Architecture framework
View article: Invicta™ – Foundations of a New Scientific Discipline: The Emergence of the GRM™ Temporal Computing Architecture
Invicta™ – Foundations of a New Scientific Discipline: The Emergence of the GRM™ Temporal Computing Architecture Open
Invicta™ – Foundations of a New Scientific Discipline presents the first complete conceptual and architectural framework for Temporal Computing — a post-bit computational paradigm in which time, not binary states, becomes the primary mediu…
View article: Invicta™ – Foundations of a New Scientific Discipline: The Emergence of the GRM™ Temporal Computing Architecture
Invicta™ – Foundations of a New Scientific Discipline: The Emergence of the GRM™ Temporal Computing Architecture Open
Invicta™ – Foundations of a New Scientific Discipline presents the first complete conceptual and architectural framework for Temporal Computing — a post-bit computational paradigm in which time, not binary states, becomes the primary mediu…
View article: Coherence-Seeking Architectures for Agentic AI: A Unified Framework for Curiosity, Introspection, and Continuity
Coherence-Seeking Architectures for Agentic AI: A Unified Framework for Curiosity, Introspection, and Continuity Open
This paper presents a unified theoretical and practical framework for agentic AI systems based on the central hypothesis that coherence-seeking is the computational signature of genuine cognition. We introduce three interconnected architec…
View article: Coherence-Seeking Architectures for Agentic AI: A Unified Framework for Curiosity, Introspection, and Continuity
Coherence-Seeking Architectures for Agentic AI: A Unified Framework for Curiosity, Introspection, and Continuity Open
This paper presents a unified theoretical and practical framework for agentic AI systems based on the central hypothesis that coherence-seeking is the computational signature of genuine cognition. We introduce three interconnected architec…
View article: Agentic Trust Protocol (ATP): Foundational Concepts & Architectural Principle
Agentic Trust Protocol (ATP): Foundational Concepts & Architectural Principle Open
This foundational note introduces the Agentic Trust Protocol (ATP), a system-level governance framework designed to regulate factual commitments made by autonomous AI agents. ATP reframes hallucination as a governance failure, not a model …
View article: Metacore Architectural Standard S2: Compliance, Interoperability, and Integration Framework
Metacore Architectural Standard S2: Compliance, Interoperability, and Integration Framework Open
This standard defines the compliance, interoperability, and integration requirements for systems and computational pipelines implementing the METACORE architectural model. S2 establishes the conformity criteria for METACORE-based reasoning…
View article: The Semantic A.I. Reactor (SAIR)
The Semantic A.I. Reactor (SAIR) Open
The Semantic A.I. Reactor (SAIR) proposes an architectural core for governed, stateless, and semantically coherent artificial intelligence. Modern large language models operate as unbounded statistical engines without a principled semantic…
View article: The Semantic A.I. Reactor (SAIR)
The Semantic A.I. Reactor (SAIR) Open
The Semantic A.I. Reactor (SAIR) proposes an architectural core for governed, stateless, and semantically coherent artificial intelligence. Modern large language models operate as unbounded statistical engines without a principled semantic…
View article: Бизнес-экосистемы на базе архитектуры TOGAF для цифровой трансформации организаций
Бизнес-экосистемы на базе архитектуры TOGAF для цифровой трансформации организаций Open
В статье рассматриваются архитектурные основы цифровой трансформации бизнес-экосистемы Saby (бывш. СБИС) компании «Тензор» на основе методологии TOGAF. Цель исследования – разработка целевой архитектурной модели, обеспечивающей согласованн…
View article: Agentic Trust Protocol (ATP): Foundational Concepts & Architectural Principle
Agentic Trust Protocol (ATP): Foundational Concepts & Architectural Principle Open
This foundational note introduces the Agentic Trust Protocol (ATP), a system-level governance framework designed to regulate factual commitments made by autonomous AI agents. ATP reframes hallucination as a governance failure, not a model …
View article: Metacore Architectural Standard S2: Compliance, Interoperability, and Integration Framework
Metacore Architectural Standard S2: Compliance, Interoperability, and Integration Framework Open
This standard defines the compliance, interoperability, and integration requirements for systems and computational pipelines implementing the METACORE architectural model. S2 establishes the conformity criteria for METACORE-based reasoning…
