This article is concerned with a discussion of the plausibility of the claim that GM technology has the potential to provide the hungry with sufficient food for subsistence. Following a brief outline of the potential applications of GM in this context, a history of the green revolution and its impact will be discussed in relation to the current developing world agriculture situation. Following a contemporary analysis of malnutrition, the claim that GM technology has the potential to provide the hungry with sufficient nourishment will be discussed within the domain of moral philosophy to determine whether there exists a moral obligation to pursue this end if and only if the technology proves to be relatively safe and effective. By using Peter Singer's duty of moral rescue, I argue that we have a moral duty to assist the third world through the distribution of such GM plants. I conclude the paper by demonstrating that my argument can be supported by applying a version of the Precautionary Principle on the grounds that doing nothing might be worse for the current situation.