A general framework is described specifying how boundedly rational decision
makers generate their choices. Starting from a "Master Module" which keeps
an inventory of previously successful and unsuccessful routines several su
bmodules can be called forth which either allow to adjust behavior (by "Lea
rning Module" and "Adaptation Procedure") or to generate new decision routi
nes (by applying "New Problem Solver"). Our admittedly bold attempt is loos
ely related to some stylized experimental results. (C) 2000 Elsevier Scienc
e B.V. All rights reserved.