An Optimist’s Vision of AI

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The era of artificial intelligence is here, and it’s generating despair and fear over the loss of control and the worry that artificial intelligence is about to unleash killer robots and enslave humanity. Perhaps…or, something else. Artificial intelligence will improve lives and generate greater access to education, improve healthcare, and advance climate science. Among many other improvements, AI’s benefits greatly outweigh its costs. AI has its costs since everything comes with a price (there are always both sides to the ledger), but the extraordinary benefits that artificial intelligence can unleash are worth the effort. Don’t slow down, pause, or restrict research, development, and AI applications. Prometheus gave the world fire and while we can still cause great harm, it was among the single greatest advancements for humankind. Artificial intelligence can be the same thing for our modern-day recipients of fire from the gods. But, we can’t be naïve. We can still burn the earth down if we are not careful.

AI will not destroy the world – and is more likely to save it. I’s trajectory points towards a future where it not only enhances technological capabilities but also enriches human lives. Its evolving role will be characterized by a synergy between human and artificial intelligence, propelling societal progress and opening new frontiers of innovation and discovery is not just a technological advancement; it’s a catalyst for a new era of human endeavor.

Its impact is vast, touching every aspect of our lives and work. As AI continues to evolve, its role in shaping our society and driving innovation will only become more significant, opening new horizons for growth, creativity, and human potential.

Today, Tomorrow, and the Apocalypse

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The future does not need us, and apparently, we don’t need it either.

The future isn’t what it used to be.

Humankind evolved to have a long-term view, either from religious teachings, the seasons, empires, and epoques, beyond the temporal spaces of our lifetimes. We went from living in an extended present to thinking about a long-term future.

Our horizons have gotten much shorter. When I wrote my latest book, “The Ten Year Horizon,” ten years seemed a sufficient and faraway temporal space to discuss a long arc of basic scientific research and discovery that could address our most urgent problems. However, it’s most appropriate to think a century ahead in order to understand the future we really want. It’s not just for us, it’s for generations to come.

Collectively, mankind has never had so many ways to destroy itself through self-made dangers including nuclear weapons, bioterrorism, climate change, antibiotic resistance, and many other self-manufactured threats. It is time for temporal maturity and ignore the tumultuous waves striking the boat today and keep our eye on the long-term horizon.

Short-term thinking has brought the potential for a catastrophic crisis even closer. Perhaps now it is time to grow up and think about the future. What do we want to be – because whatever that may be, we are certainly not working towards it now.

ChatGPT Is Not Intelligence

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Artificial intelligence is disrupting all software and services – when applied within narrow and specific parameters. It performs useful tasks and provides meaningful information for decision-makers but within well-defined data sets.AI still has significant limitations, and large language artificial general intelligence programs like ChatGPT (AGI) may not be the big leap forward many imagine. It is not the vanguard of a new era permeating every aspect of our professional, academic, and personal life. AGI’s usefulness is overstated, and it is not going to happen. Intelligence is not a lumbering statistical engine searching for patterns to generate a useful response. AGI is. The predictions of AGI are superficial and dubious. True intelligence is the ability to think and express improbable but insightful ideas (e.g., Einstein’s Theory of Relativity, Newton’s Laws of Motion, and many other improbable, insightful, and truly intelligent insights). Machine learning cannot do this. ChatGPT is a lumbering statistical engine searching for pattern recognition and feeding on incomprehensible terabytes of data and extrapolating the most probable answer. By contrast, the human mind is an efficient elegant system operating with small amounts of information. Human intelligence creates explanations. It does not infer conclusions by brute force and spurious correlations.

Proud Certainty

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In his preamble to “The Theory of Relativity,” Einstein implored his reader to, “set aside your proud certainty” because he was about to present something quite revolutionary, iconoclastic, and, as he discovered for many years after publication, challenging to be broadly accepted. Of course, his insights would be vindicated, and would soon be considered one of the leading minds of the 20th century, and perhaps one of the great minds in scientific history. Einstein knew things that everybody else was ignorant of and was ignorant of things that everybody else knew. That was probably the key to his great thinking – he assumed no knowledge and didn’t confuse himself with the trivial or unimportant. Always explore, race to keep up, clear the field, and let other vibrant minds pass. It is the spark of human creation, analysis, and understanding that gives us a glimpse of nature’s fundamental beauty. We only touch a small fraction, and our hardest work and most diligent thinking expose a little bit more – and that is one of humankind’s most worthwhile pursuits. Set aside proud certainty; be indifferent to your failings and the cacophony of critics. See, question, verify, and question again.

