Under-reamed pile foundations are specialized pile types with enlarged bases designed to provide structural stability in weak, expansive soils, particularly beneficial in conditions subject to moisture changes and uplift forces. They are constructed using tools like spiral augers and underreamers, and their design includes critical specifications regarding size, spacing, and load capacity. While they offer advantages like cost savings and reduced excavation needs, they also present challenges in terms of required craftsmanship and supervision.