I wouldn't bet against this. Whether it's Ring attention, Mamba layers or online fine tuning, I assume this technical challenge will get conquered sooner rather

I wouldn't bet against this. Whether it's Ring attention, Mamba layers or online fine tuning, I assume this technical challenge will get conquered sooner rather than later. Gemini are getting good results on needle in a haystack with 1M context length. I suspect the sustainable value will be in providing context that isn't easily accessible as a copy and paste from your hard drive. Whatever that looks like.