This paper describes the corner-stones of a means-ends approach to the phil
osophy of inductive inference. I begin with a fallibilist ideal of converge
nce to the truth in the long run, or in the 'limit of inquiry'. I determine
which methods are optimal for attaining additional epistemic aims (notably
fast and steady convergence to the truth). Means-ends vindications of (a v
ersion of) Occam's Razor and the natural generalizations in a Goodmanian Ri
ddle of Induction illustrate the power of this approach. The paper establis
hes a hierarchy of means-ends notions of empirical success, and discusses a
number of issues, results and applications of means-ends epistemology.