Mar 31, 2026 position encoding RoPE rotary embeddingsPosition Encodings: How AI Knows Where Words Are (And Why It Breaks at Long Lengths)Transformers have no inherent notion of order. RoPE encodes relative positions via rotation matrices. Here's the full math from sinusoidal to NTK-aware scaling.
