Understanding transformer architectures requires grappling with complex memory mechanisms. Existing explanations are either overly simplistic or too technical.
Create a web-based playground where users can manipulate and visualize memory components in transformers. Include step-by-step exercises with instant feedback.
Monetize through premium content for advanced topics and team licenses for universities. Start with basic attention mechanisms visualization before adding more complex architectures.
The main risk is competing with free academic resources and open-source implementations that already provide some visualization capabilities.