The blue frog above is a poison arrow frog. These frogs are found in Central and South America and, as their name suggests, may be used to produce poison arrows. The frogs secrete toxins from their skin which can kill predators. They are brightly coloured to warn predators to stay away.
but that may not help a frog much in autumn: