Your sentence → AI response

The Sentence-to-Response Chain

You type a sentence. The AI returns an answer. Here is every step in between — 19 stages, one concept at a time.

A sentence is split into tokens, mapped to IDs and embeddings, then token representations gather context through attention. A stack of Transformer blocks produces representations used to predict next-token scores. Generation selects a token and repeats the process; post-training can improve instruction following —

and a surrounding product system can turn the model into an AI assistant.

Not magic: learned parameters, computation, and a token-by-token generation loop.