Publications

The Future of IT Careers in the AI Era (2025–2028)Artificial intelligence isn’t just changing tech — it’s rewriting the career playbook for IT professionals. From architects to consultants…

Marcin Ros / Synthetic Systems - Sensitive Data Discovery ScannerA Machine Learning-Based System for Detection and Governance of Sensitive Data in Enterprise Environments Marcin RoszczykOriginal Co-Author, Co-Founder and System Architect of SensID Abstract In the context of GDPR enforcement and rising volumes of unstructured enterprise data, organizations

Marcin Ros / Professional - The Evolution of IT ProfessionsThe Future of IT Architecture and Consulting in the AI Era (2025–2028) Executive Summary: Accelerating advances in artificial intelligence (AI) – from generative AI and large language models (LLMs) to MLOps and automation – are reshaping the landscape for IT architects, solution architects, DevOps

Enterprise Architecture as a System Engineering DisciplineI decided to write a short article that summarizes my experience as an Enterprise Architect and aims to help other Systems Engineers…

Marcin Ros / Synthetic Systems - Visualization in IT Architecture Past and FutureVisualization in IT Architecture: Past, Present, and Future 1. Historical Context (Last 10–15 Years) In the mid-2000s through the 2010s, visual modeling languages and diagramming standards were central to IT, solution, and enterprise architecture practice. Two dominant notations emerged for

Marcin Ros / Synthetic Systems - IT Architecture Modeling & VisualizationThe IT Architecture Modeling and Visualization – A Practical Approach Marcin Roszczyk, IBM Certified IT Architect, The Open Group Master Certified IT Architect Abstract This article examines the role of modeling techniques within the IT architecture profession as a discipline of information

Marcin Ros / Synthetic Systems - Communication in EAIn the practice of organizational management, communication is not a side activity — it is the essence of how decisions are made and change is executed. Nowhere is this more evident than in the work of solution and enterprise architects. While architecture is often associated with models, diagrams,

Marcin Ros / Synthetic Systems - Dimensions of Knowledge for Systems DesignDimensional Structures of Knowledge: A Practitioner’s View In IT architecture, we often speak about systems, models, and frameworks. But beneath the diagrams and specifications lies something more fundamental: how knowledge itself is structured. Understanding this can make us better architects and

Marcin Ros / Synthetic Systems - Natural Language Processing for BIAugmented Analytics with ThoughtSpot

Marcin Ros / Synthetic Systems - Enterprise Architecture VisualizationWords vs. Diagrams: Why Visualization Matters “Words, words, words…”—a thousand words may still not equal a single diagram. Architects across centuries have sketched their ideas long before they wrote about them. Today, in the hurricane of information overload, our perception is constantly tested.

Marcin Ros / Synthetic Systems - Natural Language Processing for BIAugmented Analytics with ThoughtSpot

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