The Beijing pool is 3 metres deep, a metre deeper than standard competitive pools. As explained in this week's issue of New Scientist magazine, the extra depth helps dissipate the turbulence caused by the swimmer's movement, causing less resistance. In other words, they are being helped by the architecture.
