In expressions like “beyond the bounds of credibility” and “beyond the bounds of decency” the word “bounds” is short for “boundaries,” and means “limits.” Many people transform these sayings by substituting “bonds” for “bounds,” evidently thinking of people straining against restraints, even going so far as to speak of the bonds of credibility being stretched or broken. This usage makes a sort of sense, but it is not traditional.