Just as alchemy evolved into chemistry by discovering fundamental entities and rules, modern tech fields like AI must move beyond surface-level descriptions to uncover true mechanistic models. This deep dive explores how defining entities, properties, and rules transforms immature sciences—and why psychology remains stuck in its 'alchemy phase' while biology inches closer to maturity.