Building an Autonomous Coding Assistant: A LangGraph.js Capstone Guide

Dev.to AI
Generative AI

The dream of autonomous software engineering is no longer science fiction. It's a practical architectural challenge. Instead of asking an AI to "write code," we are now building systems that can perceive a codebase, plan a multi-step implementation, execute terminal commands, and iteratively debug their own work. This is the shift from simple chatbots to true agentic workflows. In this capstone guide, we will dissect the architecture of an autonomous coding assistant.