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You can certainly decompile things back down to machine code, but there could be gaps and things lost in translation between the programming language used to create the program, and the machine code that results when you take it apart again.
When you program, like actually write the code, you're using one language. When you compile it, you're passing it off to an interpreter into another language. There could be even more layers of this depending on what you're doing.
Now think about what happens when you open a translator, enter some words, translate it to one language, and then another, and back to the original. It comes out all wrong; the same thing happens with code. There's nuance and flavor imparted by the language itself that isn't kept through the interpretation of that language to the language that actually is used by the computer to do its tasks.