Analog Chess is a version of chess where pieces can move to any position on the board, not constrained to an 8x8 grid. The game has modified rules, such as no check or checkmate, and winning is achieved by capturing the opponent's king. The game is implemented using Python and PyGame library. The developer mentions that implementing check/checkmate would be too complicated and destroy their sanity.