Trying to understand the purpose of using a proxy server.

From my understanding, a proxy is a device that goes between your device and the internet. It can cache webpages so that they can load faster for you when browsing the internet. So a few questions...

1.) How is this any different than temporary internet files on your PC?

2.) How does this benefit you as far as security?

3.) How does a proxy help with anonymity?