Cogprints just announced the addition of a 1994 research paper (PDF format) by Christian Balkenius on the implications of biological learning mechanisms to artificial intelligence. The paper is ten years old but still relevant today. It ties in nicely with Rodeny Brooks' subsumption approach to behavioural robotics and suggests that prior AI research efforts to find a generalized set of learning algorithms were fundamentally wrong.