Turing's parrot Part 1 - Foundations

The single most important mental model to understand LLMs is &ldquo;A Stochastic Parrot &rdquo;. An LLM is a probabilistic next‑token prediction engine . It does not know, understand, reason, or think. It computes conditional probabilities over token sequences.