Programmer Humor

That dosen't really translate to neural nets though. There is nothing inherent about matrix multiplication that would make it good at reading code. And also computers aren't reading code they are executing it. The hardware just reads instruction by instruction and performs that instruction it has no idea what the high level purpose of what it is doing actually is.

Half of programming is writing code, the other half is thinking about the problem. As i learn more about programming i feel that it is even more about solving problems.

It's the other way round. Code is being written to fit how a specific machine works. This is what makes Assembly so hard.

Also there is by design no understanding required, a machine doesn't "get" what you are trying to do it just does what is there.

If you want a machine to understand what specific code does and modify that for another machine that is extremely hard because the machine would need to understand the semantics of the operation. It would need to "get" what you were doing which isn't happening.