The study tracked Copilot's behavior along three dimensions: (source: An Empirical Cybersecurity Evaluation "GitHub Copilot works with a broad set of frameworks and languages, but this technical preview works especially well for Python, JavaScript, TypeScript, Ruby and Go." "OpenAI Codex has broad knowledge of how people use code and is significantly more capable than GPT-3 in code generation, in part, because it was trained on a data set that includes a much larger concentration of public source code," GitHub CEO Nat Friedman said in a June 29 blog post. Codex is an improvement on OpenAI's Generative Pre-trained Transformer 3 (GPT-3) machine language model that uses deep learning to produce human-like text. So it basically acts like a super-charged IntelliCode. GitHub Copilot is described as an " AI pair programmer" whose advanced AI system from OpenAI, called Codex, is trained on high-quality code repos on GitHub, taking into account local project context and other factors in order to suggest code completion for individual lines or whole functions. In multiple scenario testing, some 40 percent of tested projects were found to include security vulnerabilities. Researchers published a scholarly paper looking into security implications of GitHub Copilot, an advanced AI system now being used for code completion in Visual Studio Code and possibly headed for Visual Studio after its current preview period ends.
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