Skip to content
Heads up: this guide was last verified on Oct 8, 2026. Free-tier limits change often — re-check the provider's current pricing page before relying on it. Report an outdated limit.
Everyday AI, Done Right
Learning

Learn an Unfamiliar Codebase with Continue and a Local Model

Use an open-source VS Code and JetBrains assistant, backed by a model on your laptop, to understand code you inherited without sending it to a cloud service.

ToolContinue (open-source IDE assistant, Apache-2.0)
Cost$0 — open-source licence (Apache-2.0)
LimitsYour hardware is the limit when run with a local model
Verified8 October 2026

Why this works

Whether you are a new developer or a student, reading someone else's code is a skill. Continue is an open-source extension for VS Code and JetBrains. It can use a local model through Ollama, so your private code stays on your machine.

Step by step

  1. Install ContinueInstall the Continue extension from your editor's marketplace; its repository is open source under Apache-2.0.
  2. Connect a local modelPull a code model with Ollama, then add it in Continue's settings using the provider and model name shown in Continue's documentation.
  3. Ask about one file at a timeSelect a function and ask for a plain-English walkthrough. Smaller selections give more accurate answers.
  4. Trace one pathAsk the model to follow a single request from the entry point to the database call, then verify each step yourself.
  5. Write your own notesKeep a short architecture note in the repository and correct it as you learn.

Copy-paste prompt

Explain the selected code to someone who knows the language but not this project. Cover: what it does, its inputs and outputs, side effects, and any assumptions it makes. Point out anything that looks like a bug, but do not change the code.

CODE:
<selection>

Check your result

  • Each explanation matches what you see when you step through it
  • Suspected bugs are verified with a test, not accepted on trust
  • Your notes are in your own words

Pitfalls to avoid

  • Local models can misread complex control flow; confirm with a debugger.
  • Do not paste secrets or credentials into any model, local or not.

What we checked: Licence and project status were read from the project's GitHub repository on 8 Oct 2026. Install commands and flags change between releases, so follow the project README for the current version. Source: https://github.com/continuedev/continue.