An ensemble of spin-1/2 particles is observed repeatedly using Stern-Gerlac
h devices with varying orientations. Synthesis of such noncommuting observa
bles is analyzed using the maximum likelihood estimation as an example of q
uantum-state reconstruction. Repeated incompatible observations represents
a new generalized measurement. This idealized scheme will serve for analysi
s of future experiments in neutron and quantum optics.