It seems to be caching game assets. After loading the game once (which took a while), the subsequent loading times were dramatically reduced. Though this is purely based off of quickly opening and closing the website, so I can't completely verify anything.
The browser already caches most things, and caching binary assets (like graphics) in localStorage would require base64 conversion, adding 30% of bloat to data size, not to mention computational overhead.
