  Moduli stabilisation in string compactifications with many light scalars
remains a major blind-spot in the string landscape. In these regimes, analytic
methods cease to work for generic choices of UV parameters which is why
numerical techniques have to be exploited. In this paper, we implement
algorithms based on JAX, heavily utilising automatic differentiation,
just-in-time compilation and parallelisation features, to efficiently construct
string vacua. This implementation provides a golden opportunity to efficiently
analyse large unexplored regions of the string landscape. As a first example,
we apply our techniques to the search of Type IIB flux vacua in Calabi-Yau
orientifold compactifications. We argue that our methods only scale mildly with
the Hodge numbers making exhaustive studies of low energy effective field
theories with $\mathcal{O}(100)$ scalar fields feasible. Using small computing
resources, we are able to construct $\mathcal{O}(10^6)$ flux vacua per geometry
with $h^{1,2}\geq 2$, vastly out-performing previous systematic searches. In
particular, we showcase the efficiency of our methods by presenting generic
vacua with fluxes below the tadpole constraint set by the orientifold with up
to $h^{1,2}=25$ complex structure moduli.
