> ## Documentation Index
> Fetch the complete documentation index at: https://docs.gourmand.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# How Autocomplete Works in Gobi

> Understand how Gobi's autocomplete works, including timing optimization, context retrieval from your codebase, and filtering to improve AI code suggestions.

## Timing Optimization for Autocomplete

In order to display suggestions quickly, without sending too many requests, we do the following:

* Debouncing: If you are typing quickly, we won't make a request on each keystroke. Instead, we wait until you have finished.
* Caching: If your cursor is in a position that we've already generated a completion for, this completion is reused. For example, if you backspace, we'll be able to immediately show the suggestion you saw before.

## Context Retrieval from Your Codebase

Gobi uses a number of retrieval methods to find relevant snippets from your codebase to include in the prompt.

## Filtering and Post-Processing AI Suggestions

Language models aren't perfect, but can be made much closer by adjusting their output. We do extensive post-processing on responses before displaying a suggestion, including:

* Removing special tokens
* Stopping early when regenerating code to avoid long, irrelevant output
* Fixing indentation for proper formatting
* Occasionally discarding low-quality responses, such as those with excessive repetition

You can learn more about how it works in the [Autocomplete deep dive](/customization/models#autocomplete).

<Info>
  **Looking for AI that predicts your next changes or additions?** Check out
  [Next Edit](/ide-extensions/autocomplete/next-edit), an experimental feature that
  proactively suggests code changes before you even start typing, going beyond
  traditional autocomplete to anticipate entire code modifications.
</Info>
