Many wild plants are bitter while being perfectly edible - pokeweed, for example, is widely eaten despite being rather bitter without preparation (it is still edible even raw, I've munched on it often when hiking as a teen).  Others are perfectly tasty while being poison, some will just make you sick, but wild almonds are supposed to taste like domestic ones, but have enough cyanide to kill a child outright.