Calm interfaces have fewer things asking for attention. Pick one thing to emphasise and let everything else step back.
Spacing does the work
Generous space groups related things and separates unrelated ones, so you need fewer borders and fewer colours.
Motion with purpose
Animate to show what changed, not to decorate. Keep it short, ease it out, and respect prefers-reduced-motion.