Re: Knowledge representation for AI using domains or a universe of discourse

To help me make sense of this, I prompted ChatGPT to render a plan in StratML Part 2 format, which is now available at https://stratml.us/drybridge/index.htm#EARP or, more specifically, https://stratml.us/docs/EARP.xml
Owen Amburhttps://www.linkedin.com/in/owenambur/
 

    On Tuesday, June 24, 2025 at 10:48:45 PM EDT, Paola Di Maio <paola.dimaio@gmail.com> wrote:   

 Thank you MiltonLet us know how you propose to advance this suggestionPDM
On Wed, Jun 25, 2025 at 6:27 AM Milton Ponson <rwiciamsd@gmail.com> wrote:

Dear all,
We have reached the point in time where we must start to generalize the basis of knowledge representation for artificial intelligence.
In order to do so we must find (a) common denominator(s) for the different types of knowledge.
Assuming that the knowledge is digitized we can use the concept of the universe of discourse or more specifically domains of discourse.
These concepts lend themselves for use of set theory, type theory etc. and allow modeling and constructibility of consistent logical frameworks.
And they also allow the use of (hyper)graphs, algebraic geometry, category theory etc. to allow knowledge representation in ways that can be captured for data (structure) creation, data analysis and machine learning.
In addition we can use classification systems to uniquely identify domains of discourse as librarians do and as mathematicians do as well with the Mathematics Subject Classification. 
This can lead to a much more efficient use of datasets, the use of which can be negotiated with the respective owners, avoiding the current intellectual property and data rights, data and knowledge sovereignty debates.
The indiscriminate use of scraping and unlimited production of internet content by artificial intelligence is contaminating available data.
After having examined the current use of artificial intelligence for solving sustainable development problems, both at global, regional and local levels, the use of (open) curated and/or standardized datasets is the only way to go.
This requires the use of a universe of discourse and more specifically domains of discourse.

Milton PonsonRainbow Warriors Core FoundationCIAMSD Institute-ICT4D Program+2977459312PO Box 1154, OranjestadAruba, Dutch Caribbean