BugLab by Microsoft Research

BugLab is a deep learning model created by Microsoft Research which is designed to help software engineers detect and repair programming bugs without having to use labelled data. The model works by playing a “hide and seek” game, allowing it to search for and fix errors in code. This process requires understanding the code structure as well as interpreting natural language cues that software engineers may have left in code comments, variable names, or other places. For example, the code snippet below can be used to solve an issue in a GitHub open-source project.

Disclaimer: BugLab doesn't use GPT-3

Source: https://www.marktechpost.com/2021/12/17/microsoft-research-introduces-buglab-a-deep-learning-model-to-detect-and-fix-bugs-without-using-labelled-data/