the action
Suppose you throw a ball from one window to another across a courtyard. Out of all the infinitely many paths it could take — looping, zigzagging, going straight — nature always picks one specific arc. The 'action' is the single number that physics assigns to each possible history of a system, and the deep rule is: nature follows the history that makes this number as small (or, more precisely, as flat) as possible. This is the principle of stationary action, and it is one of the most elegant ideas in all of physics.
Mechanically, you get the action by taking the Lagrangian and adding it up over time (and, for fields, over all of space too). Each candidate history of the fields gets one number. The actual path of nature is the one for which tiny wiggles in the history leave the action essentially unchanged — like the bottom of a valley, where small steps in any direction barely change your height. Demanding this condition mathematically spits out the equations of motion. In the quantum version, due to Richard Feynman, a particle does not take just one path: every possible history contributes, weighted by its action, and the paths near the stationary one reinforce while wild paths cancel out — recovering the classical answer when things are big.
The action is the true starting point of modern physics. You specify a theory by writing its action; symmetries of the action become conservation laws (Noether's theorem); and Feynman's sum-over-histories built from the action is the foundation of quantum field theory calculations. A common misconception worth clearing up: the principle is not literally 'least' action and the ball does not 'try out' every path and choose — the path-of-stationary-action is a mathematical characterization of what happens, beautifully equivalent to the usual force laws, not a story of nature shopping around.
Light bending as it enters water is the action principle in plain sight: the beam takes the route that makes its travel-time stationary, which is why it kinks at the surface rather than going dead straight. Fermat noticed this for light centuries before it was understood as one case of a universal rule.
Refraction: light picks the stationary-time path — the action principle made visible.
Despite the name 'least action,' the true path makes the action stationary (flat), which is sometimes a minimum, sometimes a saddle point. And nothing physically 'samples' all paths in classical mechanics — it is a description, not a process.