ArchiCraft: Solution Architecture Insights for AI Engineering

This podcast episode, "AI Colleagues: The New Org Chart," dives deep into the profound transformation underway in the corporate landscape, where AI agents are fundamentally re-engineering traditional organisational structures. We explore the essential architectural and psychological shifts required to lead effectively in this new era of human-AI collaboration.Discover how Enterprise Architecture is undergoing a philosophical shift from a static blueprint to a dynamic, living nervous system, demanding a continuous, real-time approach to keep pace with AI advancements. Learn about the Solution Architect's evolving role, focused on designing agile, human-centric solutions that prioritise a "human-in-the-loop" approach to ensure seamless, collaborative experiences.Understand what constitutes an AI agent – a software system with autonomy, reasoning, planning, memory, and the ability to learn and adapt – and its core components, including its LLM "brain" and external "tools". We discuss the emerging models of human-AI collaboration, from single-agent systems to complex multi-agent systems (MAS), which can operate through sequential, parallel, hierarchical, or decentralized structures. Real-world examples from the Singapore Government, Salesforce, Geotab, and the travel industry showcase how these systems are already delivering quantifiable business value.Beyond the technical, we confront the "Great Divide" within the workforce, examining the optimistic "Fear of Missing Out (FOMO)" mindset against the anxiety of "Technological Fatalism". This discussion reveals that trust is the underlying unifying factor, especially when considering why a significant portion of workers might even prefer an AI manager over a human one.Finally, we outline a new "Human-First, AI-Enabled" architectural philosophy. This includes strategic principles for architects: establishing unified data as a foundational layer, designing for resilience and scalability using modular and decentralized architectures, and embedding security, governance, and ethics as core tenets from the outset. This transformation is not merely a choice but a strategic imperative, offering an unparalleled opportunity to reimagine work itself.Thank you for listening! ❤️ Build smart, Architect with intent.🟦 CONNECT WITH DMYTROLinkedInMentorshipEmail: ⁠⁠info@golodiuk.com⁠⁠🟦 EPISODE LINKS (ORIGINAL BLOG POSTS)Find the full blog post here: AI Colleagues: The New Org Chart🟦 ABOUT Dmytro | ⁠⁠www.golodiuk.com⁠⁠Dmytro Golodiuk is a highly experienced technology professional with over 17 years in the software industry. His proficiency spans cloud computing, enterprise platforms, software development, and integration technologies, with deep expertise in the Microsoft ecosystem. Dmytro combines his technical knowledge with formal Enterprise Architecture frameworks like TOGAF and ArchiMate to deliver robust and practical solutions.In addition to his architectural work, Dmytro is a passionate mentor dedicated to helping others grow in their IT careers.https://mentor.sh/mentors/dmytro_golodiuk⁠⁠---------This podcast episode is an AI-narrated version of the original text-based articles from Dmytro's personal blog, which you can find at ⁠⁠⁠⁠www.golodiuk.com/news⁠⁠⁠⁠

Explore the implications of the Digital Operational Resilience Act on AI in the financial sector. Discover how to convert compliance into a competitive edge by building resilient IT systems. Delve into strategies for managing external AI services with effective architectural controls. Learn about the importance of rigorous testing to ensure AI model security. The discussion highlights the crucial need for accountability and governance early in AI strategy development, transforming regulatory burdens into opportunities for innovation.

