by Nicholas Mitsakos | AI Agents, Artificial Intelligence, Book Chapter, drug discovery, energy, Financial Technology, Health Care, Innovation, Robotics, Transformative businesses, Writing and Podcasts
Artificial intelligence is a stack: energy, silicon, cloud, models, and applications. Each has its own economics, competitive dynamics, and challenges. Mistaking one layer for the whole industry causes confusion, misrepresentation, bad decisions, and misguided capital allocations. The infrastructure builders enable the platform; the application builders capture the value. The question is now, what value does all this deliver? Energy, silicon, cloud, and models only serve to deliver that product. There is a robust argument that we are at the beginning of an unprecedented value-creation curve. Built on the infrastructure and services provided by the other layers of the stack, the AI application layer will be globally transformative and disruptive. The constraints are imagination, execution, and the willingness to rebuild how work is done.
by Nicholas Mitsakos | AI Agents, Artificial Intelligence, Innovation, irrationality, software, Technology, Transformative businesses, Writing and Podcasts
Autonomous shopping agents, co-working and research agents, and coding agents that write, test, and deploy software. The demos are impressive and the announcements relentless, but how much economic value is any of this generating? Almost all AI-related spending is capital expenditure. Companies are buying chips, building data centers, and scaling up cloud capacity. This is spending on AI infrastructure, not productivity from AI deployment. AI is in the infrastructure buildout phase, not the value capture phase. Mass spending is generating minimal returns, but the market has decided to price the dream rather than the earnings. Can any of this translate into economic reality before the capital runs out and political patience expires? Infrastructure, capability, and revenue growth are happening. Productivity is developing. But a significant gap still exists between capital investment and return on that investment. AI is risky, but these investments are not irrational. They are pricing the dream, and the long-term winners remain unclear.
by Nicholas Mitsakos | Artificial Intelligence, Book Chapter, Innovation, Investment Principles, software, Transformative businesses, Writing and Podcasts
AI models produce raw intelligence. They generate tokens. But tokens are an intermediate good, not a finished product. What customers actually pay for is legal work completed, code shipped, claims processed, research synthesized, and decisions supported.
They pay for refined output.
Attention has focused on the infrastructure layer — the frontier labs, the compute stack, and the data centers. That attention is not misplaced, but it overlooks a structural shift already underway. Once you understand the model as an intermediate good rather than the end product, the center of gravity moves. The decisive question is no longer who can produce intelligence, but who can turn it into something usable, trusted, repeatable, and economically defensible.
In other words, who can refine it into a usable product?
At the base of the chain sit the token producers — OpenAI, Anthropic, Google DeepMind, Meta, DeepSeek, and Qwen. They produce raw capability. This layer is expensive to build, technically formidable, and still moving fast. But crude oil is not gasoline.
Enterprises and consumers pay for gasoline.
by Nicholas Mitsakos | Artificial Intelligence, Book Chapter, Innovation, space, Transformative businesses, Writing and Podcasts
Space is no longer a frontier. For most of the modern era, space has been misunderstood—not technologically, but economically.
Space was a destination rather than a system and a heroic engineering challenge rather than an industrial platform with a continuous operational, and commercial potential. Many early “commercial space” narratives sought to impose venture logic on a domain that remained structurally dependent on government capital, prestige economics, and one-off missions. The result was predictable: excitement without durability, valuation without cash flow, and ambition without a stable market. Now, space is about economic persistence: building businesses that treat space not as a product but as a technological and economic stack – a physical layer supporting a stack of software services and networks.
by Nicholas Mitsakos | Artificial Intelligence, Innovation, Physical Intelligence, Robotics, Transformative businesses, Writing and Podcasts
The wheel was a great invention. But not until it was combined with other wheels to create a usable cart was it an innovation. The wheel was a breakthrough; a moving, stable cart was a system. Systems create intelligent, scalable, and disruptive technology. Innovations are not new technologies. Breakthroughs are necessary, but it’s systems that are the solution. The value created by AI in the physical world is not scaling software. It is focus, discipline, and constraint within effective systems. The systems that endure will not be those that promise universality, but those that dominate specific economic niches, involve humans strategically, and survive year ten of operation.
by Nicholas Mitsakos | Artificial Intelligence, Book Chapter, Innovation, Physical Intelligence, Technology, Transformative businesses, Writing and Podcasts
Robotics and related technology are ready for deployment, but the industry hasn’t crossed the threshold into full-scale production. Computational breakthroughs in stunning demonstrations are attention-grabbing, but the realities of industry quickly take over. There is a gap between robotics and artificial intelligence (“physical intelligence”) as it transitions from potential to hardware delivery in a demanding industrial setting. Physical AI and its integration into robotics may become one of the largest markets in history. But it is an industrial problem whose solution is not on a software timeline. In other words, its commercial deployment requires much more systems integration and real-world constraints than a software slide deck contemplates.
