Re: Reference Model Draft

The content of Sebastian's Word document is now available in StratML format at https://stratml.us/drybridge/index.htm#SIF2 or, more specifically, https://stratml.us/docs/SIF2.xml
With the assistance of ChatGPT, rendering his "reference model" in StratML format helps me comprehend it.
I'll look forward to learning what may come of his proposed plan.
Owen Amburhttps://www.linkedin.com/in/owenambur/
 

    On Tuesday, July 1, 2025 at 11:20:04 PM EDT, Sebastian Samaruga <ssamarug@gmail.com> wrote:   

 Model Layers: The idea is to enable model representations being equivalent (containing the same data) to be switched back an forth between layers representations to be used for the most appropriate task for the representation.
Index, Naming, Registry Services: Functional APIs MCP Wrappers (servers resources, tools, prompt templates).
Embeddings: FCA Contexts / Lattices. Each ID instance is unique and assigned a prime number ID at creation time. ID embeddings contains the prime numbers of all ID's IDOccurrence occurrence embeddings. IDOccurrence embeddings (those of an ID occurring in a specific context) contains the primes of the reified occurring ID embeddings and those of the occurring ID's context embeddings.
Embeddings similarity: IDs, Occurrences sharing the same primes for their embeddings in a given context. FCA Concept Lattice Clustering.
REFERENCE MODEL LAYER (Aggregation) PACKAGE:
IDOcurrence : ID- id : ID- context : IDOccurrence- embeddingPrimes : long[]
ID- primeID- resource : string- occurrences (order / dimensions)- embeddingPrimes : long[]
GRAPH MODEL LAYER (Alignment) PACKAGE:
Statement : IDOccurrence- subject : IDOccurrence (SubjectKind)- predicate : IDOccurrence (PredicateKind)- object : IDOccurrence (ObjectKind)
Type : ID (Same predicates / attributes sets aggregate)
State : ID (Same Type values sets aggregate)
Kind : IDOccurrence / Statement (Property Graph Annotations)Example: (aSubject, aType, aState) : SubjectKind
Data Statements, Schema (Kinds) Statements.
DOM / ACTOR / ROLE MODEL LAYER (Activation) PACKAGE:
Class : Instance- string / ID- fields : <string, Class>- instances
Instance : IDOccurrence- string / ID- attrs : <string, Instance>- class
Context
Role
Dataflow : Context
Interaction
Actor
Transform : Interaction
Everything is depicted in the last "Implementatîon" section of the attached document 
Regards,Sebastian.