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 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.com
EPISODE LINKS (ORIGINAL BLOG POSTS)
Find the full blog post and all the calculations 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/news
ABOUT Dmytro | www.golodiuk.com
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 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
ArchiCraft: Solution Architecture Insights for AI Engineering 