Transformers Explained Simply

How Transformers Work: A Plain Explanation Let’s revisit transformers and try to figure out how they actually work — as usual, minimal math and no AI-generated filler. The author makes no claims to absolute truth and may occasionally get things slightly wrong. 1. Let’s Start Simple Let’s refresh our memory on how recurrent networks worked — the ones that “loop back to themselves”. Hard not to think of Hegel’s Absolute Spirit, which travels a path of self-alienation only to return to itself — pure Hegelian recurrence. ...

April 21, 2026 · 19 min · Anton Chirikalov