Original: Potassium reacts very violently with water producing potassium hydroxide (KOH) and hydrogen gas.
Simplified: It is extracted from them by electrolysis of potassium hydroxide or potassium chloride. The potassium hydroxide or potassium chloride has to be melted at a very high temperature.