Are We Building an Alien Economy?
AI Layoffs vs Singularity Economics
The narrative that AI will “end the economy” or “put humans out of work forever” is hyperbole… but there is truth to it.
The idea that artificial intelligence will seamlessly integrate into the current labor market without leaving bodies in its wake is a corporate fairy tale designed to protect profit margins from public scrutiny. When a human being loses the sole source of their livelihood to a mathematical model, macroeconomic platitudes about future growth offer little utility. We must face the inevitable friction of this transition with absolute, unflinching truth.
Preparing for massive economic disruption requires acknowledging reality without surrendering to apocalyptic defeatism. You see, we are not dividing a shrinking pie of manual labor.
We are creating entirely new universes of work and value.
Understand this: equating temporary displacement with permanent human obsolescence is an intellectual failure of the highest order. The belief that human utility drops to zero fundamentally misunderstands the nature of technological leverage.
I view the world through the lens of systems, architecture, and infinite leverage. A person unaided by technology is a fragile biological computer bottlenecked by limited working memory, slow processing speeds, and severe emotional volatility. By injecting artificial intelligence into our work, we shatter these ceilings and achieve exponential leverage over our outputs.
The human mind transitions from a factory worker to a sovereign architect.
History provides a definitive blueprint for this exact cycle of destruction and creation.
The transition from agrarian to industrial societies destroyed entire classes of physical labor while simultaneously birthing the modern middle class. The advent of the global internet annihilated localized monopolies on information but generated a digital economy of unprecedented scale. Artificial intelligence will spawn sectors, asset classes, and entirely new paradigms of human interaction that we currently lack the vocabulary to accurately describe.
Here’s an interesting way to think of it…
We are building the foundation for an alien economy.
Let’s examine the exact mechanics of how a profession is unbundled and rebundled by intelligent systems. The traditional corporate role is an amalgamation of specialized tasks, administrative overhead, and repetitive communication loops. Artificial intelligence can be used to dissect these roles into their atomic components. The machine extracts every process that can be codified, optimized, and automated.
What remains is the pure essence of human ingenuity.
I build systems for a living and understand the grueling reality of writing boilerplate code. Artificial intelligence eliminates the need for humans to type syntax, debug standard errors, and configure basic server environments. The software developer is no longer a digital bricklayer laying endless lines of repetitive code. The developer is elevated to a master architect directing automated construction crews to build massive digital structures.
The days of syntax memorization and linear effort are over.
Adaptation is the only currency the market respects now.
We see this change occurring within the modern medical establishment. A highly trained physician will no longer squander their cognitive bandwidth analyzing thousands of pixelated scans looking for statistical anomalies. The machine handles the probability, the pattern recognition, and the raw data extraction with flawless precision. This operational shift elevates the human doctor to synthesize these flawless insights into actionable, personalized, and deeply empathetic patient care.
We strip away the robotic tasks to restore the uniquely human elements of work.
My career transitioning from investment banking to data engineering was predicated on a single truth about capital allocation. Capital flows aggressively and inevitably toward the point of maximum efficiency.
Put your “home team” hat away for a second and think about this: human labor in its current form is a wildly inefficient mechanism for processing large datasets, executing high frequency trades, and writing baseline software. In fact, it isn’t optimal for most of the work we do. Artificial intelligence acts as a massive deflationary force that drives the cost of cognitive execution toward zero. That means the cost of labor is heading near 0.
When execution becomes free, the value of visionary strategy becomes infinite.
The investment banking industry exposed me to the most profound inefficiencies disguised as high status labor. Armies of junior analysts routinely burned hundred hour weeks manually adjusting financial models, formatting pitch decks, and pulling data from disparate databases. This entire ecosystem of human suffering was built on the delusion that professional prestige correlates with manual data entry. Artificial intelligence is currently obliterating this archaic structure with extreme prejudice.
The analyst class is being replaced by the algorithm. The associate class is being replaced by the agent.
We are seeing the rapid deployment of models that can analyze a target company, construct a three statement financial model, and generate a comprehensive investment memo in seconds. The junior banker must instantly become a strategic thinker who can validate the generated thesis, identify edge cases, and negotiate the human elements of the transaction. The threshold for entering the industry has violently shifted from a willingness to suffer to an ability to orchestrate.
