<div dir="auto"><div>Application Functional Description and Reference Models ongoing drafts updated (models).</div><div dir="auto"><br></div><div dir="auto">Feedback appreciated (on using existing technologies / frameworks and not reinventing the wheel above all)!</div><div dir="auto"><br></div><div dir="auto">Best,</div><div dir="auto"><div dir="auto">Sebastián.</div><br><br><div class="gmail_quote" dir="auto"><div dir="ltr" class="gmail_attr">On Wed, Jul 2, 2025, 6:00 PM Owen Ambur <<a href="mailto:owen.ambur@verizon.net">owen.ambur@verizon.net</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"><div><div style="font-family:Arial,Helvetica,sans-serif;font-size:16px"><div><div dir="ltr">The content of Sebastian's Word document is now available in StratML format at <a href="https://stratml.us/drybridge/index.htm#SIF2" rel="nofollow noreferrer" style="letter-spacing:-0.02em" target="_blank">https://stratml.us/drybridge/index.htm#SIF2</a> or, more specifically, <a href="https://stratml.us/docs/SIF2.xml" rel="nofollow noreferrer" style="letter-spacing:-0.02em" target="_blank">https://stratml.us/docs/SIF2.xml</a></div><div dir="ltr"><br></div><div dir="ltr">With the assistance of ChatGPT, rendering <span><span style="color:rgb(0,0,0);font-family:Arial,Helvetica,sans-serif;font-size:16px;letter-spacing:-0.32px">his "reference model"</span></span> in StratML format helps me comprehend it.</div><div><br></div><div dir="ltr">I'll look forward to learning what may come of his proposed plan.</div><div><br></div><div><div style="color:black;font-style:normal;font-size-adjust:none;font-weight:normal;font-stretch:normal;font-size:12pt;line-height:normal;font-family:Arial,Helvetica,sans-serif"><div style="color:black;font-style:normal;font-weight:normal;font-stretch:normal;line-height:normal;font-family:Arial,Helvetica,sans-serif"><font size="3">Owen Ambur</font><div><a href="https://www.linkedin.com/in/owenambur/" rel="nofollow noreferrer" target="_blank"><font size="3">https://www.linkedin.com/in/owenambur/</font></a><br></div></div></div></div></div>
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On Tuesday, July 1, 2025 at 11:20:04 PM EDT, Sebastian Samaruga <<a href="mailto:ssamarug@gmail.com" target="_blank" rel="noreferrer">ssamarug@gmail.com</a>> wrote:
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<div><div id="m_-284757854066135518ydpf484f87yiv8160030590"><div><div style="font-size:12.8px">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.</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Index, Naming, Registry Services: Functional APIs MCP Wrappers (servers resources, tools, prompt templates).</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">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.</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Embeddings similarity: IDs, Occurrences sharing the same primes for their embeddings in a given context. FCA Concept Lattice Clustering.</div><div style="font-size:12.8px"><br></div><span style="font-size:12.8px">REFERENCE MODEL LAYER (Aggregation) PACKAGE:</span><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">IDOcurrence : ID</div><div style="font-size:12.8px">- id : ID</div><div style="font-size:12.8px">- context : IDOccurrence</div><div style="font-size:12.8px">- embeddingPrimes : long[]</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">ID</div><div style="font-size:12.8px">- primeID</div><div style="font-size:12.8px">- resource : string</div><div style="font-size:12.8px">- occurrences (order / dimensions)</div><div style="font-size:12.8px">- embeddingPrimes : long[]</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">GRAPH MODEL LAYER (Alignment) PACKAGE:</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Statement : IDOccurrence</div><div style="font-size:12.8px">- subject : IDOccurrence (SubjectKind)</div><div style="font-size:12.8px">- predicate : IDOccurrence (PredicateKind)</div><div style="font-size:12.8px">- object : IDOccurrence (ObjectKind)</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Type : ID (Same predicates / attributes sets aggregate)</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">State : ID (Same Type values sets aggregate)</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Kind : IDOccurrence / Statement (Property Graph Annotations)</div><div style="font-size:12.8px">Example: (aSubject, aType, aState) : SubjectKind</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Data Statements, Schema (Kinds) Statements.</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">DOM / ACTOR / ROLE MODEL LAYER (Activation) PACKAGE:</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Class : Instance</div><div style="font-size:12.8px">- string / ID</div><div style="font-size:12.8px">- fields : <string, Class></div><div style="font-size:12.8px">- instances</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Instance : IDOccurrence</div><div>- string / ID</div><div style="font-size:12.8px">- attrs : <string, Instance></div><div style="font-size:12.8px">- class</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Context</div><div style="font-size:12.8px"><br></div><div>Role</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Dataflow : Context</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Interaction</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Actor</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Transform : Interaction</div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Everything is depicted in the last "Implementatîon" section of the attached document </div><div style="font-size:12.8px"><br></div><div style="font-size:12.8px">Regards,</div><div style="font-size:12.8px">Sebastian.</div></div>
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