Stop Overcomplicating AI Workflows. This Is the Simple Framework

About this article

I’ve been working on building an agentic AI workflow system for business use cases and one thing became very clear very quickly. This is not about picking the right LLM. The real complexity starts when you try to chain reasoning, memory, and tool execution across multiple steps. A single agent works fine for demos. The moment you introduce multi-step workflows with external APIs, things start getting weird and complex. State management becomes a problem. Memory retrieval is inconsistent. Late...