This podcast episode introduces the Model Context Protocol (MCP), an open standard designed to solve the critical challenge of connecting Large Language Models (LLMs) with chaotic enterprise data systems. It demonstrates how MCP acts as a universal "bridge" for AI, using a detailed business case in financial reporting (XBRL) to illustrate how complex, real-world workflows can be automated securely and efficiently. Ultimately, the episode provides architects with a clear blueprint for using MCP to build a new generation of governable, composable, and truly intelligent enterprise applications.Thank you for listening! ❤️ Build smart, Architect with intent.🟦 CONNECT WITH DMYTROLinkedInMentorshipEmail: ⁠⁠info@golodiuk.com⁠⁠🟦 EPISODE LINKS (ORIGINAL BLOG POSTS)Find the full blog post here: Model Context Protocol (MCP): Bridging LLMs to Enterprise DataVideo overview version on YouTube🟦 ABOUT Dmytro | ⁠⁠www.golodiuk.com⁠⁠Dmytro Golodiuk is a highly experienced technology professional with over 17 years in the software industry. His proficiency spans cloud computing, enterprise platforms, software development, and integration technologies, with deep expertise in the Microsoft ecosystem. Dmytro combines his technical knowledge with formal Enterprise Architecture frameworks like TOGAF and ArchiMate to deliver robust and practical solutions.In addition to his architectural work, Dmytro is a passionate mentor dedicated to helping others grow in their IT careers.https://mentor.sh/mentors/dmytro_golodiuk⁠⁠🟦 MENTORSHIP and WHAT I OFFERA CLEAR ROADMAP: I'll help you forge the path from technical expertise to architectural vision. My focus isn't on specific technologies – you've got that covered. Instead, we'll concentrate on the strategic thinking, communication, and leadership skills that define a successful architect.BRIDGING THE GAPS: Together, we'll identify and close the crucial gaps between a senior engineering role and the holistic view required of an architect.FOSTERING YOUR GROWTH: My mentorship is about cultivating your ability to see the bigger picture, to design robust and effective solutions, and to communicate complex ideas with simplicity and impact.ARCHITECT READY CV PROFILE OPTIMISATION: I'll help you transform your engineering CV into a strategic narrative that compellingly showcases your architectural potential, leadership, and strategic contributions to resonate powerfully with hiring managers.ACE YOUR ARCHITECT INTERVIEW: I’ll prepare you for the full spectrum of interview scenarios.🟦 IF YOU'RE A MID TO SENIOR ENGINEER WHOAspires to become a Solution Architect.Recognizes the need to develop beyond deep technical skills.Is ready to embrace the mindset and responsibilities of an architect.✅ Then I'm the mentor you're looking for. Let's work together to unlock your potential and lay the bridge to your future as a Solution Architect.⁠⁠https://mentor.sh/mentors/dmytro_golodiuk⁠⁠---------This podcast episode is an AI-narrated version of the original text-based articles from Dmytro's personal blog, which you can find at ⁠⁠⁠⁠www.golodiuk.com/news⁠⁠⁠⁠

In this episode, we explore the fundamental paradigm shift that agentic Artificial Intelligence represents in enterprise architecture, moving from passive models to autonomous systems that anticipate needs and take initiative. We'll delve into the core principles of agency, such as autonomy, adaptability, goal-oriented behaviour, and continuous learning, which enable these systems to operate without constant human supervision. We'll also dissect the six layers of an enterprise agent architecture, from the Perception Layer to the Infrastructure Layer, providing a clear blueprint for designing robust solutions.Our discussion will cover the strategic decisions between single-agent and multi-agent systems, examining their respective complexities, costs, and scalability, alongside the various multi-agent topologies like hierarchical, horizontal, and hybrid models. A significant focus will be placed on the integration imperative, including how to connect agents to the broader enterprise through API-led integration using "agent-ready" APIs and API Management platforms. We'll also look at event-driven architectures (EDA) for real-time responsiveness and scalability, leveraging platforms like Apache Kafka, and the crucial role of data pipelines and Retrieval-Augmented Generation (RAG) in grounding agents in high-quality enterprise data.Furthermore, we'll introduce AgentOps, the new operational discipline for managing autonomous systems, building upon MLOps and LLMOps, and discussing its core pillars of observability, monitoring, and cost management. We'll address the critical aspects of security and risk management, including the application of the NIST AI Risk Management Framework and the MAESTRO threat modeling framework for agents, along with practical safeguards like Human-in-the-Loop. Finally, we'll discuss how to measure success by shifting from traditional outputs to outcome-oriented KPIs for agentic AI, and offer a vision for the future with the Agentic AI Mesh and a pragmatic, phased adoption roadmap for architects.Thank you for listening! ❤️ Build smart, Architect with intent.🟦 CONNECT WITH DMYTROLinkedInMentorshipEmail: ⁠⁠info@golodiuk.com⁠⁠🟦 EPISODE LINKS (ORIGINAL BLOG POSTS)Find the full blog post here:The Architect's Guide to Enterprise Agentic AI🟦 ABOUT Dmytro | ⁠⁠www.golodiuk.com⁠⁠Dmytro Golodiuk is a highly experienced technology professional with over 17 years in the software industry. His proficiency spans cloud computing, enterprise platforms, software development, and integration technologies, with deep expertise in the Microsoft ecosystem. Dmytro combines his technical knowledge with formal Enterprise Architecture frameworks like TOGAF and ArchiMate to deliver robust and practical solutions.In addition to his architectural work, Dmytro is a passionate mentor dedicated to helping others grow in their IT careers.https://mentor.sh/mentors/dmytro_golodiuk⁠⁠---------This podcast episode is an AI-narrated version of the original text-based articles from Dmytro's personal blog, which you can find at ⁠⁠⁠⁠www.golodiuk.com/news⁠⁠⁠⁠

