It's an awful demo. For a simple quiz, it repeatedly recomputes the same answers by making 27 calls to LLMs per step instead of caching results. It's as despicable as a live feed of baby seals drowning in crude oil; an almost perfect metaphor for needless, anti-environmental compute waste.