# Change: frontend-mvp

## Why

The backend MVP now exposes the core tutoring loop, but job seekers still need
a web service experience instead of API tooling.

## What Changes

- Serve a web app from the Go backend.
- Add diagnostic practice UI.
- Add learner progress UI.
- Add material ingestion, ontology inspection, and teaching asset prompt UI.

## Impact

- Adds frontend capability requirements.
- Keeps Go backend as the serving boundary for the MVP.
- Does not introduce authentication, persistence, or real image generation.