An Empirical Study of Proactive Coding Assistants in Real-World Software Development

Lehui Li, Ruixuan Jia, Guo-Ye Yang +1

Large language model (LLM)-based coding assistants have made substantial progress, yet most systems remain reactive, requiring developers to explicitly formulate their needs. Proac…