Architecting Infinite Leverage in the AI Age
I have been using Codex by OpenAI to build an autonomous loop of machine learning experiments. The system generates hypotheses based on raw data inputs. The system executes the code to run these massive parallel experiments. The system then tracks the results, writes the comprehensive research papers, and actively builds bridges to other technological projects I am working on.
Most of the research is focused on a project I’m building for Wealth Systems that I’ll be publishing a series on soon.
TLDR: 24/7 machine driven research is already here.
It is crude right now. It will get exponentially better in all the right places tomorrow. It will consume the entire stack of human knowledge next week.
The frontier labs know exactly what is laying ahead. Anthropic has stated they are on track to automate artificial intelligence research and development as early as 2027. OpenAI has aggressive internal roadmaps with a fully autonomous researcher by March 2028. Sam Altman has confirmed that a research intern level agent will exist before the end of this year. These are hard deadlines set by the engineers actually building the architecture.
The economic implications of this transition are absolute and unavoidable.
We need to talk about them.
And then talk about why it will be the best thing that ever happened to humanity.
The Collapse of Traditional Human Capital
Companies currently value human capital based on specialized knowledge and the ability to solve novel problems. Human intellect is strictly bottlenecked by biological constraints, sleep requirements, and incredibly slow communication bandwidth. When a massive cluster of GPUs can out research a team of Stanford PhDs for a fraction of the cost, the value of raw human intellect falls precisely to zero. Markets will punish organizations that fail to integrate autonomous analysis and operations agents into their core frameworks.
People will be outpaced by systems improving at rates they simply cannot comprehend.
We are entering a reality where a single architect armed with autonomous research agents can outcompete a legacy corporation employing thousands of people. The traditional financial and logistical barriers to creating world changing technology are dissolving completely. The individual operator now commands the productive output of an entire multinational enterprise.
Leverage is no longer about how many human employees you manage.
You must construct systems for infinite leverage. Artificial intelligence is the ultimate force multiplier. You compound cognitive capital constantly by delegating complex thought to autonomous server farms. The historical constraints of capital and physical labor no longer apply to the high agency strategist.
You are limited only by the quality of your automated systems.
“Every single day you waste playing legacy games is a day you fall permanently behind the exponential curve.”
The 24-Month Mandate
Based on the acceleration across AI (agent harnesses, models, integrations) we have roughly twenty-four months to position ourselves including, our companies and our financial portfolios, and most important, our technical skill sets for this.
Look at the timeline again and let the brutal reality sink in.
We have a research intern already live on the servers.
We will see automated research scientists by the exact end of this year.
We have full research automation by 2027 or 2028 at the very latest.
You must prepare for a world where machines design and build better machines, entirely on their own. They are just learning to operate machines, and the pace is astounding. Computer-use is light speed fast now and robotics is improving at rising rates.
The window to accumulate cognitive capital and turn that into hard assets, passive income, and opportunities is closing. You must audit your current daily workflows and eliminate all points of friction. You must rip out any outdated process that relies on slow human consensus and deploy executing agents instead. Where is your Return on Time lowest? Get rid of that first. Where is the most repetition? Automate that next.
I built a Chief of Staff agent that acts as a bridge between my personal and professional worlds. It tries to maximize my Return on Time.
The system reads: It monitors my incoming communications, filtering out low value noise and prioritizing existential threats or high yield opportunities.
The system allocates: It models capital deployments across my tech investments based on real time market data and proprietary signals.
The system schedules: It orchestrates my deep work blocks based on what’s happening around me and my optimal rhythms.
It acts as a ruthless filter protecting my cognitive load from the friction of a dying legacy economy.
Build the messy prototype today, deploy it into production tomorrow, and let the systems perfectly optimize the code base over the weekend.
Speed of execution and proprietary data are the two biggest moats that you can control left.
Do things every day to expand both of those moats.
The Physics of Acceleration and Data Moats
Why do you need to go fast?
The intelligence ceiling of humanity is being shattered into a million pieces. Agents will discover entirely new areas of complex science. Other secondary agents will flood immediately toward that breakthrough. Then a different network of agents will connect that new node of intelligence to the existing network of societal super intelligence we have already mapped collectively. The automated generation of knowledge guarantees a cascading sequence of technological miracles across every single scientific discipline.
Infinite energy generation, robotic resource harvesting, optimal business design and operation, medical cures and interplanetary logistics will be solved by autonomous compute. That means compute is the new oil, the new steel, and the new global reserve currency, all in one.
We will map the entire structural proteome of every living organism.
We will design custom synthetic enzymes to eat atmospheric carbon and perform other reasonable modifications in a controllable way.
