In 1786, Houston was appointed to a commission to study the defects in the Articles of Confederation which joined the states. He went to the Annapolis Convention to discuss the Problem. Instead of proposing changes to the articles, this Convention called for a full Constitutional Convention. When the United States Constitutional Convention assembled in 1787, he went to Philadelphia as a delegate. Houston only remained at the convention for a week before his failing health caused him to withdraw.