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ArchiCraft: Solution Architecture Insights for AI Engineering

by Dmytro Golodiuk

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Latest episodes

#021 - Process on Paper vs. Process That Works

September 10, 2026 · 19 min

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

August 21, 2026 · 22 min

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

August 14, 2026 · 18 min

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…
#018 - Give Architects the Problem, Not the Architecture

August 11, 2026 · 22 min

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

August 6, 2026 · 23 min

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…

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#016 - You Probably Do Not Need That Database

July 29, 2026 · 26 min

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

February 17, 2026 · 17 min

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

November 4, 2025 · 18 min

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…
#013 - AI-Driven Forecasting Architecture in Enterprise

September 9, 2025 · 34 min

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…
#012 - AI Colleagues: The New Org Chart

August 26, 2025 · 21 min

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…
#011 - How DORA Shapes Your Enterprise AI Strategy

August 18, 2025 · 20 min

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…
#010 - Model Context Protocol - Bridging LLMs to Enterprise Data

August 10, 2025 · 26 min

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…

Full episode archive on Apple Podcasts →

About the 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.