You're probably going to say that vacuum pumps are noisy/heavy next. But this doesn't need traditional high-grade vacuum pumps, very low grade will work. And of course it is entirely moot for industrial machines that stand in place.
From what I can tell the trick comes from the pleating to massively increase surface area, giving atmospheric pressure more to work with.
I've been working with robotics (as a hobbyist) my entire life. This is the most exciting thing that I've seen in a while and I'll be building prototype knockoffs all week.
If you want to re-extend one of the muscles QUICK ;)
IMO, the crucial piece of information: how much pneumatic energy is needed per unit force for one of these, compared to that of more naive designs.
They indicate that they've had a 1000x increase, which means that to lift 1kg you only need force to lift 1.001kg instead of 2kg