Large language models like ChatGPT are transitioning from conversational interfaces to active agents. These systems move beyond text generation to execute complex workflows and automate professional tasks. This shift requires new orchestration layers to manage autonomy. For developers, the focus moves from prompt engineering to building reliable, goal-oriented agentic frameworks.