View article: A Generative AI and LLM-Driven Data Fabric Architecture for Real-Time CRM Intelligence and Predictive Sales Forecasting in Salesforce Ecosystems
A Generative AI and LLM-Driven Data Fabric Architecture for Real-Time CRM Intelligence and Predictive Sales Forecasting in Salesforce Ecosystems Open
Real time customer relationship management intelligence continues to evolve as organizations rely on advanced analytics to drive sales planning, revenue optimization, and customer engagement decisions. This study addresses persistent chall…
View article: Process-Oriented Programming: A Transparent, Workflow-Centric Architectural Model for Human–Machine Co-development
Process-Oriented Programming: A Transparent, Workflow-Centric Architectural Model for Human–Machine Co-development Open
Process-Oriented Programming (POP) is a workflow-centric architectural paradigm designed to enhance transparency, controllability, and maintainability in modern software systems. Unlike object-oriented or event-driven models—which often ob…
View article: Process-Oriented Programming: A Transparent, Workflow-Centric Architectural Model for Human–Machine Co-development
Process-Oriented Programming: A Transparent, Workflow-Centric Architectural Model for Human–Machine Co-development Open
Process-Oriented Programming (POP) is a workflow-centric architectural paradigm designed to enhance transparency, controllability, and maintainability in modern software systems. Unlike object-oriented or event-driven models—which often ob…
View article: A Generative AI and LLM-Driven Data Fabric Architecture for Real-Time CRM Intelligence and Predictive Sales Forecasting in Salesforce Ecosystems
A Generative AI and LLM-Driven Data Fabric Architecture for Real-Time CRM Intelligence and Predictive Sales Forecasting in Salesforce Ecosystems Open
Real time customer relationship management intelligence continues to evolve as organizations rely on advanced analytics to drive sales planning, revenue optimization, and customer engagement decisions. This study addresses persistent chall…
View article: Consequence-Based Integrity Framework (C-BIF) \ Assessing Strategic Judgment and Cognitive Load in Youth and GenAI Interaction
Consequence-Based Integrity Framework (C-BIF) \ Assessing Strategic Judgment and Cognitive Load in Youth and GenAI Interaction Open
This paper synthesizes the Consequence-Based Integrity Framework (C-BIF) with a conceptual system architecture hypothesis on student Critical Thinking (CT) Generative AI (GenAI) interaction. C-BIF mandates a fundamental shift in educationa…
View article: THE RESONANT SYNTHESIS ENGINE: A Systems-Theoretic Architecture for Artificial General Intelligence
THE RESONANT SYNTHESIS ENGINE: A Systems-Theoretic Architecture for Artificial General Intelligence Open
The Resonant Synthesis Engine (RSE) introduces a unified, systems-theoretic framework for artificial general intelligence grounded in resonance dynamics, coherence theory, and emergent systems architecture. The paper formalizes the Resonan…
View article: RAGStack: A Privacy-First GenAI Retrieval-Augmented Generation Architecture for Secure Enterprise Document Intelligence
RAGStack: A Privacy-First GenAI Retrieval-Augmented Generation Architecture for Secure Enterprise Document Intelligence Open
RAGStack is a fully local, privacy-first Retrieval-Augmented Generation (RAG) framework for enterprise document intelligence and question answering. It integrates PyMuPDF for parsing, SentenceTransformers for embedding generation, FAISS fo…
View article: THE RESONANT SYNTHESIS ENGINE: A Systems-Theoretic Architecture for Artificial General Intelligence
THE RESONANT SYNTHESIS ENGINE: A Systems-Theoretic Architecture for Artificial General Intelligence Open
The Resonant Synthesis Engine (RSE) introduces a unified, systems-theoretic framework for artificial general intelligence grounded in resonance dynamics, coherence theory, and emergent systems architecture. The paper formalizes the Resonan…
View article: The Multi-Tenant Distributed Data Architecture Framework (MTD-DAF): A High-Level Architecture for Scalable, Segregated, and Efficient Enterprise Lakehouse Systems
The Multi-Tenant Distributed Data Architecture Framework (MTD-DAF): A High-Level Architecture for Scalable, Segregated, and Efficient Enterprise Lakehouse Systems Open
Modern enterprises increasingly operate in environments where multiple business domains, functional units, operational groups, or external partners must share common data infrastructure while maintaining strict isolation, governance, and p…
View article: RAGStack: A Privacy-First GenAI Retrieval-Augmented Generation Architecture for Secure Enterprise Document Intelligence