We will solve nuclear fusion containment topologies using advanced reinforcement learning models running over the weekend.
These are undeniable facts of our immediate future.
Our society is accelerating at continuously accelerating rates. A decade of human research will compress into a single calendar year. Then we will compress a century of discovery into a single second of compute. The traditional boundaries of physics will yield entirely to endless algorithmic optimization.
Science, technology, and culture are all accelerating simultaneously.
We are amplifying our cognitive power to reshape reality.
The Restructuring of Global Markets
My background in investment banking taught me the pure mechanics of capital. My transition to data engineering taught me the pure mechanics of information. The synthesis of these two disciplines reveals that capital is just information moving through time and geographic space.
Artificial intelligence processes information.
Artificial intelligence will allocate global capital.
Most Wall Street algorithms are archaic rule based systems designed by fragile human operators. The next generation of quantitative hedge funds will be entirely agentic. Models will read satellite imagery of shipping ports, analyze the hidden sentiment of global supply chain managers, and execute multi billion dollar currency trades in milliseconds.
The markets are a computational puzzle that the machines have already solved.
Legacy corporations are in trouble. They rely on endless meetings to make basic decisions. They rely on human resources departments to allocate raw talent. They rely on linear growth models to project their future earnings. These structures are fundamentally incompatible with an exponential reality.
The modern corporate firm is an obsolete mechanism for organizing human effort.
The cost of coordination is dropping directly to zero. You do not need a legal department when an agent can parse complex contract law flawlessly in three seconds. You do not need an accounting firm when financial models update themselves in real time across the immutable blockchain. You do not need middle management when software perfectly aligns strategic intent with tactical physical execution.
The individual systems architect replaces the entire corporate hierarchy.
The Triad of Infinite Leverage
You must secure compute and capture proprietary data immediately.
Public data has already been consumed completely by the foundational models. The models know everything that is indexed on the internet. Your unique leverage comes from the closed loop data exhaust of your own specific businesses, your own unique experiments, and your own physical interactions in the real world.
Data is the raw material that your agents refine into pure alpha.
The Blueprint for Thriving:
Secure Compute: Own or lease the processing power required to run agents and eventually autonomous swarms locally (ideal) or in the cloud.
Harvest Data: Build infrastructure to capture every single metric, interaction, and outcome of your operations. You don’t need to try to become a data vacuum or get into the seedy world of data brokerage… just capture your own data and look for ways to leverage it to optimize your operations. You may even spot a repeating problem you can solve and productize that solution.
Deploy Agents: Write the orchestration logic that commands the models to act upon your data and generate tangible output.
Anyone who fails to execute this exact sequence will become entirely dependent on universal basic income provided by the massive sovereign states.
Maybe those agents help you build digital assets, like a Substack.
You could use those agents to help you do research on which assets to invest in, including deep research on companies, concepts, principals and other key areas of diligence.
Perhaps you deploy agents to build prospecting lists for a service offering… a service offering that you designed and will deliver with the help of agents.
It doesn’t have to be digital-only, either. You could use AI agents to design a novel robotics platform, send the specs to a fabricator and begin prototyping a robotics opportunity.
Artificial intelligence is aggressively escaping the digital realm and invading the physical world. AI agents and physical robots are both taking command positions across our entire global labor force. Humanoid platforms driven by neural networks are walking out of laboratories and directly onto heavy factory floors. Soon they will be responsible for a vast majority of the economic physical activity.
We are digitizing human muscle exactly as we digitized the human mind.
A massive fleet of autonomous robots does not sleep, strike, or demand occupational safety protocols. They perfectly assemble solar panels in the scorching desert at noon. They relentlessly mine lithium in the freezing dark. They flawlessly construct residential housing developments in days instead of years. The marginal cost of physical labor is trending aggressively and permanently toward zero.
We are no longer just accelerating.
We are accelerating the rate of acceleration.
If you want to make the most of this once in a civilization economic changeover event, I suggest you go radically faster.
Friends: in addition to the 17% discount for becoming annual paid members, we are excited to announce an additional 10% discount when paying with Bitcoin. Reach out to me, these discounts stack on top of each other!
Thank you for helping us accelerate Life in the Singularity by sharing.
I started Life in the Singularity in May 2023 to track all the accelerating changes in AI/ML, robotics, quantum computing and the rest of the technologies accelerating humanity forward into the future. I’m an investor in over a dozen technology companies and I needed a canvas to unfold and examine all the acceleration and breakthroughs across science and technology.
Our brilliant audience includes engineers and executives, incredible technologists, tons of investors, Fortune-500 board members and thousands of people who want to use technology to maximize the utility in their lives.
To help us continue our growth, would you please engage with this post and share us far and wide?! 🙏
