Debugging code with GenAI
By My Ultimate Guide For Everything
| Jan 5, 2026
| generative-ai, software-debugging, large-language-models-llms, ai-in-software-engineering, developer-productivity, code-quality, machine-learning-for-developers
Debugging Code with GenAI: What You Need to Know 1. Introduction: How GenAI Facilitates Writing and Debugging Code Generative Artificial Intelligence (GenAI), particularly large language models (LLMs), has rapidly become embedded in modern software development workflows. What began as tools for autocompleting code snippets or answering programming questions has evolved into full-fledged assistants capable of explaining complex codebases, proposing architectural changes, writing tests, and, increasingly, debugging production-grade systems.
At a high level, GenAI helps developers debug code by: