We develop a Lagrangian formulation for gravity with matter where the gravitational couplings are universally treated as being field-dependent. The solutions for FLRW geometries and the associated time evolution of the Newton and cosmological couplings are found. The distance-redshift relations are shown to prefer a slowly growing Newton’s coupling along with a negative equation of state () for the matter fluid at the present epoch of accelerated expansion, while ruling out Dirac’s large number hypothesis. We obtain an improved bound on as: in the context of supernova cosmology, as well as a new constraint on as: . Based on this formulation, we also present a dynamical solution to the `cosmic coincidence’ problem.

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