What Happens When You Treat AI Agents Like Employees, Not Chatbots

An engineer's experience refactoring a monitoring service using an LLM highlighted the limitations of treating AI as a conversation partner, which creates an inefficient interaction pattern. Meanwhile, a Google Maps search for local coffee shops demonstrates a complex backend process. While users perceive a single operation, the system must simultaneously determine location, interpret searches, rank geographic data, and calculate directions through multiple integrated systems to ensure the results feel instant to the end user.