As applications of arXiv:2004.07259, the first part of the thesis is based on (i) arXiv:2011.04660 wherein we computed the low energy coupling constants of SU(3) chiral perturbation theory at NLO in the chiral expansion in the chiral limit, from the type IIA string dual inclusive of ${\cal O}(R^4)$ corrections and found a novel HD-large-$N$ connection; (ii) arXiv:2108.05372, arXiv:2203.11959 wherein we discussed confinement-deconfinement phase transition in thermal QCD-like theories at intermediate coupling in the absence/presence of rotation and observed (a) a novel "UV-IR" mixing, (b) "Flavor Memory" effect, (c) M$\chi$PT compatibility,(d) non-renormalization of deconfinement temperature $T_c$ beyond one loop in the zero instanton sector, and (e) found that the $T_c$ of rotating QGP decreases when angular velocity of rotating cylindrical black hole increases and vice-versa. In the second part of thesis, we obtained Page curves of Reissner-Nordstr\"{o}m black holes in the presence of ${\cal O}(R^2)$ terms and black holes with multiple horizons in arXiv:2204.11882 and arXiv:2210.00331 respectively. In arXiv:2207.04048, we constructed a doubly holographic setup for a non-conformal bath (thermal QCD) in ${\cal M}$-theory background with the inclusion of ${\cal O}(R^4)$ terms and obtained the Page curve of an eternal neutral black hole for massless graviton localized on an ETW-"brane"/(Fluxed) hypersurface. Multiverse is described as the setup of 2n anti de-Sitter (AdS) or de-Sitter branes embedded in the corresponding bulk (arXiv:2301.06151). Since all the universes can communicate with each other due to transparent boundary conditions at the defect, therefore one could exchange information between any universes. This setup is also used to obtain the Page curve of the Schwarzschild de-Sitter black hole, which has two horizons., Comment: 330 pages, 31 figures, 4 tables; based on Ph.D. thesis (successfully defended on October 05, 2023) and arXiv:2011.04660, arXiv:2108.05372, arXiv:2203.11959, arXiv:2204.11882, arXiv:2207.04048, arXiv:2210.00331, arXiv:2301.06151