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Generating unit tests is a much more tractable problem than generating general-purpose code-in fact, it can be done using simple patterns-but you’ll still have to review and run the generated tests to see whether they make sense. One promising development in this area is that several tools have automatic generation of unit tests. Hundreds of Visual Studio Code extensions in the marketplace promise “code generation” or “AI,” but only a fraction of them actually generate code based on machine learning. Several of these might save you some time while coding, but if you believe their generated code without reviewing, testing, and debugging it, I have a bridge to sell you. The great promise behind Copilot (and other code generators that use machine learning) is that it was designed to improve over time, both by incorporating user feedback and by ingesting new code samples into its training corpus.Īs of May 2023, there are hundreds of “AI” or “code generation” extensions available for Visual Studio Code alone. At the time, Copilot didn’t always generate good, correct, or even running code, but it was still somewhat useful.
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I tested it as a Visual Studio Code extension.
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When I wrote about GitHub Copilot in November 2021, Copilot was one of only a handful of AI code generation technologies available.
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