ArchiCraft: Solution Architecture Insights for AI Engineering
Dmytro Golodiuk
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ArchiCraft is a podcast about modern software and solution architecture, enterprise strategies, and the future of AI-driven engineering. Each episode is AI-generated from original blog posts by Dmytro Golodiuk, based on real-world experience and hands-on insights. Listeners can explore the full archive at https://www.golodiuk.com/news.
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#019 - Decree Architecture vs. Abdication: How Leaders Break Architecture 14.08.2026 17minA platform lead opens a kickoff meeting with the line every architecture team thinks it wants to hear: "You have complete freedom to design this." For a few seconds the room feels good. Then the questions start -- optimize for cost or speed? Build or buy? One shared platform, or let every team pick its own stack? Nobody asked for permission to answer those questions. They asked for someone to actually decide them.That's the subject of this episode -- the second failure mode in a two-part series on architecture leadership. Part 1 covered leaders who prescribe a solution instead of stating a problem. This one covers the opposite mistake: leaders who pull back so far that "freedom" becomes unresolved governance, handed to the people least positioned to resolve it on their own.We name the pattern Architecture by Abdication -- a leader disengages from the hard trade-offs, then judges the result after the fact -- and its mirror image, Decree Architecture, where the leader picks the technology up front and expects architects to justify it afterward. The two look like opposites. They produce the same outcome: architects doing work that was never really theirs to do, without the authority that should have come with it.We also dig into why constraints don't suppress architectural creativity -- they define the space where it matters, and why a premature leadership mandate does more damage at enterprise scale than at the level of a single system. A solution architect optimizes one system; an enterprise architect has to check that system against every other one around it.The practical shift: leadership can't demand accountability from architects while refusing to participate in the trade-offs that make accountability possible. Direction and freedom aren't opposites here -- withholding both is the same failure, twice.---Dmytro 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🟦 IF YOU'RE A MID TO SENIOR ENGINEER WHOAspires to become a Solution Architect.Recognizes the need to develop beyond great 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 -
#018 - Give Architects the Problem, Not the Architecture 11.08.2026 21minA design review starts with someone who already has the answer: "We need microservices." Or Kubernetes, or an event-driven architecture, or a new API platform. The room spends the next hour justifying a decision nobody actually discussed. This episode is about that moment, and the mistake underneath it.The mistake isn't giving architects too much direction, or too little. It's giving them direction at the wrong altitude -- a solution instead of a problem. Gregor Hohpe's "Architect Elevator" describes the levels a good architect has to move between; this episode argues leadership's job is to state the destination and the constraints, then get out of the machine room.We walk through why architecture is creative work, but creativity isn't the deliverable -- architects are paid for outcomes like reduced risk and faster delivery, not for diagrams. We use Hershey's 1999 ERP rollout as the real, named case for what happens when a leader fixes the technology and the calendar before anyone defines the actual problem: a Halloween season with empty shelves and a nine-figure loss, from a project that was never really about SAP.And we get into the reflex that causes it: "we need microservices" is a solution dressed up as a requirement. It skips the problem-definition conversation entirely, including the option that's usually invisible on that list -- doing nothing.The practical shift is simple to state and hard to practice: state the problem, the business motivation, and the constraints -- then stop, and leave the design to the people accountable for building it.Dmytro 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🟦 IF YOU'RE A MID TO SENIOR ENGINEER WHOAspires to become a Solution Architect.Recognizes the need to develop beyond great 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 -
