This podcast discusses my article on the current state of artificial intelligence, focusing on the limitations of large language models and the unrealistic expectations surrounding the development of artificial general intelligence (AGI). I argue that AI systems are not on a trajectory to match or exceed human intelligence because LLMs lack common sense and rely on regurgitating information rather than understanding. Despite the hype surrounding AGI, it is decades away, and the current focus on LLMs is misguided. Instead, I advocate for a different approach to AI that incorporates real-world interactions and visual data.
Many experts are exaggerating artificial intelligence’s power and peril. Most public commentary, ranging from politicians to prominent technologists, says AI – more precisely, AGI – is close to surpassing human intelligence. The significant risk is that artificial intelligence will supplant human beings. This speculation even comes from Geoffrey Hinton, a Nobel prize-winning AI pioneer. AI models are useful, but, as Yann LeCun, Meta’s AI head, says, they are far from rivaling a house cat’s intelligence, let alone humans. The talk that AI will become so powerful that it poses an existential threat to human beings is nonsense. AI is a powerful tool and is becoming enormously important in all aspects of the economy. But AGI, malicious or otherwise, will not happen anytime soon.
Apple can disrupt global finance. Visa and MasterCard are now vulnerable. Previously, it was believed that the capital required for infrastructure, systems, and processing was an insurmountable obstacle to any new competitor. But things have changed. Innovation and disruption in the credit card business pose a threat to established players like Visa and MasterCard. Apple can leverage its ecosystem, user experience focus, brand trust, strategic partnerships, and innovative use of data to succeed in the credit card business. Over time, as it scales and innovates, it could challenge Visa and MasterCard’s market dominance.
AI is not a data problem; it is a cognitive architecture problem. Data and computing power will become insurmountable hurdles for transformer-based models. A new generation of AI models requires fundamental breakthroughs. Large data models can’t learn, transfer knowledge or understanding, understand the relevance, or use analogous learning to transfer that relevance and predict. Current AI models require massive and increasing data and learn from reinforcement. This cannot scale and is massively inefficient. Real learning based on cognitive architecture, focused dynamic data, and referential data sets is a better solution. This is closer to real human learning, more effective and efficient, and offers a significantly better solution. Understanding the natural learning process — referential and analogous data, categorization, transferring and building upon that data, and creating knowledge applicable to new situations — learning builds upon itself and is exponentially effective. That is the real AI solution.
The paranoia is building. From the CHIPS Act to proposals for absurdly high tariffs (60% on goods from China isn’t going to help anyone) to banning TikTok, the world is on the verge of reversing decades of progress and exchanging real progress for delusionary gains.
Efforts to localize production and economic development with vast government subsidies are being proposed or enacted in the United States, the EU, China, India, and any other economic center that can think of it.
Hiding behind walls has never worked and makes life worse for everyone.
Chairman Xi faces more significant problems than just a declining stock market. Future prosperity, innovation, and China’s global position in advanced technologies are at stake. Bureaucratic regulation and central government money are not the answer, and an uncomfortable truth for communist bureaucrats is that a free market, access to venture capital and private equity, and vibrant public markets are essential for China’s success. A volatile market is still best at attributing value and allocating capital over time. China’s entrepreneurs have brilliance, incomparable fortitude, and a strong work ethic, but without capital and liquidity for that capital, the ship will run aground.
Permanent capital is essential for the growth of an economy, innovation, and prosperity. Liquidity is essential for that capital.
AI is a powerful tool under human direction, not an autonomous entity with consciousness or emotions. It examines artificial intelligence’s opportunities, limitations, and risks while giving a reality check to the hyperbole and fears.
The first and most crucial principle in understanding AI is recognizing its inherent nature as a tool, a creation of human ingenuity designed to augment, rather than replace, human intelligence. AI systems, at their core, are complex algorithms capable of processing and learning from data at a scale and speed unattainable by human cognition.
However, it is an unprecedented, powerful tool that can permeate every aspect of society, industry, and human ingenuity globally. Its impact can be equivalent to Prometheus giving humans the gift of fire.
Artificial intelligence is poised to significantly impact various fields and activities, transforming how we approach creativity, professional activities, science, and many more domains. Disruption will accelerate the development of new innovative businesses and strategies in finance, medicine, data management, systems engineering, materials science, art, and other industries. AI’s impact will be profound and multifaceted, driving innovation and efficiency and posing challenges regarding ethics, job displacement, and new skills and regulations. As AI continues to evolve, its integration into these areas will likely shape the future of human society in significant ways.
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.
Cryptocurrencies soar in value, plunge, hit new highs, are written off, rebound, and hit new highs again, and the cycle repeats. We should be terrified. Over the last five years, cryptocurrencies such as Bitcoin and Ether have outperformed the overall market. However, can the general trend of outperformance last, or will these digital assets drop over 90% like some of its other crypto brethren? Is there a sustainable performance that creates the foundation for either a new currency or a valuable asset class? Probably not. Forces that drive these eye-watering returns seem to be the same as those that drove the social media-driven insanity behind meme stocks such as GameStop. We are seeing social media mobs controlling demand to a limited supply, creating price spikes that look attractive to any speculative investor. Unfortunately, demand can dry up quickly and the price subsequently falls through the floor. Financial markets ruthlessly sort nonsense from substance. Volatility and existential threats have been brutal and extreme for digital assets and the reckoning for crypto has been predicted for some time. However, digital assets are not on their way to history’s dustbin. Reality is more nuanced, and I try to provide a more detailed analysis since a broad brush hardly seems appropriate. The weakest and craziest portions of the crypto world have been exposed as nothing more than silliness. But some valuable components remain resilient and offer tremendous opportunity. I will explore these in detail. There is more cause for optimism than pessimism among the best and the brightest. We will explore these opportunities while harshly dismissing the hype and silliness – avoid the terror of a worthless market.