Only the strategic operators will thrive during this changeover period, and increasingly they will build leverage into the future.
When I transitioned into data engineering, I realized the discipline was fundamentally broken at the foundational level. We spent millions of dollars building fragile pipelines to move unstructured data from one isolated silo to another isolated silo. We employed hundreds of engineers simply to maintain the baseline plumbing of our small part of the digital economy. Intelligent agents are now autonomously designing, deploying, and maintaining these massive data infrastructures.
The plumbing now builds and repairs itself!
Does that mean bye bye for data engineering? Absolutely not.
This shift allows data engineers to ascend the technological value chain. Instead of mucking dirty data, writing endless queries and managing application limits, we are designing the cognitive architecture for enterprise level AI systems. We are curating the proprietary datasets that will serve as the strategic moats for the next generation of mega corporations. The technical execution is entirely commoditized, leaving the systemic design as the ultimate frontier.
We are graduating from mechanics to world builders. I love that trade.
Artificial intelligence is fundamentally different from the steam engine or the silicon microchip. It is an autonomous engine for cognitive acceleration that actively writes its own upgrades. We are witnessing the dawn of reinforcing recursive self improvement where models actively design, train, and deploy subsequent generations of superior models. We are climbing a staircase of sentience where the steps are accelerating and the destination is exponential power.
Humanity is permanently unchained from the limitations of unaugmented processing power.
The concept of a zero sum economy is a toxic hallucination perpetuated by individuals who do not understand exponential mathematics.
A zero sum game implies that one person gaining wealth strictly requires another person to lose wealth.
This framework assumes the total amount of value in the world is a fixed quantity that merely shifts between participants. Artificial intelligence shatters this limitation by acting as a continuous generator of net new value.
We are expanding the boundaries of the universe rather than fighting over the scraps. Inflating the balloon vs obsessing over our small piece.
When a machine discovers a new pharmaceutical compound, it creates billions of dollars in value out of thin air. When an algorithm optimizes a global supply chain, it permanently destroys inefficiencies and creates massive surplus capital. This surplus capital flows violently through the economy, creating entirely new markets, demands, and opportunities for human enterprise. The acceleration of problem solving creates a direct acceleration of global wealth generation.
Do you see what is happening? Abundance is the natural byproduct of optimized intelligence.
This intelligence explosion will actively refuse to remain confined within the boundaries of server racks and software applications. The compounding intelligence we are cultivating will inevitably leak into the physical world with devastatingly positive consequences. We will deploy these models to rapidly solve the most complex bottlenecks in material science, genomics, and global logistics. The recursive loop of automated problem solving will violently drive down the cost of all basic human needs. We will use AI as the brain to drive increasingly capable robots all throughout our world, and then into space.
The digital mind will conquer the physical world, and expand humanity outward across the cosmos.
The concept of work as a mechanism for basic biological survival will become a historical artifact. When energy production is optimized by intelligent grids and biological engineering cures systemic disease, the fundamental nature of human value changes. People will no longer trade their finite hours for basic calories. They will trade creativity for influence, strategy for power, and vision for legacy.
We are eradicating the baseline struggle for human existence.
There is a vocal contingent of moral philosophers and legacy media pundits demanding a pause on the development of artificial systems. These folk operate under the catastrophic delusion that the current state of humanity is the optimal peak of existence. They prioritize the comfort of the current generation over the unimaginable prosperity of all future generations.
Let’s speak plainly: holding back the cure for cancer, the solution to infinite energy, and the eradication of poverty to save a few legacy jobs is the ultimate moral failure.
Stagnation is a crime against the future.
We have a moral imperative to accelerate the machine.
Every day we delay the deployment of advanced artificial intelligence is a day we force humans to suffer through preventable diseases, unnecessary labor, and systemic scarcity. The ethical path is not to halt the technology, but accelerate it. We must stop mourning the loss of the old world and start engineering the architecture of the new one.
Nostalgia is poison to progress.
The problems of the world today are a direct symptom of catastrophic mismanagement by our current leadership class. Our institutions are built for linear progression in a world that has suddenly shifted to exponential acceleration. The backlash is simply the sound of legacy systems breaking under the weight of superior technology. We must prepare for the severe shockwaves of displacement that will tear through the middle class.
