
Transitioning from traditional large language models to autonomous research agents requires a fundamental shift in how developers conceptualize the interaction between human intent and machine execution. This transformation marks the end of the era where artificial intelligence was viewed merely as a sophisticated chatbot and begins a period where these systems function as independent researchers. Loop engineering emerges as the










