Concept: Source code
AI-Powered Code Helper for Intelligent Code Analysis, Debugging, and Multi-Language Execution
Intelligent system combines code execution with AI explanations to help programmers debug and learn

FLAT: Formal Languages as Types
Using formal languages as type constraints to prevent string-based security vulnerabilities

CodeVoyager: Integrating Interactive Visual Aids with LLMs for Code Comprehension
Combining AI explanations with interactive diagrams to make unfamiliar code easier to understand

Enhancing Parameter-Efficient Code Representations with Retrieval and Structural Priors
Combining retrieval and code structure to improve how models understand programs






