[vc289]

Not true for the db layer :)

Look into copy on write branching. We built this natively into our AI Data Engineer (https://tryardent.com) so it could make modifications to databases with 0 blast radius pretty much because yes it's impossible to make an LLM 100% safe if it has no proper guard rails preventing destructive actions