The international collaboration designing and constructing
the Deep Underground Neutrino Experiment (DUNE) at the Long-Baseline
Neutrino Facility (LBNF) has developed a two-phase strategy toward
the implementation of this leading-edge, large-scale science
project. The 2023 report of the US Particle Physics Project
Prioritization Panel (P5) reaffirmed this vision and strongly
endorsed DUNE Phase I and Phase II, as did the European Strategy for
Particle Physics. While the construction of the DUNE Phase I is well
underway, this White Paper focuses on DUNE Phase II planning. DUNE
Phase-II consists of a third and fourth far detector (FD) module, an
upgraded near detector complex, and an enhanced 2.1 MW beam. The
fourth FD module is conceived as a “Module of Opportunity”, aimed
at expanding the physics opportunities, in addition to supporting
the core DUNE science program, with more advanced technologies. This
document highlights the increased science opportunities offered by
the DUNE Phase II near and far detectors, including long-baseline
neutrino oscillation physics, neutrino astrophysics, and physics
beyond the standard model. It describes the DUNE Phase II near and
far detector technologies and detector design concepts that are
currently under consideration. A summary of key R&D goals and
prototyping phases needed to realize the Phase II detector technical
designs is also provided. DUNE's Phase II detectors, along with the
increased beam power, will complete the full scope of DUNE, enabling
a multi-decadal program of groundbreaking science with neutrinos.