About this pilot

What this is

This site is a self-directed engineering showcase: a working slice of a language-learning product built around real media (songs, subtitles) and adaptive vocabulary practice. It exists to demonstrate system design, full-stack implementation, and product thinking — not to compete with or replace any existing service.

What's inside

• CEFR placement — adaptive placement test with confidence-weighted scoring and level estimates.
• Spotify lessons— connect Spotify, import tracks, analyze lyrics, and generate micro-lessons from words you don't know yet.
• iOS handoff — resume tokens and deep links to continue placement or progress in the native Glite-style app on iPhone.
• Knowledge graph — vocabulary and mastery modeled as a graph for personalized lesson selection.

Not affiliated with Glite

This is an independent project. It is not operated by, endorsed by, or commercially connected to glite.ai. The name and concept draw inspiration from Glite's approach to learning from songs and movies; see their site as reference and inspiration, not as competition.