Not an expert but judging by how the bar rolls forward on the heavier reps, it looks like to get your hips down you’re breaking at the knee which forces your shins forward, try breaking at the hips and shoving your ass back, might help.
Also it looks like you dont tighten up your lats which makes your upper back round and your chest cave under