Uncertain Markets and Future Returns

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Volatile stock and bond markets are not going away anytime soon, and investment strategies focused on discipline, market-tested algorithms, and the patience to withstand near-term turbulence will continue to deliver better results. As US stocks have dropped about 25% and US long-term treasuries dropped nearly 30%, specific strategies that combine futures, derivatives, and other securities along with market-neutral equity trading have produced superior returns. This impressive overall performance can be expected to profit from market movements and even market shocks that, while specifically unpredictable, will be inevitable from now on. In the face of dismal predictability and lack of confidence, it is discipline, time-tested algorithms, and a multi-strategy perspective toward broad market sectors that have outperformed and will continue to deliver superior risk-adjusted returns and better overall performance.

Looking Forward

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Most current innovations have yet to reach their potential, and new innovations are essential to address the most critical issues we confront, whether that is climate change, food scarcity, water shortages, or more effective distribution of innovation itself. Advanced technologies can be many things, but several areas, including artificial intelligence, life sciences, and software innovations provide the most potent platform for new opportunities, disruptive innovation, and value creation. Software will disrupt the most important industries in the world, especially finance, life sciences, and communications. These will be the fundamental innovations that will drive value creation over the course of the next year, and from now on.

The Ten Year Horizon: Volatile, Intense, and Mostly Harmless

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This book explores the next decade’s more frequent and intense economic, geopolitical, fiscal, and market volatility, technological innovation, disruption, and hype.

Long-term opportunity exists, and this book uses a 10-year horizon as a surrogate for a long-term perspective. Some of the world’s most important industries are being disrupted, especially finance via digital assets and Blockchain-based businesses, life sciences via gene editing, DNA sequencing, and CRISPR, and communications via advanced wireless data networks, software technologies including artificial intelligence, and new interactive platforms such as the Metaverse.

A New Vision for Artificial Intelligence

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A new vision for artificial intelligence is using smaller more relevant data sets for dynamic learning generating more effective outcomes and better predictions. This model uses cognitive architecture, learns, transfers learning, and retains knowledge – enabling more valuable and compelling artificial intelligence applications. This approach is more closely related to the brain’s actual structures and much more effective than “neural networks,” which is a catchy name but the similarity to the brain’s actual functioning is in name only. Real advancement in artificial intelligence must live in reality, not theoretical marketing. The current state of artificial intelligence shows the shortcomings of big data and trial-and-error approaches. A new AI vision can be a more effective solution. Smaller data sets, more relevant information, dynamic data, and algorithms will lead to more appropriate outcomes, better tools, and more effective applications.

The Next Ten Years

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The onslaught of market-making bad news seems almost a daily event. A gloomy picture of slowing economic growth, elevated inflation, and confusing fiscal and monetary policy has added a lethal mixture to the market’s performance. Fiscal stimulus is sidelined, and monetary policy is constricting economic growth and entrepreneurial innovation. It makes for a gloomy outlook and an even more depressing long-term perspective. The next 10 years look more like a lost decade. High-growth company valuations have been significantly discounted, and over time as discount rates drop, their valuations are likely to increase substantially. Higher-yielding fixed income securities will be a standout performer as interest rates are reduced, the higher-yielding BDCs, REITs, leveraged loan securities, and high cash flow instruments, along with high-dividend equities, will prove extremely attractive and are currently available at bargain prices. Providers of value and users of value will be the winners for the next decade. Those generating real cash flow and disruptive innovation will define the next decade.

Predictions and Nonsense

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Predictions usually end up being nonsense. We simply draw a trajectory from what we know today. But innovation is a discontinuity. Things are unpredictable because innovation does not come from consensus thinking. It comes from small groups and individuals with a spark of entrepreneurship, intelligence, and vision.
One of the fundamental tenets of predicting technology is that most forecasters get things spectacularly wrong.