Coding knowledge to “Standard Internet” can save years each for billions of learners
I will have to copy this into a text format, and write all the variables in standard units and dimensions. If I had the leisure to spend as much time as this whole team did, I might use sloppy methods and write things in my head or post-it notes or emails. But since I am one person, I use a formal methods of “compiling” the source data in HTML or PDF and then carefully putting the sloppy “data” from the paper in global open form, so anyone using SI units (Standard Internet) will know exactly what numbers go into the computer calculations.
And those poor Large Language Model groups trying to write baby “AIs” they have no subject matter expertise or experience at all. And almost no experience running websites for millions of people. It all the PDFs and now many other document formats with STEMC and domain specific data and structures – were to be reverse engineered, it will be garbage mostly, as it is now. Code to global open standards, and all the search engines can do exact and unambiguous calculations. Those “Large Language Model Wrapper Programs (LWPs as I call them) can use exact calculations with the proper software and often directly tied to the groups and global open collaborations that maintain parts of global knowledge. The LWPs can be forced to learn to how to run things like CASA for ALL things astrophysical and space data related – so a young 11 year old human in a poor school can go online and learn as much as they want about spectroscopy and plasma and know it is the best in the world (or Heliosphere) and not just best in that school or city or county or state or country.