In the recent past a number of exotic ontology related to space and time have been explored by researchers. For example, a set of region-connection calculi (RCC-5, RCC-8), cyclic-time algebra, partially-ordered time algebra, Cardinal algebra with point in 2D space, etc. are being developed. They often show strong simiarity amongst themselves and with the traditional algebras (point, interval, duration etc.) of spatio-temporal constraints. From a broad perspective they seem to form a group of constraint algebra where the domain is continuous. We would like to understand all these diferent algebras from a broad perspective. For example, we would like to know if there exists any common properties between the tractable sub-algebras of these algebras. It appears that we need a different type of geometry to understand the qualitative 'space.'