Update app.py

app.py

@@ -141,11 +141,10 @@ OUTPUT 1: Provide a JSON array of questions in the following format:
 
 TASK 2: Based on the student's performance in the graded answer sheet, generate a new **8-question remedial test** following these rules:
 1. 4 remediation items: concepts the student got wrong (2 near-transfer, 2 far-transfer)
-2. 2 retention items: concepts the student got right
+2. 3 retention items: concepts the student got right
 3. 1 synthesis/higher-order item: combines multiple concepts
-4. 1 confidence/metacognition item: student reflects on confidence or explains an answer
 
-OUTPUT 2: Provide a JSON array of the 8 remedial questions with question number, topic, and content.
+OUTPUT 2: Provide a JSON array of the 8 remedial questions with [question number, topic, and content , image and year ]
 """
     
     result = gemini_generate_content(model, prompt_text=prompt)