LLMs amplify whatever architecture you bring them. Including none.

The ordinary failure mode I keep seeing in "LLM-assisted infrastructure" pet projects is the one a home-lab Zabbix operator sketched recently: the alert that arrives on the way home from work, on a phone, declaring that a port speed on a switch in the lab has changed and this is very-very important.