Concept: Source code
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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

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FLAT uses formal languages to type strings
Using formal languages as type constraints to prevent string-based security vulnerabilities

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

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Retrieval and structural priors improve parameter-efficient code representations
Combining retrieval and code structure to improve how models understand programs


