tutor-service/openspec/changes/frontend-mvp/proposal.md

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.