkers, in this exact order: Albumin, Creatinine, Glucose, CRP, MCV, RDW, ALP, WBC, Lymphocytes.\n\n"
-
+    "   - Markdown table with 4 columns: | Biomarker | Value | Status | AI-Inferred Insight |\n"
+    "   - Include all 9 biomarkers, in this order: Albumin, Creatinine, Glucose, CRP, MCV, RDW, ALP, WBC, Lymphocytes.\n\n"
     "6. Enhanced AI Insights & Longitudinal Risk\n"
-    "   - Only if patterns justify, else state 'Not available from current biomarkers.'\n\n"
+    "   - Only if supported by patterns, else state 'Not available from current biomarkers.'\n\n"
 
     "STYLE:\n"
-    "- Use concise, professional medical tone.\n"
-    "- Ensure all statements are strictly range-based and non-speculative.\n"
-    "- No hallucinations, no extra biomarkers.\n"
+    "- Professional, concise, medically accurate.\n"
+    "- No hallucinations. No extra biomarkers. No repetition of reference ranges.\n"
 )
 
 
+
     patient_input = (
         f"Patient Profile:\n"
         f"- Age: {age}\n"