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:







