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Telemetry including code snippets, as detailed in What data does GitHub Copilot collect?, are used by GitHub, Microsoft, and OpenAI to improve GitHub Copilot and related services and to conduct product and academic research about developers. We will also review new research and learn from feedback we receive to improve GitHub Copilot such that it is usable by a wide range of developers and provides similar quality of service to people with different backgrounds. We are working with experts, including MicrosoftвЂ™s Office of Responsible AI, in an effort to advance GitHub CopilotвЂ™s responsible AI practices. We acknowledge that fairness and inclusivity in code generation systems are important emerging research areas.

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Please feel free to share your feedback on GitHub Copilot accessibility in our feedback forum. Finally, we are conducting internal testing of GitHub CopilotвЂ™s ease of use by developers with disabilities and working to ensure that GitHub Copilot is accessible to all developers. Therefore, non-English speakers might experience a lower quality of service.ДЄdditionally, inexperienced developers may struggle to use GitHub Copilot to effectively generate code, and their lack of experience might inhibit their capability to effectively review and edit suggestions made by GitHub Copilot. Given public sources are predominantly in English, GitHub Copilot will likely work less well in scenarios where natural language prompts provided by the developer are not in English and/or are grammatically incorrect. As the developer, you are always in charge. Like any other code, code suggested by GitHub Copilot should be carefully tested, reviewed, and vetted. For suggested code, certain languages like Python, JavaScript, TypeScript, and Go might perform better compared to other programming languages. When converting comments written in non-English to code, there may be performance disparities when compared to English. And it may suggest old or deprecated uses of libraries and languages. GitHub Copilot can only hold a very limited context, so it may not make use of helpful functions defined elsewhere in your project or even in the same file.

It is designed to generate the best code possible given the context it has access to, but it doesnвЂ™t test the code it suggests so the code may not always work, or even make sense. However, GitHub Copilot does not write perfect code.

We also found that on average more than 27% of developersвЂ™ code files were generated by GitHub Copilot, and in certain languages like Python that goes up to 40%. In a recent evaluation, we found that users accepted on average 26% of all completions shown by GitHub Copilot.

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