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Aider is a command line tool that lets you pair program with GPT-3.5/GPT-4,
to edit code stored in your local git repository.
You can start a new project or work with an existing repo.
Aider makes sure edits from GPT are
[committed to git](https://aider.chat/docs/faq.html#how-does-aider-use-git)
Aider will directly edit the code in your local source files,
and [git commit the changes](https://aider.chat/docs/faq.html#how-does-aider-use-git)
with sensible commit messages.
You can start a new project or work with an existing git repo.
Aider is unique in that it lets you ask for changes to [pre-existing, larger codebases](https://aider.chat/docs/repomap.html).
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_posts/2023-05-25-ctags.md Symbolic link
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../docs/ctags.md

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../docs/benchmarks.md

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../docs/repomap.md

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../docs/unified-diffs.md

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../docs/benchmarks-0125.md

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# Lazy coding benchmark for gpt-4-0125-preview
---
title: The January GPT-4 Turbo is lazier than the last version
excerpt: The new `gpt-4-0125-preview` model is quantiatively lazier at coding than previous GPT-4 versions, according to a new "laziness" benchmark.
---
# The January GPT-4 Turbo is lazier than the last version
[![benchmark results](/assets/benchmarks-0125.svg)](https://aider.chat/assets/benchmarks-0125.svg)

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title: Code editing benchmarks for OpenAI's "1106" models
excerpt: A quantitative comparison of the code editing capabilities of GPT-3.5 and GPT-4 versions that were released in Nov 2023.
excerpt: A quantitative comparison of the code editing capabilities of the new GPT-3.5 and GPT-4 versions that were released in Nov 2023.
---
# Code editing benchmarks for OpenAI's "1106" models

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title: GPT code editing benchmarks
excerpt: Benchmarking GPT-3.5 and GPT-4 code editing skill using a new code editing benchmark suite based on the Exercism python exercises.
---
# GPT code editing benchmarks
[![benchmark results](/assets/benchmarks.svg)](https://aider.chat/assets/benchmarks.svg)

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title: Improving GPT-4's codebase understanding with ctags
excerpt: Using ctags to build a "repository map" to increase GPT-4's ability to understand a large code base.
---
# Improving GPT-4's codebase understanding with ctags
![robot flowchat](/assets/robot-flowchart.png)

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---
title: Building a better repository map with tree sitter
excerpt: Tree-sitter allows aider to build a repo map that better summarizes large code bases.
---
# Building a better repository map with tree sitter
![robot flowchat](/assets/robot-ast.png)

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title: ed diffs make GPT-4 Turbo less lazy
excerpt: GPT-4 Turbo has a problem with lazy coding, which can be signiciantly improved by asking for code changes formatted as unified diffs.
---
# Unified diffs make GPT-4 Turbo less lazy
![robot flowchart](/assets/benchmarks-udiff.svg)