Most developers are learning AI engineering backwards.

They start with frameworks. LangChain, LlamaIndex, Hugging Face Transformers—complex abstractions built on concepts they don't understand. They copy-paste examples from documentation, tweak parameters until something works, and call themselves AI engineers.

Then production breaks. A user...