Effective Integration of Generative AI into Programming Learning Environments

The SEEK portal is the primary learning platform for students in the IITM BS degree program. The portal contains:

  • Learning videos
  • Assignments & resources
  • Practice & graded assignments
  • Programming quizzes

The portal can be described as a learning environment and provides opportunities for self-learning, by enabling learners to learn at their own pace and schedule.

With the rapid advancement of generative AI (GenAI) technologies, there are promising possibilities of effective integration of GenAI into these learning environments. The goal of this term’s software engineering project is to examine ways in which GenAI can be effectively integrated into learning environments such as SEEK. There are various ways in which possible integrations can be done. Here are some examples -

Possible Integrations

Here are some potential ways to integrate GenAI into the SEEK portal:

1. Providing Effective Feedback in Programming Tests

  • Currently, test results only indicate which test cases passed or failed.
  • Can GenAI generate detailed feedback on why a test case failed and suggest improvements?

2. AI Assistance for Solving Programming Problems

  • Can GenAI assist students while they solve coding problems by:
    • Offering code suggestions?
    • Explaining concepts related to the problem?
    • Detecting common mistakes and providing hints?

3. Enhancing Engagement with Learning Content

  • Can GenAI make static content interactive?
    • Summarizing PDFs/documents dynamically.
    • Providing AI-driven Q&A for videos and lecture notes.
    • Converting textual content into interactive chatbots.

The above ideas are just examples—you’re encouraged to explore new and innovative features.

Project Constraints

A full-fledged SEEK clone is not feasible within the project timeline. Instead, you will:

  • Develop a GenAI-enhanced SEEK clone for a single course.
  • Pre-populate the system with learning materials, assignments, quizzes, and resources.

Technology Stack & Tools

You are encouraged to leverage existing tools for efficiency:

  • Code Editor: Use ACE Editor for an embedded programming interface.
  • Online Compiler API: Use APIs to compile and run code online.
  • GenAI Model APIs:
    • Use open-source LLMs like Ollama for AI-driven features.
    • Explore free/open-source AI libraries for chatbot interactions, auto-feedback, etc.