Update src/core/QuizEngine.py

updated the system input prompt

src/core/QuizEngine.py

@@ -113,19 +113,47 @@ class QuizEngine:
         
         return None
 
-    def construct_question_generation_prompt(self, context_text):
+def construct_question_generation_prompt(self, context_text):
+        """
+        REVISED PROMPT: Few-Shot Pattern Matching.
+        Includes specific examples to guide the model towards 'Board-Style' complexity.
+        """
         return (
             f"Act as a Navy Board Examiner.\n"
             f"Here is a raw text excerpt from Navy documentation:\n"
             f"'''{context_text}'''\n\n"
             f"TASK: Generate a single question based on this text.\n\n"
-            f"RULES:\n"
-            f"1. If the text contains ANY facts (dates, definitions, locations, process steps, responsibilities), you MUST generate a question.\n"
-            f"2. Do not judge the 'quality' of the fact. If the text says 'The NSWC is in Maryland', ask 'Where is the NSWC located?'.\n"
-            f"3. Only output 'UNABLE' if the text is completely meaningless (e.g., a string of page numbers, a blank page, or garbled characters).\n\n"
+            
+            f"EXAMPLES OF DESIRED QUALITY:\n"
+            f"1. [Simple Fact] \n"
+            f"   Text: 'The NSWC is in Maryland.'\n"
+            f"   Good Question: 'Where are the Naval Surface Warfare Centers located?'\n"
+            f"2. [Process/Order]\n"
+            f"   Text: 'There are five acquisition phases.'\n"
+            f"   Good Question: 'What are the five acquisition phases?'\n"
+            f"3. [Scenario/Application]\n"
+            f"   Text: 'A significant Nunn-McCurdy Unit Cost Breach is defined as cost growth of 15% over current baseline or 30% over original baseline.'\n"
+            f"   Good Question: 'What conditions trigger a significant Nunn-McCurdy Unit Cost Breach?'\n\n"
+
+            f"EXAMPLES OF POOR QUALITY (AVOID THIS):\n"
+            f"1. [Lazy/Meta-Reference]\n"
+            f"   Bad Question: 'What does the text say about the budget?'\n"
+            f"   Critique: Do not reference 'the text'. Ask about the subject matter directly.\n"
+            f"2. [Yes/No or True/False]\n"
+            f"   Bad Question: 'Is the budget cycle annual?'\n"
+            f"   Critique: Too easy. Ask 'What is the duration of the budget cycle?' instead.\n"
+            f"3. [Administrative Trivia]\n"
+            f"   Bad Question: 'What document number is listed in the header?'\n"
+            f"   Critique: Irrelevant to professional qualification.\n\n"
+
+            f"STRICT RULES:\n"
+            f"1. You must base your question on a SPECIFIC SENTENCE in the text.\n"
+            f"2. Output the exact quote you used to form the question.\n"
+            f"3. If the text is meaningless or 'Intentionally Left Blank', output 'UNABLE'.\n\n"
+            
             f"OUTPUT FORMAT:\n"
-            f"- If valid: Just the question text.\n"
-            f"- If invalid: The word 'UNABLE'."
+            f"QUESTION: [Your Question]\n"
+            f"QUOTE: [The exact text snippet used]"
         )
     
     def construct_grading_prompt(self, question, answer, context_text):