Getting started with local AI coding
You can run a coding assistant entirely on your own machine, with your code never leaving it. Here is the lay of the land, and how to get a working setup.
Code assistants, autocomplete, and agentic coding tools that run on your machine.
You can run a coding assistant entirely on your own machine, with your code never leaving it. Here is the lay of the land, and how to get a working setup.
The best local LLM for coding depends on your hardware and how you work. A direct answer by memory tier, from autocomplete to agents, with the model to pull for each.
Agents go beyond autocomplete: they read a codebase, plan, and make changes across files. What they can do locally, how to run them safely, and where they still trip.
Claude Code can run against a model served locally by Ollama instead of a hosted API. Here is how to point it at Ollama, which local models can keep up with agentic coding, and an honest account of what you give up.