sunglasses bottled water spandex gym Nicole Richie jacket studio city

Nicole Richie works out and rocks out, apparently!

The starlet left one of her favorite places -- the gym -- on Tuesday in a studded leather jacket. Call us crazy, but we don't think sweat and leather mix!

But, Nicole did stay hydrated with a green smoothie. Yum!