AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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LAMDA: Leveraging Large Language Models for Better API Misuse Detection via Multi-Agent Collaboration
Modern software development heavily relies on reusing third-party and internal Application Programming Interfaces (APIs). However, API misuses occur frequently, leading to program crashes, security vulnerabilities, and other unexpected behaviors. To detect API misuse, many existing approaches mine API usage patterns fr...
MOCA: A Hierarchical Semantic-Enhanced Code Edit Framework for Multilingual Code Co-Evolution
Multilingual code co-evolution aims to propagate code edits across programming languages while preserving functional consistency, yet the task remains challenging in real-world repositories. Our motivating examples reveal two key challenges: (1) Existing models fail to infer the rationale behind source edits and may om...