by Nicholas Mitsakos | Artificial Intelligence, Book Chapter, energy, Globalization, Innovation, Investment Principles, Transformative businesses, Writing and Podcasts
Markets destroy the comfortable assumption that tomorrow behaves like yesterday. They reward those who can identify when the system’s structure changes and punish those who try to fit new realities into old frameworks. That is why the conventional idea of “what something is worth” has become less relevant than how systems evolve. Investors who cling to formulas intended for stable conditions will always be surprised by nonlinear disruption. Nowhere is this more obvious than in AI and energy, where the variables are not just changing, the equations themselves are being rewritten.
by Nicholas Mitsakos | Book, Investment Principles, irrationality, Technology, Transformative businesses, uncertainty, Writing and Podcasts
The uncomfortable truth is that the world is becoming more unstable, uncertain, and less predictable. Geopolitical fragmentation, fiscal and monetary distortions, energy transitions amid increasing bottlenecks, rare-earth competition, and technological disruption from artificial intelligence, robotics, and other innovations upend traditional thinking that assumes linearity, stability, and normal distributions.
Ubiquitous access to information means insight is more about filtering the signal from the noise and understanding interconnections among previously unrelated factors.
In other words, better thinking.
by Nicholas Mitsakos | Artificial Intelligence, Book Chapter, Innovation, Investment Principles, Transformative businesses, Writing and Podcasts
The selloff in technology stocks this week startled some investors. It shouldn’t have. The signals of an AI bubble have been flashing for some time: billion-dollar raises for companies with no product, multibillion-dollar valuations for companies with no revenue, and nine-figure offers made to individual researchers. The AI race is building products that are economic complements to one another—you need the turbines that power the grids, that power the chips, that run the models, that power the products. And you need firms to build their growth and hiring plans around the expectation that ever more of their work will be done by AI. AI is in a bubble, companies will fail, and capex is unsustainably high. The real question is whether the infrastructure being built now will unlock a technological era that outlasts the speculation that paid for it.
History suggests yes. The pattern repeats because the pattern works. The bubble is not the danger. Missing the moment is.
by Nicholas Mitsakos | Artificial Intelligence, Book Chapter, Economy, Innovation, Investment Principles, Technology, Transformative businesses, Writing and Podcasts
Artificial intelligence is no longer an engineering discipline. It is an economic one. The companies that win will be those that understand: Ambition requires capital. Capital requires compute. Compute requires global-scale infrastructure. Infrastructure requires a strategy measured in gigawatts and billions, not teams and timelines. This is not just the future of technology — it is the new architecture of global competition.
by Nicholas Mitsakos | Book Chapter, China, Globalization, Innovation, Public Policy, Science, Technology, Transformative businesses, Writing and Podcasts
The US’s competitive advantage was developing the world’s best educational system, initiating innovative research and development, welcoming the world’s best students to thrive in an unrestricted environment, and accessing unique forms of capital for entrepreneurial ideas. The unique environment that combined academia and entrepreneurship, as seen at places like Bell Labs and Fairchild Semiconductor, was the spark that ignited Silicon Valley, the Life Sciences Corridor, the Innovation District, and the Research Triangle, among others, creating an unprecedented entrepreneurial environment and economic engine. This drove economic growth, disruptive innovation, and greater prosperity. This created a virtuous cycle that enhanced national wealth and economic opportunity. We are undermining all these advantages. The next 20 years will be defined by choices made today. Talent, energy, and technological innovation build the foundation for prosperity. Undermine them, and you guarantee decline.
by Nicholas Mitsakos | Artificial Intelligence, Book Chapter, Globalization, irrationality, Science, Technology, Transformative businesses, Writing and Podcasts
We are on the precipice of technological innovations that could potentially disrupt humanity, but they will not happen overnight, nor will they be out of our control. We have the time and hopefully the perspective to make wise choices.
It’s happened before.
A little over 100 years ago, and within a few decades, the automobile, the airplane, the telephone, and the electrical grid remade the physical and social fabric of life. For the first time, distances collapsed. Cities and homes glowed with electric light. Factories ran with continuous power. Communication traveled instantly across continents. People traveled unimaginable distances in hours rather than weeks or months.
What had been science fiction for centuries became everyday reality, and people felt both awe and dislocation. We can learn from the past, as the scale of disruption from that era was likely far greater than what we are experiencing today.
The Total Perspective Vortex is a form of torture because the truth of one’s insignificance is unbearable. Perhaps that truth is found in the disruptive innovations we admire and fear, the humanity that may be lost in this sea of technological innovation, and our anxiety about our own irrelevance.
We have a deeper responsibility. It’s happened before; perhaps humankind can make better use of the new era of disruptive innovation and our expanding powers more wisely.
In other words, get a perspective.
