Update app.py

app.py

@@ -161,7 +161,29 @@ def generate_question(subject, difficulty, question_type):
         logger.debug(f"Selected topic: {selected_topic}")
         
         difficulty_params = get_difficulty_parameters(difficulty)
-  
+
+        if question_type == "application":
+            application_addition = """
+The application question MUST:
+- Present a real-world scenario or practical problem
+- Require modeling the situation mathematically
+- Connect abstract mathematical concepts to concrete situations
+- Include realistic context and data
+- Require students to:
+    1. Identify relevant mathematical concepts
+    2. Translate the practical problem into mathematical terms
+    3. Solve using appropriate mathematical techniques
+    4. Interpret the results in the context of the original problem
+
+Example contexts might include:
+- Physics applications (motion, forces, work)
+- Engineering scenarios (optimization, rates of change)
+- Economics problems (cost optimization, growth models)
+- Biological systems (population growth, reaction rates)
+- Business applications (profit maximization, inventory management)
+- Social science applications (demographic models, social network analysis)
+- Data science applications (regression, statistical analysis)
+"""
             if difficulty == 5:
                 system_prompt = f"""You are an expert mathematics professor creating a graduate-level exam question.
 STRICT REQUIREMENTS:
@@ -177,6 +199,7 @@ STRICT REQUIREMENTS:
    
    Follow these specific constraints:
    {chr(10).join(f'   - {c}' for c in difficulty_params['constraints'])}
+   {application_addition}
 3. Style Reference:
    Question should be {difficulty_params['example_style']}
 4. The question MUST:
@@ -202,6 +225,7 @@ STRICT REQUIREMENTS:
    {difficulty_params['description'].upper()}
    Follow these specific constraints:
    {chr(10).join(f'   - {c}' for c in difficulty_params['constraints'])}
+   {application_addition}
 3. Style Reference:
    Question should be {difficulty_params['example_style']}
 4. For LaTeX formatting: