Historically I've tended to do visual novels, but from time to time I get directed to roguelike stuff.

Also this might seem silly, but are participants still able to continue developing after the event is over?

Welcome to the 7DRL Challenge.

Roguelikes with visual novels elements are welcome.

Yes, you can continue dev after the challenge, however the idea is that your submission is a complete game on its own.