Everyone's talking about agentic AI, but are we all talking about the same thing? I've noticed people using "agentic architectures" and "agentic workflows" interchangeably. But they're actually quite different concepts that work together. Here's the distinction: ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„๐˜€ = The series of steps an agent takes to achieve a goal Think of it as the "what" - the actual process These steps might include: โ€ข Using LLMs to create a plan โ€ข Breaking down tasks into subtasks โ€ข Using tools like internet search โ€ข Reflecting on outcomes and adjusting the plan ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ๐˜€ = The technical framework and system design Think of it as the "how" - the underlying structure These always contain: โ€ข At least one agent with decision-making capabilities โ€ข Tools the agent can use โ€ข Systems for short and long-term memory Why does this matter? Because the same workflow can be implemented using different architectures. It's like having multiple ways to build the same recipe - the steps remain similar, but the kitchen setup varies. For example, an agentic RAG workflow (breaking down queries, retrieving information, evaluating relevance) could be built with a single-agent router architecture or a multi-agent system. Same workflow, different architecture. Understanding this distinction helps you: โ€ข Design more flexible systems โ€ข Choose the right architecture for your specific workflow โ€ข Communicate more clearly about what you're actually building What agentic workflows are you most excited about implementing? Resources: ๐Ÿ“Œย Agentic Architectures free Ebook: weaviate.io/ebooks/agentic-aโ€ฆ ๐Ÿ“Œย Agentic Workflows blog post: weaviate.io/ebooks/advanced-โ€ฆ

Oct 23, 2025 ยท 9:00 AM UTC

Replying to @femke_plantinga
We see it as: Architecture =/= Workflows. Agent Creation Studio is our Architecture: The seamless orchestration layer that enables reasoning, memory, and tool integration. Our Prebuilt Agents are the Workflows: Ready-to-deploy instances built on that foundation.
4
Replying to @femke_plantinga
Honestly, getting the terms right is half the battle before even building anything.
1
Replying to @femke_plantinga
IMGO This framework is solid foundation for feasible agentic AI, promoting designs that prioritize modularity. For production, integrate sources like the arXiv surveys for robust, cost-optimized iterations without over-engineering. x.com/i/grok/share/eMo0OI2rhโ€ฆ

1
Replying to @femke_plantinga
lol try not to create new terminologies.
1
Replying to @femke_plantinga
Perfect breakdown! Distinguishing workflow logic from system architecture is key to designing scalable agentic systems that remain adaptable across evolving AI infrastructures.
1
Replying to @femke_plantinga
Learnt the difference and you picture helped clarify even more. Thanks!
1
Replying to @femke_plantinga
Multi-Agentic AI is a myth
1