Alchemy vs Chemistry Stage of AI

We are in the position of alchemists with respect to building aligned superintelligence: machine learning is in the alchemy rather than chemistry stage, where practitioners mix ingredients and observe results without understanding, and being able to build a superintelligence is as far from being able to align it as melting gold is from transmuting lead into gold.