The description does not read as if the person who had an LLM make this for them knows too much about robotics. That makes it really hard to trust the project, you don't get away with as many inefficiencies in design and code quality on limited hardware with real-time requirements. Which could still be fine for prototyping, but in the description it explicitly says it's meant for quick production ready systems.
Sounds like a nightmare combination to me, or for whoever the trageted "prosumers" are.