When Simple Wins: The o3 Geolocation Prompt That Underperformed

Despite viral attention for its sophisticated optimization, an elaborate prompt for OpenAI's o3 geolocation task actually underperformed a simple baseline. This reveals how easily practitioners mistake anecdotal successes for genuine improvement without rigorous evaluation. The lesson is clear: systematic benchmarking, not prompt complexity, should guide real-world AI optimization.