A Road Map to Strong Intelligence

TL;DR

This paper explores the concept of strong intelligence, proposing a broad interdisciplinary framework, analyzing existing theories, and outlining a roadmap for achieving advanced artificial intelligence while addressing control and ethical challenges.

Contribution

It offers a comprehensive interdisciplinary perspective on strong intelligence, classifies types of intelligence, and proposes a strategic roadmap for future AI development.

Findings

Strong intelligence requires radical changes in deep learning.

A Turing-complete machine cannot possess true understanding.

Biological insights can inform AI control solutions.

Abstract

I wrote this paper because technology can really improve people's lives. With it, we can live longer in a healthy body, save time through increased efficiency and automation, and make better decisions. To get to the next level, we need to start looking at intelligence from a much broader perspective, and promote international interdisciplinary collaborations. Section 1 of this paper delves into sociology and social psychology to explain that the mechanisms underlying intelligence are inherently social. Section 2 proposes a method to classify intelligence, and describes the differences between weak and strong intelligence. Section 3 examines the Chinese Room argument from a different perspective. It demonstrates that a Turing-complete machine cannot have strong intelligence, and considers the modifications necessary for a computer to be intelligent and have understanding. Section 4 argues that the existential risk caused by the technological explosion of a single agent should not be of serious concern. Section 5 looks at the AI control problem and argues that it is impossible to build a super-intelligent machine that will do what it creators want. By using insights from biology, it also proposes a solution to the control problem. Section 6 discusses some of the implications of strong intelligence. Section 7 lists the main challenges with deep learning, and asserts that radical changes will be required to reach strong intelligence. Section 8 examines a neuroscience framework that could help explain how a cortical column works. Section 9 lays out the broad strokes of a road map towards strong intelligence. Finally, section 10 analyzes the impacts and the challenges of greater intelligence.