Feature	What’s Included:	What’s Missing:	Observations	Recommendations
Answer Keys	answer keys are included and correct answer are displayed.	N/A	it’s not just implemented to be displayed on the app	it should be implemented
	explanations are displayed alongside as well	N/A	same here	same
Customization/Flexibility
Customization	Users can choose number of questions, file and filetype to upload.	users dont have the ability to edit questions after being uploaded. just options	limited flexibility	implement question editing
Scaffolding
		No hints or step by step guidance	missing support for struggling users. maybe like	add scaffolding to guide learners

Tasks	Steps	Expected Outcome
Input Handling	Test various file types and URLs.	Graceful error handling, proper warnings for invalid inputs.
Prompt Content	Review and validate the input prompt structure.	doesnt have clear instructions and topic isnt displayed
Question Generation	Generate multiple sets and check for repetition or near-duplicates.	no repetitions for general text questions but for math(Linear algebra)
Output Validation	Ensure all required fields (question, choices, answer, explanation) are present and valid.	Question choices are present and valid but answer, explanations arent
Error Testing	Intentionally trigger errors and inspect logs.

Feature	Pass/Fail	Details	Recommendations
Input Handling	Pass	Handles empty and invalid files gracefully.	None
Prompt Clarity	Fail	Prompts lack clear instructions for explanations.	Add instructions for generating explanations and topic should be included
Repetition Prevention	Fail	No repeated questions found for general text questions but for math(Linear algebra) and this happens when questions are more than 5	find a way to generate unique questions for math questions
Output Schema	Fail	MCQs have answers key and explanation	MCQs answer key and explanation should be implemented
Error Logs	Pass	Logs provide sufficient information for debugging.	None.

Step By Step Guide on what i did so far:

Tests Performed:
- Uploaded valid and invalid files (PDFs, Google Docs, empty files, and malformed URLs).
- Observed how the application processed these files.
Findings:
- The app successfully processed valid PDF and Google Doc files.
- Failed to handle empty files gracefully; no warning or error message was displayed.
- Malformed URLs caused the app to freeze, with no clear error message.
Recommendation:
- Implement input validation to detect empty files or malformed URLs before processing.
- Display user-friendly error messages for invalid or missing inputs.

Tests Performed:
- Entered prompts with instructions to generate unique, well-structured MCQs.
- Reviewed generated questions for uniqueness and structural accuracy.
Findings:
- Repeated or near-duplicate questions were observed within the same generation.
- Prompts successfully generated MCQs but lacked detailed explanations in some cases.
Recommendation:
- Add a history buffer or hashing mechanism to track previously generated questions and avoid duplicates.
- Enhance prompt structuring to ensure all generated MCQs include explanations.

Tests Performed:
- Reviewed generated MCQs to ensure they included:
  - A question.
  - Four unique answer choices.
  - One correct answer and a detailed explanation.
Findings:
- Some MCQs had incomplete fields, such as missing explanations or duplicate answer choices.
- Most sets adhered to the four-answer schema, but a few deviations were noted.
Recommendation:
- Implement stricter validation to ensure all MCQs meet the schema requirements.
- Add automated checks to ensure each MCQ includes an explanation.