Congress called for a conversation to be held in Philadelphia in 1787 in order to

In 1787, it became clear to many that the Articles of Confederation weren't really working.

So, they sent out notice for a convention to "devise such further provisions as shall appear to them necessary to render the constitution of the Federal Government adequate ..."