The author isn't wrong that LLMs don't work like an engineer and often fail miserably.

Here's what works however:

Mostly CRUD apps or REST API in Rails, Django or other Microframeworks such as FastAPI etc.

Or with React.

In that too, focus on small components and small steps or else you'll fail to get the results.