An Explainable AI Assistant for Introductory Programming Education: Improving Feedback Reliability with Instructor-AI Collaboration

📰 ArXiv cs.AI

Learn how to leverage AI assistants to improve feedback reliability in introductory programming education through instructor-AI collaboration, enhancing student learning outcomes

intermediate Published 12 Jun 2026
Action Steps
  1. Build an AI assistant using large language models to provide feedback on programming assignments
  2. Configure the AI model to collaborate with instructors and provide explainable feedback
  3. Test the AI assistant with a pilot group of students to evaluate its effectiveness
  4. Apply instructor feedback to fine-tune the AI model and improve its reliability
  5. Run experiments to compare the learning outcomes of students using the AI assistant with those who do not
Who Needs to Know This

Educators and instructors can benefit from AI assistants to provide timely and personalized feedback to students, while AI engineers can develop and fine-tune these models to improve their effectiveness

Key Insight

💡 Instructor-AI collaboration can enhance the explainability and effectiveness of AI-generated feedback, leading to better student learning outcomes

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🤖 AI assistants can improve feedback reliability in programming education! 💻

Key Takeaways

Learn how to leverage AI assistants to improve feedback reliability in introductory programming education through instructor-AI collaboration, enhancing student learning outcomes

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