Transformer Visualization

There is no magic.
Just 7 steps.

Every response GPT generates passes through the same mathematical pipeline: tokenization, embeddings, self-attention, feed-forward networks and more.

No black box. No hand-waving. Type anything below and watch each step run live.

Enter any text to visualize:

✂️

Tokenization

🔢

Embedding

📍

Positional Encoding

👁️

Self-Attention

⚡

Add & Norm

🧠

Feed Forward

🎯

Output

Original architecture, "Attention Is All You Need", Vaswani et al. 2017