Finally got around to watching the episode.

So with the scene at the beginning of the episode, it's confirmed that Kumoko is the white girl that killed the previous hero. Demon Lord reminisced about Kumoko and then the scene cut directly to white girl, with a shot of the two of them filling the screen.