RAGStack: A Privacy-First GenAI Retrieval-Augmented Generation Architecture for Secure Enterprise Document Intelligence Open
RAGStack is a fully local, privacy-first Retrieval-Augmented Generation (RAG) framework for enterprise document intelligence and question answering. It integrates PyMuPDF for parsing, SentenceTransformers for embedding generation, FAISS fo…
View article: A High-Level Architecture for Intelligent, Enterprise-Scale Data Quality Enforcement
A High-Level Architecture for Intelligent, Enterprise-Scale Data Quality Enforcement Open
Modern enterprise data ecosystems operate across distributed cloud platforms, multi-layered warehouses, ingestion pipelines, analytical workspaces, regulatory reporting systems, and AI-driven decision environments. As organizations increas…
View article: The Multi-Tenant Distributed Data Architecture Framework (MTD-DAF): A High-Level Architecture for Scalable, Segregated, and Efficient Enterprise Lakehouse Systems
The Multi-Tenant Distributed Data Architecture Framework (MTD-DAF): A High-Level Architecture for Scalable, Segregated, and Efficient Enterprise Lakehouse Systems Open
Modern enterprises increasingly operate in environments where multiple business domains, functional units, operational groups, or external partners must share common data infrastructure while maintaining strict isolation, governance, and p…
View article: Consequence-Based Integrity Framework (C-BIF) \ Assessing Strategic Judgment and Cognitive Load in Youth and GenAI Interaction
Consequence-Based Integrity Framework (C-BIF) \ Assessing Strategic Judgment and Cognitive Load in Youth and GenAI Interaction Open
This paper synthesizes the Consequence-Based Integrity Framework (C-BIF) with a conceptual system architecture hypothesis on student Critical Thinking (CT) Generative AI (GenAI) interaction. C-BIF mandates a fundamental shift in educationa…
View article: A High-Level Architecture for Intelligent, Enterprise-Scale Data Quality Enforcement
A High-Level Architecture for Intelligent, Enterprise-Scale Data Quality Enforcement Open
Modern enterprise data ecosystems operate across distributed cloud platforms, multi-layered warehouses, ingestion pipelines, analytical workspaces, regulatory reporting systems, and AI-driven decision environments. As organizations increas…
View article: Fog-Computing-Enabled Smart Transportation Systems: Architecture, Implementation, and Performance Analysis
Fog-Computing-Enabled Smart Transportation Systems: Architecture, Implementation, and Performance Analysis Open
Smart transportation systems represent a critical infrastructure paradigm for modern urban environments, yet traditional cloud-centric architectures introduce latency constraints incompatible with real-time vehicular applications. This pap…
View article: From Accuracy to Impact: The Impact-Driven AI Framework (IDAIF) for Aligning Engineering Architecture with Theory of Change
From Accuracy to Impact: The Impact-Driven AI Framework (IDAIF) for Aligning Engineering Architecture with Theory of Change Open
This paper introduces the Impact-Driven AI Framework (IDAIF), a novel architectural methodology that integrates Theory of Change (ToC) principles with modern artificial intelligence system design. As AI systems increasingly influence high-…
View article: Reusability in MLOps: Leveraging Ports and Adapters to Build a Microservices Architecture for the Maritime Domain
Reusability in MLOps: Leveraging Ports and Adapters to Build a Microservices Architecture for the Maritime Domain Open
ML-Enabled Systems (MLES) are inherently complex since they require multiple components to achieve their business goal. This experience report showcases the software architecture reusability techniques applied while building Ocean Guard, a…
View article: From Accuracy to Impact: The Impact-Driven AI Framework (IDAIF) for Aligning Engineering Architecture with Theory of Change
From Accuracy to Impact: The Impact-Driven AI Framework (IDAIF) for Aligning Engineering Architecture with Theory of Change Open
This paper introduces the Impact-Driven AI Framework (IDAIF), a novel architectural methodology that integrates Theory of Change (ToC) principles with modern artificial intelligence system design. As AI systems increasingly influence high-…
View article: Reusability in MLOps: Leveraging Ports and Adapters to Build a Microservices Architecture for the Maritime Domain
Reusability in MLOps: Leveraging Ports and Adapters to Build a Microservices Architecture for the Maritime Domain Open
ML-Enabled Systems (MLES) are inherently complex since they require multiple components to achieve their business goal. This experience report showcases the software architecture reusability techniques applied while building Ocean Guard, a…