To ensure that your forecaat don't fall outside the range of training dataset you can use some tree based model like Random Forest for time series forecasting which averages out the values.
Sorry to burst your bubble, but AI is not going to play any significant role in a child kearning journey. Such a garbage application for those who need concrete knowlede and not some sloppy answers. Uselss application, I would keep a track about when this application fails.
Great analogy all the way through. Also the last 10% takes thre most effort/iteration to get the work done such that you don't spend a lot of time maintaining it later.
An economist exytrpolating tech trends is already a hard sell. And deterministic unreliability is atleast deterministic meaning you can choose to ignore, this is still better than probabilistic AI hubris
I am really surprised that people are comparing dot com with AI. Atleast dot-com era was deterministic, comparatively AI is just a probabalistic unreliable slop