# Design: Frontend MVP

## Approach

Use a dependency-light web app served by the Go backend. The first UI can be
plain HTML/CSS/JavaScript so the repo avoids frontend build tooling until the
interaction model is proven.

## UX Principles

- First screen is the working tutor experience, not a marketing landing page.
- Keep the UI quiet, operational, and focused on repeated practice.
- Show evidence-backed feedback and next actions after each loop.
- Use clear loading, empty, and error states.

## Boundaries

In scope:

- Diagnostic practice.
- Learner memory and readiness display.
- Material ingestion and ontology inspection.
- Teaching asset prompt candidates.

Out of scope:

- Authentication.
- Multi-user persistence.
- Payment/subscription.
- Real provider image generation.