Live demo: drone-detector.sintra.site A note before the technical content: the staggered training protocol described in this article was developed with significant help from Sintra AI. What started as a series of questions about why the naive P1→P2 schedule kept plateauing turned into a structured debugging …

Extract individual streams (audio, video, subtitles) from media files and merge them back together. List Streams in File Show All Streams 1# Detailed stream information 2ffmpeg -i input.mp4 3 4# More detailed (includes codec details) 5ffprobe -i input.mp4 6 7# JSON format (parseable) 8ffprobe -v quiet -print_format …

Audio embeddings convert sound signals (speech, music, environmental sounds) into dense vector representations that capture acoustic and semantic features, enabling similarity search, classification, and retrieval. Core Idea Audio embeddings map audio waveforms or spectrograms to fixed-size vectors in a …