The Constitutional Convention was called in Philadelphia in 1787 to address weaknesses in the Articles of Confederation like the lack of a strong central government. The 55 delegates who attended worked in private to freely discuss reforms and compromises needed to create a new Constitution. James Madison kept detailed notes of the debates and discussions that took place between the founding fathers as they worked to establish a new framework for the United States government.