Interactive instruments

Visual Labs

Compact tools for inspecting the mechanics behind agentic systems.

Softmax, attention, loss, search, and reliability, each lab turns a core idea into something you can adjust and reason about, the same geometry that shows up when building and scaling production agents.

dx/dt = −∇f

Model Mechanics

Softmax

Explore how logits become a probability distribution.

Optimization

Gradient Descent

Visualize how optimization moves across an objective surface.

Representation

Tokenization Embedding

Inspect how text is broken into tokens and embedded for models.

Transformers

Attention

See how transformer attention links tokens through query-key-value structure.

Reliability

Out of Distribution

Explore model behavior outside the shape of training data.

Search

Monte Carlo Tree Search

Step through how search trees are expanded, simulated, and scored.

Evaluation

Cross Entropy Loss

Compare loss behavior as predicted probabilities change.