OpenAI

Automating Code Compliance: AI-Driven Code Style Enforcement for Pull Requests

Automating Code Compliance: AI-Driven Code Style Enforcement for Pull Requests

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Overview

As teams increasingly rely on automation for code quality and compliance, ensuring consistent coding standards can be challenging during the pull request (PR) process. In this article, we explore how to build an AI-powered style enforcement pipeline using modern tools like GPT-4 and CI/CD workflows.

You’ll learn how to:

  • Enforce best practices and team-specific coding guidelines without manual intervention.
  • Integrate automated code reviews into your PR pipelines.
  • Leverage AI to detect style violations, generate actionable reports, and even suggest fixes.

With this in place, you can lower the amount of time code reviews take your engineers, and even have the Pull Request be rejected until the resolutions are addressed and marked as complete.

How It Works

  • We will set up a Pipeline that will be triggered upon a new Pull Request in the repository.
  • If there are modified PowerShell files (ex: .ps1, .psm1, .psd1)
  • Then, import
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Leveraging OpenAI to Enhance Pull Request Management in Azure DevOps

Leveraging OpenAI to Enhance Pull Request Management in Azure DevOps

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Objective

Our goal is to create an automation that significantly enhances the efficiency of our development process. A service hook is triggered when a new Pull Request is created in Azure DevOps, sending a webhook to an Azure Function. This function analyzes the request body, gets all commits in the Pull Request, and sends it to Open AI’s API, which generates a Pull Request message detailing all of the proposed changes from the commits and writes it back to the Azure DevOps Pull Request.

The diagram below gives a high-level overview of how automation works from start to finish.

OpenAI

Generate a new API Key

The first step is to obtain an OpenAI API key to interact with the API. To do so, go to the following website.

Once you have signed in, click + Create new secret key

Give it a descriptive name, and for permissions, in my … Continue...