ArchiCraft: Solution Architecture Insights for AI Engineering

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 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 and all the calculations 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

Discover the shift towards system-centric thinking in enterprise AI, emphasizing the emergence of agentic frameworks and AgentOps for managing autonomous workflows. Unpack advances in AI and data governance with tools like Databricks Unity Catalog for unified data control. Explore data plane convergence, where OLTP and OLAP merge to create real-time feedback loops in apps. Delve into the evolution of Retrieval-Augmented Generation, highlighting the importance of a robust retrieval pipeline for enhanced AI reliability. Get practical insights for architecting resilient AI systems.

Discover the nine pillars crucial for excelling as a Solution Architect. Learn how embracing mistakes fosters a culture of innovation and growth. Master the delicate balance between technical acumen, perfectionism, and aesthetics for robust system design. Strong problem-solving and communication skills are essential for navigating complex challenges. Gain insights on aligning tech solutions with business objectives through strategic thinking and collaboration. Continuous learning and modeling enhance clarity and decision-making for impactful architectural outcomes.

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.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 and all the calculations 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

Discover how Agentic AI is revolutionizing enterprise IT by transforming isolated AI tools into collaborative, multi-agent systems. The podcast explores the new 'agentic AI mesh' architecture that enhances efficiency while addressing complexities like technical debt. It delves into advancements in AI autonomy, security, and ethical governance, emphasizing the importance of 'governed autonomy.' Key frameworks like LangGraph and AutoGen are discussed, highlighting the balance between control and usability in managing intelligent agents. Tune in to uncover how these innovations are reshaping the landscape of technology.

Dmytro Golodiuk, a seasoned tech professional with over 17 years in the software industry, dives deep into the world of agentic AI and its architectural challenges. He emphasizes that the real hurdles lie in distributed systems, not just in AI capabilities. Dmytro explores critical patterns like Orchestrator-Worker models versus event-driven Choreography, resilience in multi-agent systems, and the advantages of the Actor Model for concurrency. He also stresses the importance of robust governance frameworks for security and efficiency in deploying these systems.

🎙️ 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

Dive into the fascinating world of AI model training! Explore the staggering resources needed to train a 70-billion parameter model on a 15-trillion token dataset using 1024 H100 GPUs. Uncover two unique approaches to estimating training time: a top-down method leveraging NVIDIA’s benchmarks and a bottom-up calculation based on essential computational demands. Discover the complexities of precision types and how they impact speed, alongside insights into the future of AI development. Get ready for some eye-opening calculations!

Discover how user interfaces are integral to architectural decisions, shaping backend systems and security. Explore the efficiency of Command-Line and Text User Interfaces for automation. Dive into design patterns like MVC and MVVM, focusing on the separation of presentation and business logic. Delve into the complexities of Voice and Natural User Interfaces, highlighting challenges like latency in cloud environments. The discussion culminates with strategies for selecting the right UI based on user expertise and application needs.