Loop Engineering Visualized: A World Cup Fan Journey with SerpApi and Codex

Prompt Engineering focuses on shaping a model call, while Loop Engineering focuses on what happens after that call: how an agent observes the result, updates its state, chooses the next action, and decides whether to continue. The difference sounds simple. But it is hard to feel until you build something