#017 - How to Spot Bad Architects vs. Great Amplifiers 06.08.2026 23minMost bad architects are easy to spot -- buzzwords, a checklist, an authority that was never earned. The good ones are the hard case: quiet, unremarkable, everything just seems to go well and nobody quite knows why. This episode is about that second group, and about the self-tests that actually separate them from the first.We start with the split at the center of the episode: the oracle, who hands down verdicts from a position nobody is allowed to question, versus the amplifier, who leaves everyone in the room able to solve the next problem themselves. Built around a conversation with Gregor Hohpe, a Google and AWS enterprise architect and author of "The Software Architect Elevator."We walk through the Rubber Duck Test -- a proposed self-check, not an industry standard -- for whether you're actually useful: do people come to you to think better, or because you're a checkpoint they have to clear. We get into why simple architectures are usually the hardest ones to build, why essential complexity can't be negotiated away, and why "too many cooks" produces something worse than any option on the table, not a fair compromise.We close on the line that ties the whole argument together: an architect's real pitch is "I lower your risk," not a stamp of approval on someone else's design. And the current wrinkle -- what that pitch is worth once anyone can paste a chatbot's output into an architecture document.Dmytro 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🟦 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 -
#016 - You Probably Do Not Need That Database 29.07.2026 26minMost systems get a database before anyone has written down a requirement. In this episode we take that reflex apart and ask what the decision would look like if it were actually made rather than assumed.We start by separating the four kinds of state almost every system mixes together: reference, transactional, derived, and ephemeral. Only one of them clearly justifies a networked relational engine, and conflating them is what turns a modest application into an operational burden.From there we look at what a database really costs. Not the licence -- the operational surface: high availability, a restore you have actually verified, patch cadence, schema governance, and a fresh single point of failure carrying its own service level agreement (SLA).We then examine the strongest idea in the "no database" argument, which is not the absence of storage at all but materialization -- a slow, human-paced write path paired with a fully pre-computed read path -- and we are honest about where that simplicity breaks down.The dividing line that matters turns out to be concurrent writers to overlapping state. Not data volume. Not user count. We close with eight decision gates you can walk through in a design review, so that whatever you choose, you can defend it with a reason rather than a habit.Dmytro 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 -
#015 - Policy-Based Access Control (PBAC): Debunking the Myths 17.02.2026 17minJoin us for an architectural deep-dive into Policy-Based Access Control (PBAC), the essential framework for modern Zero Trust security. In this episode, we explore why traditional Role-Based Access Control (RBAC) is collapsing under the weight of "role explosion" and how externalizing authorization decouples policy lifecycles from software release cycles. We dissect the core components of the PBAC ecosystem – including PEPs, PDPs, and PIPs – and compare leading engines like Open Policy Agent (OPA) and AWS Cedar. Furthermore, we debunk persistent myths regarding performance latency and implementation complexity, providing a strategic roadmap for enterprise adoption through Policy-as-Code and GitOps workflows. Whether you are dealing with distributed microservices or stringent compliance requirements, this episode offers the technical insights needed to move beyond hardcoded logic and achieve genuine least-privilege access.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:Policy-Based Access Control (PBAC): Debunking the Myths - https://www.golodiuk.com/news/pbac-debunking-myths/🟦 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 -
#014 - How Do You Lead a Team Caught Between Overconfidence and Self-Doubt 04.11.2025 18minWelcome to the tension between overconfidence and self-doubt — the quiet forces shaping every engineering team. This episode explores how the Dunning-Kruger effect (overestimating competence) and Impostor Syndrome (underestimating competence) represent opposite but connected forms of miscalibrated self-perception.We delve into the toxic team dynamics created when overconfident novices clash with self-doubting experts, a scenario that can undermine project outcomes and erode morale. We examine how these psychological phenomena manifest as concrete risks across the Software Development Lifecycle (SDLC), including resistance to crucial feedback during code reviews and the silencing of valuable expertise during architectural and design decisions. The core risk is that the loudest, least competent voices can drown out the quietest, most competent ones, leading to suboptimal technical decisions.Discover the manager’s playbook for building a resilient organisational culture designed to calibrate confidence. Lasting solutions require embedding systemic processes, not just "fixing" individuals. Learn how to:Build Psychological Safety by modelling vulnerability and implementing blameless post-mortems to decouple mistakes from personal identity.Deploy Objective Feedback using frameworks like the Situation-Behaviour-Impact (SBI) model, which delivers evidence-based feedback that is difficult for the overconfident to dismiss or the self-doubting to internalise as personal failure.Provide External Validation by designing clear career ladders that provide objective, impartial benchmarks for competence, helping engineers internalise their success.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:How Do You Lead a Team Caught Between Overconfidence and Self-Doubt🟦 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.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.Recognises 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 -
