Ontonix: Model-free methods – a new frontier of science


ORIGINALLY PUBLISHED in September (and again in November 2010): I thought it worthwhile revisiting this piece by Dr Jacek Marczyk, (Founder & CTO of Ontonix Srl.) as it tied-in with some of my recent thoughts regarding “complexity paralysis”, procrastination and belief systems.

When we make decisions or when we think our brain does not use any equations or math models. Our behaviour is the “fruit” of certain hard-wired instincts and experience that is acquired during our lives and stored as patterns (or attractors). We sort of “feel the answer” to problems no matter how complex they may seem but without actually computing the answer. How can that be? How can a person (not to mention an animal) who has no clue of mathematics still be capable of performing fantastically complex functions? Why doesn’t a brain, with its immense memory and computational power, store some basic equations and formulae and use them when we need to make a decision? Theoretically this could be perfectly feasible. One could learn equations and techniques and store them in memory for better and more sophisticated decision-making. We all know that in reality things don’t work like that. So how do they work? Read more of this post