Shuffle mode: Why do I hear the same tracks regularly, played in the same order?
Shuffle modes keep an internal reordered list of tracks in your playlist. If you manually start playback from some track that you’ve already played, you’ll get the same tracks played after it as last time. Use the ‘Playback → Random’ menu command to pick a random track in your playlist to resume from.