Transformers: Processing All At Once

The Architecture Revolution

Before 2017: AI read text word-by-word, like you reading a book one word at a time with your eyes closed between words.

After transformers: AI reads the entire text simultaneously, understanding relationships between all words at once.

This parallel processing is why ChatGPT responds in seconds instead of minutes. Transformers made modern AI fast enough to be useful.