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How would one differentiate unit tests from static tests, since they operate on a granular level?

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Static testing is usually done automatically, directly inside the IDE, when you use static typed languages like Typescript or Java.

Unit testing is about tests that you write yourself, for atomic *units* of code, like functions or small components.

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