AI and The Burden of Knowledge: The Future of Design and Human Competence
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Jul 15, 2023
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AI and The Burden of Knowledge: The Future of Design and Human Competence
Innovation is a driving force in human progress, pushing the boundaries of knowledge further with each passing generation. However, this progress comes at a cost. Economist Benjamin Jones argues that the growing "burden" of knowledge is slowing down innovation, as inventors have less time to focus on new ideas and breakthroughs. This burden stems from the need for extensive education and training to reach the frontier of knowledge. But what if there was a way to bypass this burden? Enter artificial intelligence (AI).
AI, unlike humans, does not suffer from the burden of knowledge. It does not die or degrade, but instead continuously improves. This technology has the potential to accumulate knowledge at an unprecedented rate, surpassing our comprehension. This raises profound questions about the future of AI and its relationship with human knowledge acquisition. What will happen when AI no longer needs us? Will we become secondary creatures, incapable of understanding the world we live in?
Humans have a unique ability to pass significant knowledge from generation to generation, building upon the wisdom of prior ages. It is this mechanism that drives progress. Generation after generation, we tunnel further into the mountain of knowledge, constantly learning and innovating. However, the age at which notable inventions occur is significantly increasing. In the early 1900s, the peak ability to generate a great invention occurred at around 30 years old. By 2000, it had risen to nearly 40. The more time it takes someone to reach the frontier of knowledge, the less time they have to actually innovate.
On the other hand, AI does not face these limitations. With its ability to continuously learn and improve, AI can surpass us in knowledge acquisition and innovation. This creates an ever-expanding gap between humans and AI. While we may benefit from the wonders AI reveals, we may also become incapable of understanding how they came to be.
The future of design is one area where AI's impact is already being felt. Carl Benedikt Frey and Michael A. Osborne's study, "The Future of Employment: How Susceptible Are Jobs to Computerization," identifies three factors that impact the level of automation risk in different occupations: perception and manipulation, creative intelligence, and social intelligence. Design, with its complex perception and manipulation activities, is already being influenced by AI. Computer vision and deep learning systems can deconstruct massive data sets to inform algorithmic designers on ways to manipulate compositions, form, texture, and more. This threatens the perceptual activities that human designers consider their unique "eye and craft."
Creative intelligence is another area where AI struggles to compete with human designers. While AI can create design variations based on codified heuristics, rules, best practices, and principles, it still struggles to generate valuable ideas and solutions. Human designers possess insights, perspectives, and social intelligence that contribute to breakthrough ideas. Computers, despite their progress, find it challenging to spontaneously challenge themselves with creative questions and evaluate the value of their solutions.
Social intelligence, too, remains a stronghold for human designers. Jobs that require high social intelligence, such as public relations, acting, or comedy writing, are unlikely to be replaced by automation in the near future. Understanding culture, humanity, and human-centered design requires a level of social intelligence that AI has yet to fully grasp.
While AI has made significant progress in perception and manipulation activities, it still struggles with creative and social intelligence. These areas pose challenges for computer science researchers in making near-term progress that would be good enough to replace a significant number of jobs in the next five to fifteen years.
In light of these developments, it is crucial for humans to adapt and acquire new skills to compete against AI. Here are three actionable pieces of advice:
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Embrace creativity and social intelligence: While AI may outperform humans in certain areas, our capacity for creative thinking and social intelligence remains unmatched. Focus on honing these skills to stay relevant and competitive in the future job market.
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Become lifelong learners: The burden of knowledge may be slowing down innovation, but humans have the advantage of being able to continuously learn and adapt. Embrace a mindset of lifelong learning to stay ahead of the AI curve.
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Collaborate with AI: Rather than seeing AI as a threat, view it as a tool for collaboration. Learn how to work alongside AI systems to enhance your own skills and abilities. Embrace the synergy between human creativity and AI's computational power.
In conclusion, the burden of knowledge is a significant challenge for human innovation, but AI offers a unique solution. By surpassing the burden of knowledge, AI has the potential to accelerate knowledge acquisition and innovation. However, certain areas, such as creative and social intelligence, remain difficult for AI to replicate. To compete against AI, humans must embrace their creative and social intelligence, become lifelong learners, and learn to collaborate with AI systems. In doing so, we can leverage the strengths of both humans and AI to shape a future that embraces innovation and progress.
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