The fork discussed here is not related to the Segwit fork that locked in earlier this week. They will be happening on the same day, however.
One fork will implement Segwit
One fork will split from Bitcoin into a new coin people are already offering $500 for each when it happens.
If you want your new coins AND your Bitcoins, you must be holding your own private wallet keys.