Consider a circle, and the number pi.
The word "circle" is a designation, a human invention. It corresponds to a concept, the concept of a round shape, and the concept of the set of points in a plane that are a particular distance from a fixed point.
But the designation and the concept also correspond to real things, actual shapes. The shape of a circle is unambiguous. It has been realized independently many times, by different cultures, by other organisms consciously (e.g. dolphins making bubble rings) instinctively (spider webs, bird's nests) accidentally (ant hills, worm holes, fairy rings) and inherently (your eye, a daisy), and by non-living things such as bubbles, craters, weather patterns, stars, galaxies, and planets. Clearly, the concept of a circle is not a human invention. It is a discovery that has been given an invented designation.
The properties of a circle (radius and circumference) are part of the discovery. These properties are properties of actual circles that really exist. They may be given arbitrary designations, but the concepts themselves are not arbitrary, and nor is the relationship between them.
If pi were a human invention, if pi depended solely on its inventor, then it would be unlikely to be given the same value by two independent inventors. The fact that it has been discovered independently with the same value indicates that it relies on something beyond those inventors, something with its own independent reality.
If pi were simply an invention, why not just give it an easy value, like 3?
Similaryly, if the golden ratio is a human invention, why not invent it to be 1.5?