The lighter mass eigenstate (${\stackrel{\texttildelow{}}{t}}_{1}$) of the two top squarks, the scalar superpartners of the top quark, is extremely difficult to discover if it is almost degenerate with the lightest neutralino (${\stackrel{\texttildelow{}}{\ensuremath{\chi}}}_{1}^{0}$), the lightest stable supersymmetric particle in the R-parity conserving supersymmetry. The current experimental bound on ${\stackrel{\texttildelow{}}{t}}_{1}$ mass in this scenario stands only around 200 GeV. For such a light ${\stackrel{\texttildelow{}}{t}}_{1}$, the heavier top squark (${\stackrel{\texttildelow{}}{t}}_{2}$) can also be around the TeV scale. Moreover, the high value of the Higgs ($h$) mass prefers the left- and right-handed top squarks to be highly mixed, allowing the possibility of a considerable branching ratio for ${\stackrel{\texttildelow{}}{t}}_{2}\ensuremath{\rightarrow}{\stackrel{\texttildelow{}}{t}}_{1}h$ and ${\stackrel{\texttildelow{}}{t}}_{2}\ensuremath{\rightarrow}{\stackrel{\texttildelow{}}{t}}_{1}Z$. In this paper, we explore the above possibility together with the pair production of ${\stackrel{\texttildelow{}}{t}}_{2}$ ${\stackrel{\texttildelow{}}{t}}_{2}^{*}$, giving rise to the spectacular $\mathrm{\text{diboson}}+\mathrm{\text{missing}}$ transverse energy final state. For an approximately 1 TeV ${\stackrel{\texttildelow{}}{t}}_{2}$ and a few hundred GeV ${\stackrel{\texttildelow{}}{t}}_{1}$ the final state particles can be moderately boosted, which encourages us to propose a novel search strategy employing the jet substructure technique to tag the boosted $h$ and $Z$. The reconstruction of the $h$ and $Z$ momenta also allows us to construct the stransverse mass ${M}_{T2}$, providing an additional efficient handle to fight the backgrounds. We show that a $4--5\ensuremath{\sigma}$ signal can be observed at the 14 TeV LHC for $\ensuremath{\sim}1\text{ }\text{ }\mathrm{TeV}$ ${\stackrel{\texttildelow{}}{t}}_{2}$ with $100\text{ }\text{ }{\mathrm{fb}}^{\ensuremath{-}1}$ integrated luminosity.