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ArchiCraft: Solution Architecture Insights for AI Engineering

by Dmytro Golodiuk

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. Explore the full archive at https://www.golodiuk.com/news.

Publisher-supplied feed metadata · PodParley refreshed Sep 11, 2026 · Source feed

Episodes

  1. #021 - Process on Paper vs. Process That Works

    Two organizations can both say "we have process" and mean completely different things. One team watches a tested, urgent fix sit in a queue behind a board that meets every other Tuesday -- nobody on it built the system, nobody carries the pager. Another team ships to production the same…

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  2. #020 - The Architecture Leadership Framework: Purpose, Problem, Parameters, Possibilities

    Architecture has more than one right answer -- if there were only one possible solution to a given problem, the creative part of the job would already be over. This episode closes out the Architecture Leadership: Direction or Freedom series with a simple way to hold that conversation together:...

  3. #019 - Decree Architecture vs. Abdication: How Leaders Break Architecture

    A 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…

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  4. #018 - Give Architects the Problem, Not the Architecture

    A 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...

  5. #017 - How to Spot Bad Architects vs. Great Amplifiers

    Most 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...

  6. #016 - You Probably Do Not Need That Database

    Most 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,...

  7. #015 - Policy-Based Access Control (PBAC): Debunking the Myths

    Join 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…

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  8. #014 - How Do You Lead a Team Caught Between Overconfidence and Self-Doubt

    Welcome 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…

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  9. #013 - AI-Driven Forecasting Architecture in Enterprise

    In 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...

  10. #012 - AI Colleagues: The New Org Chart

    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…

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  11. #011 - How DORA Shapes Your Enterprise AI Strategy

    Remember 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…

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  12. #010 - Model Context Protocol - Bridging LLMs to Enterprise Data

    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…

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  13. #009 - The Architect's Guide to Enterprise Agentic AI

    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,...

  14. #008 - 10 Mistakes Undermining Solution Architects

    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...

  15. #007 - Agentic AI Time Digest - New Architectural Imperatives in Enterprise AI

    In 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…

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  16. #006 - The Nine Pillars to Architectural Excellence

    This 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…

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  17. #005 - Dmytro's Essential App Toolkit for Everyday Life

    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.…

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  18. #004 - Agentic AI Time - Deep-Dive Newsletter

    In 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.…

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  19. #003 - Agentic AI Distributed Systems Challenges

    The 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...

  20. #000 - ArchiCraft - Intro

    🎙️ Exciting News – I’ve launched a podcast! Introducing ArchiCraft: Navigating Architecture, AI and Engineering For 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...

  21. #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…

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  22. #001 - Why Your UI is a Deep Architectural Decision

    In 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...

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ABOUT THIS SHOW

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. Explore the full archive at https://www.golodiuk.com/news.

HOSTED BY

Dmytro Golodiuk

CATEGORIES

Frequently Asked Questions

How many episodes does ArchiCraft: Solution Architecture Insights for AI Engineering have?

ArchiCraft: Solution Architecture Insights for AI Engineering currently has 22 episodes available on PodParley. New episodes are automatically indexed when they're published to the podcast feed.

What is ArchiCraft: Solution Architecture Insights for AI Engineering about?

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. Explore the full archive at...

How often does ArchiCraft: Solution Architecture Insights for AI Engineering release new episodes?

ArchiCraft: Solution Architecture Insights for AI Engineering has 22 episodes. Check the episode list to see recent publication dates and frequency.

Where can I listen to ArchiCraft: Solution Architecture Insights for AI Engineering?

You can listen to ArchiCraft: Solution Architecture Insights for AI Engineering on PodParley by clicking any episode. We provide an embedded audio player for direct listening, and you can also subscribe via your preferred podcast app using the RSS feed.

Who hosts ArchiCraft: Solution Architecture Insights for AI Engineering?

ArchiCraft: Solution Architecture Insights for AI Engineering is created and hosted by Dmytro Golodiuk.
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