Home/Tool index

Browser-based · no accounts

Small machines, each exposing one mechanism.

Filter by modality or search the full launch-ready catalog. Every core teaching move works from static files and inline data; no live model is required for the mechanism to be visible.

§ 01 · Full tool index

single-file · browser-based · no accounts
tool index · machine in motion

Pick the mechanism you want to make visible.

Use text tools for prediction and tokens, image tools for pixels and defaults, video tools for drift and coherence, and cross-session tools for evidence and access.

The tool ecosystem

Search by concept, modality, or classroom use. Open a tool, run it locally in the browser, and document what changed.

25 / 25 tools

Second-wave technical layer

The launch catalog focuses on observable browser experiments. A separate roadmap tracks deeper mechanisms the audit flagged: positional encoding, text encoders, VAE compression, temporal attention, forward diffusion, and backpropagation.

Open roadmap →