#013 - AI-Driven Forecasting Architecture in Enterprise 09.09.2025 34minIn this episode, titled "AI-Driven Forecasting Architecture in Enterprise", we delve into an integrated architecture for advanced enterprise analytics. This strategic blueprint integrates predictive, prescriptive, and cognitive analytics to fundamentally transform enterprise operations from a reactive, hindsight-based posture to a proactive, foresight-driven one, significantly enhancing decision-making. We explore the foundational aspects of modern analytics, the enterprise architectural blueprint with its data, MLOps, AI model, and application layers, and the crucial role of strategic integration and phased implementation. Furthermore, we address critical considerations like AI governance, ethics, bias mitigation, model drift, and data privacy. We also quantify the business impact across various industries and discuss the future of AI maturity and emerging technologies like reinforcement learning and generative AI.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:013 - AI-Driven Forecasting Architecture in Enterprise - https://www.golodiuk.com/news/ai-driven-forecasting-in-enterprise/🟦 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 -
#012 - AI Colleagues: The New Org Chart 26.08.2025 20minThis 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 -
#011 - How DORA Shapes Your Enterprise AI Strategy 18.08.2025 19minRemember that sinking feeling when a critical system fails post-launch? It’s a lesson in resilience that sticks with you. Now, imagine that complexity amplified by AI.The EU's Digital Operational Resilience Act (DORA) is here, and it's not just another regulation. It's a fundamental shift for any ICT system in the financial sector.DORA isn't a burden; it's an opportunity. It provides a framework to build the robust, secure, and trustworthy IT systems that the enterprise has always needed.Discover how to turn DORA compliance into a competitive advantage. Listen to the audio overview of "How DORA Shapes Your Enterprise AI Strategy".#DORA #AI #EnterpriseArchitecture #Podcast #DigitalTransformationThank 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:How DORA Shapes Your Enterprise AI StrategyShow links:DORA Regulation text & application date: EUR-Lex Reg. (EU) 2022/2554; applies 17 Jan 2025.Incident reporting timelines (RTS/ITS): ESAs/EBA summaries.TLPT cadence & TIBER-EU alignment: ECB update.🟦 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 -
#010 - Model Context Protocol - Bridging LLMs to Enterprise Data 10.08.2025 26minThis 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 -
#009 - The Architect's Guide to Enterprise Agentic AI 02.08.2025 1h 19minIn 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 -
#008 - 10 Mistakes Undermining Solution Architects 26.07.2025 14minIn 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 -
#007 - Agentic AI Time Digest - New Architectural Imperatives in Enterprise AI 23.07.2025 24minIn Episode 7 of ArchiCraft, “Agentic AI Time Digest – New Architectural Imperatives in Enterprise AI,” we explore the shift from model-centric to system-centric thinking in enterprise AI. This episode is tailored for solution and enterprise architects navigating AI-native ecosystems.We unpack key transformations shaping modern AI stacks:🟦 Agentic frameworks and the rise of AgentOps — managing autonomous, tool-using workflows with new disciplines in planning, observability, and integration.🟦 AI and data governance evolving into automated, foundational fabrics — platforms like Databricks Unity Catalog enabling unified access, lineage, and control.🟦 Data plane convergence as OLTP and OLAP merge to power real-time, intelligent feedback loops in AI-driven apps.🟦 Specialized AI models (e.g., Phi-4-mini) driving a dual-track strategy for performance and cost-efficiency.🟦 RAG re-architected — why hybrid retrieval, chunking, and reranking make Retrieval-Augmented Generation a data engineering-first concern.Get practical insights and strategic guidance to architect resilient, scalable, and AI-native enterprise systems.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:Agentic AI Time: New Architectural Imperatives in Enterprise 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🟦 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 -
