A New Perspective on AI

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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.

Globalization Under Threat 

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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.

Artificial Intelligence: The Sharpened Rock

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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.

The AI Horizon

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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.

A Golden Age of Miraculous Cures…Perhaps

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The first gene-edited approved drug (treating sickle cell anemia) is the first commercial rewriting of human genomes. Is this a new “Golden Age” for medicine? There is great promise, and the potential to treat unmet medical needs, scale dramatic innovations to commercial applications, and transform life sciences is enormous. Since every medicine is an intersection of scientific, technical, and clinical understanding, many new treatments are suddenly arriving because of the convergence of dramatic advancements in science, technical knowledge, and clinical results. Modern medicine is witnessing a transformative era of groundbreaking innovations and technological advancements. We are witnessing a renaissance in drug treatment driven by innovations in immunotherapy, weight management, vaccine development, gene editing, and AI. These advances reshape medical treatments and fundamentally alter our approach to health and disease. As these technologies mature and their applications broaden, the future of medicine holds unprecedented potential for improving human health and longevity. A golden age – with a bit of hype.

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.

The Hitchhikers Guide to Climate Change

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Addressing climate change requires a mix of practical solutions, innovative thinking, and a change in our collective attitude. It’s like realizing that the Earth is not unlike a spacecraft, and we’re all astronauts. The only difference is we can’t step out for a breath of fresh air if we mess this up. As we embark on this journey, remember the words of the great intergalactic traveler, Ford Prefect: “Don’t Panic.” With a bit of effort, creativity, and a willingness to change, we can navigate through this. And perhaps, one day, we’ll look back and tell ourselves, “So long, and thanks for all the fish” – knowing that we did our part to keep the planet habitable for the dolphins, and ourselves.

Mostly Harmless – Uncertainty, Algorithms, and Decision-Making

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The book attempts to bridge the gap between algorithmic processes and practical decision-making in uncertain circumstances. It moves beyond mathematical solutions to acknowledge the complexity of real-world decisions. The author, Nicholas Mitsakos, argues that decision-making is essentially a form of statistical analysis that involves models or algorithms, and being thorough in this understanding confers a significant advantage. is a comprehensive text discussing decision-making under uncertainty and the algorithms that can enhance the decision-making process. It covers a wide range of topics, including applications in various fields such as air traffic control, drug discovery, autonomous driving, and more. The introduction sets the stage by discussing the importance of understanding and managing uncertainty in decision-making. It defines algorithms in the context of systematic thinking and approaches to problem-solving, emphasizing the significance of defining problems clearly to find obvious solutions.

Cryptocurrency and Digital Assets: Terror and Opportunity

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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.

Lessons Lost

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Open markets, free global trade, and limited state interference lead to greater shared prosperity. Heavy-handed Industrial policy and state intervention impede progress. It’s the economy and inequality, trade imbalances, are not what drive shared global wealth. Industrial policy, restricted trade, government subsidy, and overall intervention are challenging to get right, and hoping to achieve multiple goals simultaneously. One subsidy does not tackle climate change, boost industrial and economic growth, or enhance security. It is bound to fail. Time to revisit how things actually work through incentives to innovate, sensible economic models, prosperity, and wealth creation. No other mechanisms drive change or address the world’s most critical issues.