Out of the box, the robot could not distinguish the black line from the grey background — the raw IR readings overlapped. Sensor threshold calibration separated the two classes; after tuning, the robot tracked both straight and curved sections with high stability.
Simple reactive logic plus honest calibration produces reliable autonomy. The closed-loop principles here fed directly into the later, larger systems — the quadruped's behaviour arbitration and the Ackermann platforms' control layers.