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The past couple of weeks have been busy. The year has been busy with new events. Of old news, these dealt with the 250th which we started to mention a decade ago. Now, it's on the doorstep. Of current news, the AIn't, as we call it, happened three years ago last month (Nov). That whole trek is worthy of attention under our the TGS, Inc. focus on technology.
Then, there is the future which includes many categories. Some of these are familiar. One of late was research started this year with one of the GenAI/LLM offerings. It was neither ChatGPT nor Gemini which we have used and commented on. We'll get to the specifics. After the spring start, there was some redo in the summer that had to do with common errors associated with the techniques involved.
So, there was a restart. This post is about that (see below). Also, the White House announced their Genesis Mission which is involved with AI (note, I do not use AIn't, in this case) which is a more full look at the software capability. We will go into that more. But, we were happy to see that DOE is driving the thing. One of the first to announce their participation was the INL which is in Idaho. We were there for a few years a while ago.
One writeup of the project noted that 400K scientists and engineers will be involved in making AI what it was and can continue to be, before the sidetrack of machine learning which may have been a necessary event but was poorly managed for several reasons which we'll get to.
For now, looking forward. A recent post by David T. Gardner explains the new approach which we will look into further. In this post -- The Anomaly of the Miles Defuncto (Knight, Deceased) -- see the "Citation & Legal Status Dataset" which is about the use of Zenodo to control access to and use of documents that are made available for information only while a project does its work. Expect this type of thing to become more prevalent. 
For now, we will push handling details of David's project to a later time as we get a better notion of the expected changes what will accrue from the recent decisions. However, we will be reading David's material on a regular basis. The plan is for us to support his work; a bit of groundwork is necessary prior to that work in the sense of preparedness.
The internet started to encourage cooperative work by people at disparate sites and of different organizations. That was a collegial focus. With busyness and profit, people get paranoid about someone stealing their ideas. That is quite rational.
AIn't? It proved the concept by copying and using data from all over without permission and trampling over copywrite rights. That sort of thing will be worked out for a more mature use of AI and computationally-framed data in the future.
Remarks: Modified: 12/02/2025
12/02/2025 --