Rotary Positional Encoding: Why Position Is a Rotation

An intuitive, visual guide to Rotary Positional Encoding. Why spinning the query and key vectors beats stamping a position number onto them, why a dot product only ever feels the angle between two vectors, and why that hands you relative position for free. The starting point for understanding how LLMs stretch to long context.

May 23, 2026 · 17 min · MdJawad