In this insightful episode of "ArchiCraft", titled "10 Mistakes Undermining Solution Architects", we delve into the prevalent missteps frequently encountered by Solution Architects. Our aim is to provide detailed insights, strategies, and practical examples to help you effectively navigate these architectural challenges.This episode will serve as a comprehensive resource, offering a roadmap for architects to understand and overcome the complexities inherent in their crucial role within the ever-evolving landscape of Information Technology.Thank you for listening! ❤️ Build smart, Architect with intent.🟦 CONNECT WITH DMYTROLinkedInMentorshipEmail: ⁠⁠info@golodiuk.com⁠⁠🟦 EPISODE LINKS (ORIGINAL BLOG POSTS)Find the full blog post here:Architectural Red Flags: 10 Mistakes Undermining Solution Architects🟦 ABOUT Dmytro | ⁠⁠www.golodiuk.com⁠⁠Dmytro Golodiuk is a highly experienced technology professional with over 17 years in the software industry. His proficiency spans cloud computing, enterprise platforms, software development, and integration technologies, with deep expertise in the Microsoft ecosystem. Dmytro combines his technical knowledge with formal Enterprise Architecture frameworks like TOGAF and ArchiMate to deliver robust and practical solutions.In addition to his architectural work, Dmytro is a passionate mentor dedicated to helping others grow in their IT https://mentor.sh/mentors/dmytro_golodiuk⁠⁠🟦 MENTORSHIP and WHAT I OFFERA CLEAR ROADMAP: I'll help you forge the path from technical expertise to architectural vision. My focus isn't on specific technologies – you've got that covered. Instead, we'll concentrate on the strategic thinking, communication, and leadership skills that define a successful architect.BRIDGING THE GAPS: Together, we'll identify and close the crucial gaps between a senior engineering role and the holistic view required of an architect.FOSTERING YOUR GROWTH: My mentorship is about cultivating your ability to see the bigger picture, to design robust and effective solutions, and to communicate complex ideas with simplicity and impact.ARCHITECT READY CV PROFILE OPTIMISATION: I'll help you transform your engineering CV into a strategic narrative that compellingly showcases your architectural potential, leadership, and strategic contributions to resonate powerfully with hiring managers.ACE YOUR ARCHITECT INTERVIEW: I’ll prepare you for the full spectrum of interview scenarios.🟦 IF YOU'RE A MID TO SENIOR ENGINEER WHOAspires to become a Solution Architect.Recognizes the need to develop beyond deep technical skills.Is ready to embrace the mindset and responsibilities of an architect.✅ Then I'm the mentor you're looking for. Let's work together to unlock your potential and lay the bridge to your future as a Solution Architect.⁠⁠https://mentor.sh/mentors/dmytro_golodiuk⁠⁠---------This podcast episode is an AI-narrated version of the original text-based articles from Dmytro's personal blog, which you can find at ⁠⁠⁠⁠www.golodiuk.com/news⁠⁠⁠⁠

Discover the shift towards system-centric thinking in enterprise AI, emphasizing the emergence of agentic frameworks and AgentOps for managing autonomous workflows. Unpack advances in AI and data governance with tools like Databricks Unity Catalog for unified data control. Explore data plane convergence, where OLTP and OLAP merge to create real-time feedback loops in apps. Delve into the evolution of Retrieval-Augmented Generation, highlighting the importance of a robust retrieval pipeline for enhanced AI reliability. Get practical insights for architecting resilient AI systems.

Discover the nine pillars crucial for excelling as a Solution Architect. Learn how embracing mistakes fosters a culture of innovation and growth. Master the delicate balance between technical acumen, perfectionism, and aesthetics for robust system design. Strong problem-solving and communication skills are essential for navigating complex challenges. Gain insights on aligning tech solutions with business objectives through strategic thinking and collaboration. Continuous learning and modeling enhance clarity and decision-making for impactful architectural outcomes.

