quantum field theory
Quantum field theory is the framework that grows out of marrying quantum mechanics with special relativity. In it the fundamental objects are not particles but fields — quantities spread continuously through all of space and time. Each kind of particle has its own field: there is an electron field, a photon field, a quark field, and so on. What we call a particle is then a localised ripple, a quantum of excitation, in one of these underlying fields.
This shift in viewpoint solves problems that ordinary quantum mechanics cannot handle gracefully. At high energies particles are routinely created and destroyed — a photon turns into an electron and a positron, particles spray out of a collision — and a theory with a fixed number of particles simply has no language for that. Because a field can be excited or de-excited any number of times, quantum field theory naturally describes creation and annihilation, and so becomes the proper home for high-energy and relativistic physics.
Quantum field theory is the engine behind the Standard Model of particle physics, the most precisely tested theory humanity has ever built. The same framework also illuminates condensed matter, where collective vibrations and other emergent excitations behave like particles of their own. It is honest to say the subject is mathematically demanding and still incomplete — gravity has resisted being folded in — but as a description of matter and forces at the smallest scales it is extraordinarily successful.
Quantum mechanics + special relativity, with fields as the primary objects and particles as their quanta.
Quantum field theory is not a different theory that replaces quantum mechanics; it is quantum mechanics applied to fields. Ordinary single-particle quantum mechanics re-emerges as its low-energy limit, where particle number is fixed.