use a k-means based cluster approach to speed up similarity searches
parse answers as markdown
removed K-D Tree vector storageSince this implementation does not have any advantages over the SQLitestorage it makes no sense to keep it. Other storage backends might comethough at a later time
pin php to 8.1
initial checkin. working vector storage and similarity search