DEMOS
DEMOSMAGPAI
Transparent educational AI lab for making tokens, vectors, training, inference, and agent behavior inspectable.
Project Folder
Native details, independent execution
These records are presented on Vasili and launch executable pages on demo.protepo.com in a new tab.Tokens
Tokenizer Lab
Inspect normalized text, tokens, token IDs, and a compact token table in a browser-based teaching lab.Embeddings
Embedding Lab
Explore sentence embeddings, teaching vectors, and cosine similarity through visible data and comparisons.Training
Vocabulary Training
Watch MAGPAI build a token vocabulary, token IDs, and token vectors from training sentences.Vision
Vision Vocabulary Training
Introduce, group, and prepare visual tokens for a small vision model in a standalone browser demo.Training
Neural Network Training v1
Observe a small neural network training pass with weights, bias, prediction, and loss feedback.Training
Neural Network Training v2
Step through a tiny artificial neural network trainer with a visual training workflow.Vision
Vision Neural Network Training
Trace visual token embeddings as they flow through a small neural network.Agents