I think the main problem with this statement is that different facets of an entity are abstracted at different rates.

AI abstracts effort and cognitive load away from code at a heafty rate, but it doesn’t abstract liability away from code at all.

My business is paid to produce artefacts for which it has liability in the case of error, so we need to do additional work to mitigate and eliminate the liability risk introduced with language models. So far I’ve not found a better way to do that than a plan/act/assert type approach on every feature.

What a very useful definition.

You’re being too abstract ;)