为什么“可执行文件”操作系统是独立的?

I understand that each CPU/architecture has it's own instruction set, therefore a program(binary) written for a specific CPU cannot run on another. But what i don't really understand is why an executable file (binary like .exe for instance) cannot run on Linux but can run on windows even on the very same machine.I understand that each CPU/architecture has it'