Sculptured docs

Live textbook teams

Dispatch mathematical topics through reusable research, visualization, and review groups.

The Textbook Creator template accepts a general source: notes, a course page, a PDF, local materials, or a rough learning goal. No particular MIT course is required.

Compose the team

These groups are reusable Library blocks. Source references and mathematical/visual verification remain inspectable alongside the outputs.

Dispatch dynamically

The dispatcher chooses a bounded number of tasks. Independent topics can run concurrently on configured workers. Dependent tasks wait for required accepted artifacts; reading order alone does not require serial execution.

Routes may return a visualization for revision or send a missing capability to the engine group. Bounded steps prevent endless retries. Final assembly waits for all required items to be accepted.

Verify rendering honestly

CPU tests and successful builds do not establish correct WebGPU rendering. Inspect the actual browser output; if no adapter is available, record rendering as unverified. Never substitute a reconstructed UI recording for an actual interaction capture.