Agentic Workflows Without LLMs? How I Cut a 14-Hour Engineering Workflow to 2 Hours

Agentic software is often described in a fairly simple way. Give an LLM a set of tools, describe a goal, and let the model work through the problem. That works surprisingly well for prototypes.