Shows
ArchiCraft: Solution Architecture Insights for AI Engineering#011 - How DORA Shapes Your Enterprise AI StrategyRemember 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. Li...
2025-08-1819 min
ArchiCraft: Solution Architecture Insights for AI Engineering#010 - Model Context Protocol - Bridging LLMs to Enterprise DataThis 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 inte...
2025-08-1126 min
ArchiCraft: Solution Architecture Insights for AI Engineering#009 - The Architect's Guide to Enterprise Agentic AIIn 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...
2025-08-031h 19
ArchiCraft: Solution Architecture Insights for AI Engineering#008 - 10 Mistakes Undermining Solution ArchitectsIn 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 DMYTROLinkedInMen...
2025-07-2614 min
ArchiCraft: Solution Architecture Insights for AI Engineering#007 - Agentic AI Time Digest - New Architectural Imperatives in Enterprise AIIn 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...
2025-07-2324 min
ArchiCraft: Solution Architecture Insights for AI Engineering#006 - The Nine Pillars to Architectural ExcellenceThis 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...
2025-07-1911 min
ArchiCraft: Solution Architecture Insights for AI Engineering#005 - Dmytro's Essential App Toolkit for Everyday LifeJoin 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...
2025-07-1521 min
ArchiCraft: Solution Architecture Insights for AI Engineering#004 - Agentic AI Time - Deep-Dive NewsletterIn 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, in...
2025-07-1211 min
ArchiCraft: Solution Architecture Insights for AI Engineering#003 - Agentic AI Distributed Systems ChallengesThe 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 even...
2025-07-0522 min
ArchiCraft: Solution Architecture Insights for AI Engineering#000 - ArchiCraft - Intro🎙️ 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 engineer...
2025-06-2800 min
ArchiCraft: Solution Architecture Insights for AI Engineering#002 - How long to train a 70B LLM on 15T tokens using 1024 H100s?Ever 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 Botto...
2025-06-2711 min
ArchiCraft: Solution Architecture Insights for AI Engineering#001 - Why Your UI is a Deep Architectural DecisionIn 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 autom...
2025-06-2518 min