CCAR-F Architecture Patterns: Single-Shot, Workflow, and Agentic Claude Systems

About this video

Building an AI agent is not always the right architecture decision. In this video, we break down one of the most important CCAR-F architecture concepts: choosing between single-shot interactions, deterministic workflows, and agentic Claude systems. You’ll learn how architects evaluate: - When a simple model interaction is enough - When application-controlled workflows provide better reliability - When autonomous agent loops are actually justified - How cost, security, and operational risk influence architecture choices We’ll walk through the decision process used to select the right level of autonomy, including outcome definition, tool requirements, workflow design, and agent guardrails. For CCAR-F candidates, the key lesson is understanding why an architecture pattern fits a business requirement — not simply knowing how each feature works. Good AI architecture is not about maximum autonomy. It is about choosing the right amount of autonomy for the problem. #CCARF #Claude #AIArchitecture