#006 - The Nine Pillars to Architectural Excellence 19.07.2025 11minThis episode, "The Nine Pillars to Architectural Excellence," is your comprehensive guide to excelling in the Solution Architect role. We delve into nine crucial things and practices that contribute to architectural mastery. Discover how embracing lessons from your mistakes and failures, alongside a vigilant approach that combines perfectionism and an appreciation for aesthetics, lays a robust foundation. We explore the necessity of technical proficiency, continuous learning, and skill development, paramount for staying at the forefront of technology.Uncover the critical importance of strong problem-solving skills, which are essential for navigating complex IT challenges, meeting business objectives, and driving innovation. Learn how effective communication, both verbal and written, enables you to convey complex technical concepts to diverse stakeholders. We also examine the value of business acumen for aligning technological solutions with overarching business goals, and the power of collaboration and teamwork for successful project outcomes.Finally, we highlight the significance of strategic thinking for designing scalable and flexible solutions, and the cultivation of architecture modeling, diagramming, and thorough documentation, which enhances clarity, decision-making, and knowledge transfer. Remember, achieving excellence as a Solution Architect involves a blend of technical expertise, soft skills, and continuous improvement, complemented by a holistic understanding of business objectives. And as a bonus, we touch on the importance of enjoying what you do!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 Nine Pillars to Architectural ExcellenceShow links:Technology Strategy Patterns: Architecture as StrategyIlluminate: Ignite Change Through Speeches, Stories, Ceremonies, and SymbolsBook summary: ‘ILLUMINATE’ by Nancy Duarte and Patt Sanches - Please read through my overview of the book “Illuminate”🟦 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.🟦 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.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 -
#005 - Dmytro's Essential App Toolkit for Everyday Life 14.07.2025 21minJoin 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 -
#004 - Agentic AI Time - Deep-Dive Newsletter 12.07.2025 11minIn this fourth episode "Agentic AI Time: Deep-Dive Newsletter,” we explore Agentic AI's transformative impact on enterprise IT. We delve into the "agentic AI mesh," a new architectural paradigm for orchestrating AI systems and addressing complexities like technical debt and systemic risks.Discover how enterprises are transitioning from isolated AI pilots to comprehensive, collaborative multi-agent systems, often managed hierarchically by "super-agents". This shift, mirroring microservices in broader IT, demands cloud-native orchestration platforms for agent lifecycle management and performance analytics, establishing "AgentOps" as a critical IT operation.We examine advancements in Agentic AI autonomy and self-correction, including the "Reflection Pattern" and sophisticated memory mechanisms. The episode also highlights the crucial focus on security, governance, and observability for production agentic systems, emphasizing "governed autonomy" and "ethical guardrails" to mitigate risks like "agentic misalignment".Finally, we look at key frameworks like LangGraph, CrewAI, and AutoGen that are propelling Agentic AI development, discussing the trade-offs between control and ease of use, and the emergence of "AgentOps" as a new operational discipline.Tune in to understand how Agentic AI is reshaping enterprise IT for strategic advantage.Thank you for listening! ❤️🟦 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:Agentic AI Time: Orchestrating Autonomous Intelligence for Strategic Advantage🟦 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 -
#003 - Agentic AI Distributed Systems Challenges 05.07.2025 22minThe conversation around agentic AI is stuck on prompts and model capabilities. But for architects in the trenches, that’s a dangerous misdirection. The real, career-defining challenge isn't the AI — it's the distributed system that hosts it. Moving from a single-agent demo to a production-grade swarm of autonomous agents forces us to confront the most fundamental problems in software architecture.In this episode, we deconstruct the hype and get to the engineering reality. We explore the critical architectural patterns that determine success or failure, from the centralized control of an Orchestrator-Worker model to the chaotic elegance of event-driven Choreography. We tackle the brutal trade-offs of state management through the lens of the CAP theorem, asking how to build for consistency when an agent's "memory" is scattered across a dozen services.We then dive into resilience, adapting the classic Saga pattern for a world where failure isn't just a network timeout, but a failure of an agent's reasoning. Finally, we discuss why the Actor Model provides a superior paradigm for managing concurrency and how a robust governance framework isn't an afterthought, but a non-negotiable prerequisite for security and control.Join us as we move beyond the prompt and apply the hard-won discipline of distributed systems engineering to the next frontier of AI. This is the conversation for architects who build systems that last.Thank you for listening! ❤️CONNECT WITH DMYTRO🟦 LinkedIn: https://www.linkedin.com/in/dimanngo🟦 Email: info@golodiuk.comEPISODE LINKS (ORIGINAL BLOG POSTS)Find the full blog post here: Agentic AI: Distributed Systems Challenges.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/newsABOUT 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_golodiukMENTORSHIP and WHAT I OFFER🟦 A 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 WHO🟦 Aspires 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 -
