Do I need to know how to code to play?

No. thebotslam is made for first-time coders as much as for experienced programmers. The Tutorial walks you through writing your first robot's brain in Python, a few lines at a time, with no experience needed. If you'd rather not type code at all, you can start with Blocks, which you drag together like Scratch.