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 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, intelligent feedback loops in AI-driven apps.
🟦 Specialized AI models (e.g., Phi-4-mini) driving a dual-track strategy for performance and cost-efficiency.
🟦 RAG re-architected — why hybrid retrieval, chunking, and reranking make Retrieval-Augmented Generation a data engineering-first concern.
Get practical insights and strategic guidance to architect resilient, scalable, and AI-native enterprise systems.
Thank you for listening! ❤️ Build smart, Architect with intent.
🟦 CONNECT WITH DMYTRO
LinkedIn
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Email: info@golodiuk.com
🟦 EPISODE LINKS (ORIGINAL BLOG POSTS)
Find the full blog post and all the calculations here:
Agentic AI Time: New Architectural Imperatives in Enterprise AI
🟦 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
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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
ArchiCraft: Solution Architecture Insights for AI Engineering