We propose an inflation model in which the inflationary era is driven by strong dynamics of $Sp(2)$ gauge theory. The quark condensation confined phase theory generates inflaton potential comparable to energy thermal bath at time transition. Afterwards, with a super-Planckian field value global minimum, commences false vacuum region lying between true regions and hence name ``topological inflat...