Poirier began his military service at the beginning of World War II, after graduating from Special Military School of Saint-Cyr, and was imprisoned in Germany until 1945.
Poirier took part in the design of the French doctrine for use of nuclear weapons, the so-called "weak-to-strong strategy" (statégie du faible au fort), intended to deter the much stronger Soviet Union from invading France and Europe.