Coding-Tutor: A Conversational AI Assistant for Learning to Code 192

What is Coding-Tutor?

Coding-Tutor is a conversational AI programming teaching assistant that provides programming guidance for beginners with different knowledge backgrounds, enabling new programmers to get started quickly. Coding-Tutor is not limited to programming teaching; it can also be extended to other subjects and adapted to different teaching scenarios, thereby helping users improve their programming skills and problem-solving abilities.

Main Features of Coding-Tutor:

• Trace-and-Verify (Traver) Workflow: This distinctive feature combines knowledge tracing with turn-by-turn verification, ensuring that learners not only understand the logic of the code during programming but can also practice and verify this knowledge. This means it can guide users through solving problems step by step while verifying whether their understanding is correct, thereby deepening their mastery of programming concepts.

• DICT Evaluation Protocol: Introduces the DICT evaluation protocol, which combines simulating students' learning processes with conducting programming tests to efficiently evaluate the performance of AI tutoring. It then adjusts teaching strategies based on students' learning progress and responses, providing personalized learning paths.

• Supports inference-time scaling, adapting to learners of different levels.

How Coding-Tutor Works

Coding-Tutor uses AI technology to provide real-time tutoring and assessment of students' programming learning. It can deliver customized teaching content and feedback based on students' learning progress and comprehension, thereby improving learning efficiency.

Application Scenarios of Coding-Tutor

• Educational Institutions: As an auxiliary teaching tool, it helps teachers optimize course content and provide personalized guidance based on each student's level.

• Self-Study Programming: Provides 24/7 online tutoring for programming beginners and self-learners, without relying on traditional classrooms or fixed schedules.

• Skill Enhancement: For experienced programmers, it can offer advanced programming techniques, helping them master new technologies and optimize existing code.

• Corporate Training: Companies can use Coding-Tutor to provide customized programming training for their employees.

Advantages of Coding-Tutor

• Personalized Learning: Provides customized teaching content and feedback based on students' learning progress and comprehension.

• Real-Time Tutoring: Uses AI technology to provide real-time tutoring and assessment of students' programming learning.

• Improved Learning Efficiency: Enhances tutoring effectiveness and evaluation performance through the Trace-and-Verify workflow and DICT evaluation protocol.

Coding-Tutor is suitable for programming beginners, helping them quickly grasp the fundamentals of programming, as well as for learners with some existing knowledge, providing advanced programming skill training.

GitHub Repository: https://github.com/iwangjian/Coding-Tutor