---
title: "The new developer toolchain"
url: https://daily.dev/posts/the-new-developer-toolchain-u77dxnyl1
source_url: https://graphite.dev/blog/the-new-developer-toolchain
type: article
source: "Graphite.dev"
published: 2024-08-09T13:08:44.705Z
updated: 2026-03-15T03:50:44.191Z
tags: ["ai", "code-review", "devtools", "github"]
reading_time: 8
upvotes: 143
comments: 4
language: en
---

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# The new developer toolchain

**[Graphite.dev](https://daily.dev/sources/graphitedev)** · 8 min read · 143 upvotes · 4 comments

## Summary

The post discusses the relevance of Graphite in the era of AI code generation tools like GitHub Copilot and ChatGPT. It argues that AI will make the 'outer loop' of code review, testing, and deployment more critical. With AI-generated code increasing, the need for robust 'outer loop' tools to manage review and deployment workflows is emphasized. The post also explores the limitations and future improvements of AI coding models, stressing the necessity of human oversight in code quality and security.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://graphite.dev/blog/the-new-developer-toolchain>

## Community discussion

Top comments from developers on daily.dev.

**@deseever** · 0 upvotes

> Sounds interesting, Ill give it a try.

**@projignesh** · 0 upvotes

> not so unique

**@oruncandan** · 0 upvotes

> "%52 of ai generated answers to stackoverflow questions has bugs.  "
>
> this simply explains everything right now. i use ai to generate almost everything but in decomposed as possible. this way i able to test individual functionality and fix ai bugs

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---

Tags: [#ai](https://daily.dev/tags/ai), [#code-review](https://daily.dev/tags/code-review), [#devtools](https://daily.dev/tags/devtools), [#github](https://daily.dev/tags/github)

[View this post on daily.dev](https://daily.dev/posts/the-new-developer-toolchain-u77dxnyl1)