#000 - ArchiCraft - Intro 28.06.2025🎙️ Exciting News – I’ve launched a podcast!Introducing ArchiCraft: Navigating Architecture, AI and EngineeringFor years, I’ve been writing about modern software and solution architecture, enterprise tech strategies, and the growing influence of AI in engineering. Now, I’m turning those ideas into a new format: short, focused podcast episodes — powered by AI and based on my original blog posts.What to expect:🟦 Real-world insights into software and solution architecture🟦 Practical thoughts on enterprise systems and digital transformation🟦 Explorations of how AI is reshaping engineering and design thinkingEach episode is AI-generated from my blog at www.golodiuk.com/news, making it easier than ever to learn on the go.And now already available on Spotify, Apple Podcasts, Amazon Music, Castbox, Overcast, and Pocket Casts.First episodes are live — I’d love your feedback!Thank you for listening! ❤️------------------------------CONNECT WITH DMYTRO🟦 LinkedIn: https://www.linkedin.com/in/dimanngo🟦 Email: info@golodiuk.comABOUT 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_golodiukMENTORSHIP and WHAT I OFFER🟦 A 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 WHO🟦 Aspires 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 -
#002 - How long to train a 70B LLM on 15T tokens using 1024 H100s? 27.06.2025 11minEver wondered what it really takes to train a massive AI model like the ones powering the latest tech? We move beyond speculation and get down to the numbers.In this episode, we answer a very specific question: How long would it actually take to train a 70-billion parameter Large Language Model on a colossal 15-trillion token dataset using a supercomputer cluster of 1024 NVIDIA H100 GPUs?Join us as we unpack this question and calculate the answer from two different angles:🟦 The Top-Down Approach: Using real-world performance benchmarks published by NVIDIA.🟦 The Bottom-Up Approach: Building a fundamental calculation from scratch based on total Floating-Point Operations (FLOPs) and system efficiency, also known as Model FLOPS Utilization (MFU).Whether you're an AI practitioner, a tech enthusiast, or just curious about the scale of modern computation, this episode provides a concrete look at the time, resources, and complexity behind building state-of-the-art artificial intelligence.Thank you for listening! ❤️CONNECT WITH DMYTRO🟦 LinkedIn: https://www.linkedin.com/in/dimanngo🟦 Email: info@golodiuk.comEPISODE LINKS (ORIGINAL BLOG POSTS)Find the full blog post and all the calculations here: How Long to Train a 70B LLM on 15T Tokens with 1024 H100sThis 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/newsABOUT 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_golodiukMENTORSHIP and WHAT I OFFER🟦 A 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 WHO🟦 Aspires 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 -
#001 - Why Your UI is a Deep Architectural Decision 25.06.2025 18minIn this special episode, we explore why your choice of User Interface is one of the most profound architectural decisions you can make, arguing that UIs are not merely a superficial layer but are foundational to your entire system design.This episode dives into a theme I call "The User Interface is the Architecture," which reframes UI selection from a simple design choice to a foundational decision that heavily influences your APIs, data flow, and security posture.We then journey through the different paradigms:🟦 Command-Line (CLIs) and Text-based (TUIs), highlighting their efficiency for automation and expert users.🟦 Graphical User Interfaces (GUIs), with a detailed analysis of architectural patterns like MVC, MVP, and MVVM for managing complexity and testability.🟦 Voice (VUIs) and Natural (NUIs), revealing the complex, AI-driven distributed systems that power these modern interactions.The episode culminates in a practical framework to help you select the most appropriate UI for your project based on user expertise and application domain, advocating for a flexible, multimodal approach in modern enterprise architecture.Thank you for listening! ❤️CONNECT WITH DMYTRO🟦 LinkedIn: https://www.linkedin.com/in/dimanngo🟦 Email: info@golodiuk.comEPISODE LINKS (ORIGINAL BLOG POSTS)🟦 Why Your UI is a Deep Architectural Decision, Not Just a Pretty Face🟦 The Unseen Powerhouse: Architecting for Control with CLIs and TUIs🟦 Graphical User Interface (GUI) and Architectural Patterns🟦 The Ambient Compute Era: Architecting for Voice (VUI) and Natural (NUI) Interfaces🟦 The Architect's Playbook: How to Choose the Right User InterfaceThis 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/newsABOUT 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_golodiukMENTORSHIP and WHAT I OFFER🟦 A 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 WHO🟦 Aspires 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
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