I have two concerns when people tell me they're using this stuff like a search engine:
1. How expensive are these to operate when compared to search engines? If search engines are about as good at information retrieval, but are much cheaper, what does that mean for the future of these services?
2. How good are these systems actually when compared to search engines? I get that for things like code, you can immediately verify results through testing, but GPT was trained on what looks good to humans thanks to HFRL, not necessarily for correctness.
I really wonder what's going to happen with this comparison in the near future. I think there's two possibilities:
1. Running inference on models and keeping the models relevant by introducing new data remains extremely expensive and companies like OpenAI operate at massive losses. Eventually this leads to their products getting worse.
2. Models get cheaper to run and efficient enough to run on mobile hardware without losing much fidelity. OpenAI still might be in trouble in this scenario if "open source" models like Llama2 get popular.