Audio Preparation
Built an offline-first preprocessing flow with optional vocal separation so large local libraries could be processed predictably.
CLI Toolkit
lrcforge
Offline-first toolkit that generates timestamped LRC lyrics from local audio libraries at scale.
05 / Alignment
Process & Execution
Transcript Alignment
Combined transcription and alignment stages into a repeatable pipeline that yields timestamped lyric artifacts instead of raw model output.