Join Dmytro Golodiuk as he unveils his personal collection of everyday apps designed to make life smoother, more organised, and enjoyable for regular folks. This isn't about highly specialised professional tools, but rather the digital companions that effortlessly weave into daily routines.Dmytro shares how he uses each app and why they matter to him, offering insights that might inspire you to try them yourself. From AI assistants like Google Gemini and ChatGPT to managing your digital bookshelf with Apple Books and Calibre, and even ensuring digital security with Apple Passwords and ClearVPN, discover a cohesive ecosystem of tools for every aspect of life.He also covers productivity tools like Apple Calendar and Notion, entertainment options such as Plex and Netflix, and education apps like Quizlet and Coursera.Get ready to explore the apps that truly make daily life click.Thank you for listening! ❤️ Build smart, Architect with intent.🟦 CONNECT WITH DMYTROLinkedIn: ⁠⁠⁠https://www.linkedin.com/in/dimanngo⁠⁠Mentorship: ⁠⁠⁠https://mentor.sh/mentors/dmytro_golodiuk⁠⁠Email: ⁠⁠info@golodiuk.com⁠⁠🟦 EPISODE LINKS (ORIGINAL BLOG POSTS)Find the full blog post here:My Personal List of Everyday Apps for Regular Folks in 2025Explore My App Database on Notion🟦 ABOUT Dmytro | ⁠⁠www.golodiuk.com⁠⁠Dmytro Golodiuk is a highly experienced technology professional with over 17 years in the software industry. His proficiency spans cloud computing, enterprise platforms, software development, and integration technologies, with deep expertise in the Microsoft ecosystem. Dmytro combines his technical knowledge with formal Enterprise Architecture frameworks like TOGAF and ArchiMate to deliver robust and practical solutions.In addition to his architectural work, Dmytro is a passionate mentor dedicated to helping others grow in their IT careers.⁠⁠https://mentor.sh/mentors/dmytro_golodiuk⁠⁠🟦 MENTORSHIP and WHAT I OFFERA CLEAR ROADMAP: I'll help you forge the path from technical expertise to architectural vision. My focus isn't on specific technologies – you've got that covered. Instead, we'll concentrate on the strategic thinking, communication, and leadership skills that define a successful architect.BRIDGING THE GAPS: Together, we'll identify and close the crucial gaps between a senior engineering role and the holistic view required of an architect.FOSTERING YOUR GROWTH: My mentorship is about cultivating your ability to see the bigger picture, to design robust and effective solutions, and to communicate complex ideas with simplicity and impact.ARCHITECT READY CV PROFILE OPTIMISATION: I'll help you transform your engineering CV into a strategic narrative that compellingly showcases your architectural potential, leadership, and strategic contributions to resonate powerfully with hiring managers.ACE YOUR ARCHITECT INTERVIEW: I’ll prepare you for the full spectrum of interview scenarios.🟦 IF YOU'RE A MID TO SENIOR ENGINEER WHOAspires to become a Solution Architect.Recognizes the need to develop beyond deep technical skills.Is ready to embrace the mindset and responsibilities of an architect.✅ Then I'm the mentor you're looking for. Let's work together to unlock your potential and lay the bridge to your future as a Solution Architect.⁠⁠https://mentor.sh/mentors/dmytro_golodiuk---------This podcast episode is an AI-narrated version of the original text-based articles from Dmytro's personal blog, which you can find at ⁠⁠⁠⁠www.golodiuk.com/news⁠⁠⁠⁠

Discover how Agentic AI is revolutionizing enterprise IT by transforming isolated AI tools into collaborative, multi-agent systems. The podcast explores the new 'agentic AI mesh' architecture that enhances efficiency while addressing complexities like technical debt. It delves into advancements in AI autonomy, security, and ethical governance, emphasizing the importance of 'governed autonomy.' Key frameworks like LangGraph and AutoGen are discussed, highlighting the balance between control and usability in managing intelligent agents. Tune in to uncover how these innovations are reshaping the landscape of technology.

Dmytro Golodiuk, a seasoned tech professional with over 17 years in the software industry, dives deep into the world of agentic AI and its architectural challenges. He emphasizes that the real hurdles lie in distributed systems, not just in AI capabilities. Dmytro explores critical patterns like Orchestrator-Worker models versus event-driven Choreography, resilience in multi-agent systems, and the advantages of the Actor Model for concurrency. He also stresses the importance of robust governance frameworks for security and efficiency in deploying these systems.