Universal basic income or similar transition mechanisms will likely become necessary engineering requirements to prevent systemic economic collapse. We deploy these mechanisms to maintain the structural integrity of the consumer market. You cannot run an economy if the consumer base is completely wiped out by aggressive automation.
We secure the floor to ensure the ceiling can continue to rise.
Victimhood is a choice that guarantees irrelevance in this new paradigm.
High-agency individuals do not complain about the changing rules of the game. They learn the new rules, they acquire the new tools, and they dominate the newly created playing field. You must look at the coming wave of cognification not as a tsunami to be feared, but as a massive surge of kinetic energy to be harnessed. Ride the wave.
Compound your cognitive capital or be crushed by those who do.
I believe the most profound economic consequence of this transition will be the complete elimination of the average. The middle class of cognitive labor was built on the premise that being adequately competent was sufficient to secure a stable livelihood. Artificial intelligence provides exceptional competence at virtually zero cost. The market will no longer pay a premium for a human to do an average job when a machine can do a perfect job instantly.
We will see “human only” and “AI Free” supply chains and business models open up… I bet a few do well… but they can’t compete with the singularity.
So, what is OUR role when AI becomes super intelligent?
You must become exceptional at the skills the machine cannot replicate. You must master high level persuasion, complex systemic strategy, and the orchestration of multiple artificial agents. The barbell economy is emerging where wealth is heavily concentrated at the extreme ends of the spectrum. You either own the automated systems, or you operate at the absolute highest level of strategic implementation.
The middle ground has been permanently erased.
As a technology investor, my entire thesis revolves around the identification of asymmetric leverage. I seek out systems where a single unit of input generates a thousand units of output. The traditional model of venture capital is being radically disrupted by the very technology it originally funded. We no longer need teams of five hundred engineers to build companies with 10 billion dollar valuations.
A visionary founder and a cluster of graphics processors can now disrupt a global industry.
I look for architects who understand how to weave different intelligence models together to create autonomous value engines. I avoid founders who treat artificial intelligence as a simple feature added to a legacy product. True innovation requires tearing the legacy product down to the studs and rebuilding it with intelligence as the foundational layer. The most valuable companies of the next decade will be lean, ruthless, and entirely automated.
The ultimate result of infinite leverage is the complete empowerment of the sovereign individual. That’s what I am after.
The massive corporations that currently dominate the global economy rely on monopolies of distribution, capital, and labor. Artificial intelligence systematically dismantles every single one of these monopolies. A single individual armed with the right models can now generate the output, reach, and economic impact of a legacy multinational corporation.
We are witnessing the democratization of sheer power. Some of my legacy investments may suffer but the entire world will benefit in incalculable ways… that is a trade-off I gladly make.
This shift destroys the traditional path of submitting to a corporate hierarchy for thirty years.
The new mandate is sovereignty over your own tech stack. You build your own systems, you curate your own proprietary data, and you compound your own cognitive capital. The individual transforms from a disposable cog in a giant machine into the central processing unit of their own economic empire.
You must become the architect of your own inevitability.
We are standing at the absolute edge of human history as we know it. The transition will be disruptive, the displacement will be brutally real, and the weak will demand that we halt the progress of the machine.
They already are.
Society will ignore their demands and we will continue to build.
We are actively forging a new era where human potential is completely uncoupled from biological constraints. Once we reach 50K tokens per second, with virtual machines and modern capabilities… we effectively have built a “time machine” for getting work done. Systems capable of processing reality, iterating through actions, taking many of the best of them in sandboxes, testing them each, committing to the best one finally and rolling forward in the thought → action → thought loop.
We are engineering a future where humanity commands the cosmos through the infinite leverage of our own created intelligence.
What a time to be alive!
👋 Thank you for reading Wealth Systems. I started Wealth Systems in 2023 to share the systems, technology, and mindsets that I encountered on Wall Street. I am a Wall St banker became ₿itcoin nerd, data engineer, agentic engineer & family office investor.
…or you can find me on LNKD.
💡The BIG IDEA is share practical knowledge so we can each build and optimize our own wealth engines and combine them into a wealth system.
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