We consider the problem of rational decision making in the presence of
nonlinear constraints. By using tools borrowed from spin glass and ra
ndom matrix theory, we focus on the portfolio optimisation problem. We
show that the number of optimal solutions is generally exponentially
large, and each of them is fragile: rationality is in this case of lim
ited use. In addition, this problem is related to spin glasses with Le
vy-like (long-ranged) couplings, for which we show that the ground sta
te is not exponentially degenerate. (C) 1998 Published by Elsevier Sci
ence B.V. All rights reserved.