What If Language Understanding Starts With a Dictionary Instead of a Model?

LLM → pattern matching → guessing → hallucination.

That’s the standard pipeline we accept today.

What if understanding language doesn’t start with prediction… but with structure?

Every modern AI system eventually scales into: