Popper, being a deductivist, stated that reasoning is largely deductive. However, most philosophers disagree and state that reasoning is non-deductive. Deductivists generally consider ampliative reasoning invalid. This chapter provides inductive or ampliative logic leading from evidential premises to evidence-transcending conclusions. It discusses abduction and inference to the best explanation (IBE). In discussing abduction and IBE, ‘facts' that require explanation are a prerequisite. There are two main sources of these facts–namely, sense-experience and testimony. Justificationism refers that a reason for believing something must be a reason for what is believed. On rejecting justificationism, it can be allowed that perceptual experiences are reasons as well as causes of perceptual believing. The distinction between the contexts of discovery and justification is largely because of the logical positivists and Popper. Inductive or ampliative logic are not needed anywhere—not in the context of criticism, not in the context of invention, and not in the context of appraisal either.