ArchiCraft: Solution Architecture Insights for AI Engineering #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, adaptability, goal-oriented behaviour, and continuous learning, which enable these systems to operate without constant human supervision. We'll also dissect the six layers of an enterprise agent architecture, from the Perception Layer to the Infrastructure Layer, providing a clear blueprint for designing robust solutions.
Our discussion will cover the strategic decisions between single-agent and multi-agent systems, examining their respective complexities, costs, and scalability, alongside the various multi-agent topologies like hierarchical, horizontal, and hybrid models. A significant focus will be placed on the integration imperative, including how to connect agents to the broader enterprise through API-led integration using "agent-ready" APIs and API Management platforms. We'll also look at event-driven architectures (EDA) for real-time responsiveness and scalability, leveraging platforms like Apache Kafka, and the crucial role of data pipelines and Retrieval-Augmented Generation (RAG) in grounding agents in high-quality enterprise data.
Furthermore, we'll introduce AgentOps, the new operational discipline for managing autonomous systems, building upon MLOps and LLMOps, and discussing its core pillars of observability, monitoring, and cost management. We'll address the critical aspects of security and risk management, including the application of the NIST AI Risk Management Framework and the MAESTRO threat modeling framework for agents, along with practical safeguards like Human-in-the-Loop. Finally, we'll discuss how to measure success by shifting from traditional outputs to outcome-oriented KPIs for agentic AI, and offer a vision for the future with the Agentic AI Mesh and a pragmatic, phased adoption roadmap for architects.
Thank you for listening! ❤️ Build smart, Architect with intent.
🟦 CONNECT WITH DMYTRO
Email: info@golodiuk.com
🟦 EPISODE LINKS (ORIGINAL BLOG POSTS)
Find the full blog post here:
The Architect's Guide to Enterprise Agentic 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
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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