This.
You may as well buy a shooter game starter pack or whatever that can save you >1year of coding, no llm needed.
Code is not a hard part.
Making mechanics fun and good assets is what is hard and takes forever.
Sure you can use llm to write a generic game, but its easier to find same game on github and just use that code, why would you write it again with llm.