A lot of people build toy languages too -- to the point that some become self hosting.

But there are also just an absolute ton of parsers out there to define a grammar and parse the language into an AST (Abstract Syntax Tree).

Once you have an AST then you can build an interpreter that runs the code directly in a JVM, or you can build a compiler that translates AST into LLVM, say.