Triad

Framework 1

THE POWER
TRIAD

COMPUTE.DATA.ENERGY.

One framework that explains where the next generation of wealth, intelligence, and global power will concentrate.

Read the framework ↓

For nearly two decades, I have studied how technology changes markets, how capital moves before the public understands why, and how new systems quietly replace the foundations of the old economy.

The Power Triad is the framework that pulls it all together.

01 / THE ERAS

EVERY ERA WAS BUILT ON A FEW ASSETS.

Every major economic era has been built on a few foundational assets. As each era advances, those assets are upgraded and reorganized into the building blocks of the next. Today, the digital economy is converging around three essential inputs: compute, data, and energy.

Agricultural civilization

LandWaterLabor

Industrial civilization

EnergyFactoriesTransportationFinance

III

The digital economy

SemiconductorsSoftwareNetworksInformation

The intelligence age

ComputeDataEnergy

The intelligence age is becoming even more concentrated. It runs on compute, data, and energy.

Three

02 / WHAT IT RUNS ON

SOFTWARE IS ONLY THE VISIBLE LAYER.

Artificial intelligence is often described as software, but software is only the visible layer. Beneath every AI model, autonomous machine, financial network, and robotics platform is a physical system converting electricity into computation and computation into intelligence.

Energy powers it. Compute processes it. Data teaches it.

Energy powers the system. Compute processes the information. Data teaches the system how to understand, predict, and act upon the world.

Remove any one of them and the entire system weakens.

Failure one

COMPUTE WITHOUT DATA

Compute without useful data wastes energy.

Failure two

DATA WITHOUT COMPUTE

Data without enough compute remains trapped and underutilized.

Failure three

BOTH WITHOUT ENERGY

Compute and data without abundant, reliable energy cannot scale.

The future will not reward possession alone. It will reward synchronization.

Imbalance

03 / THE IMBALANCE

THE POWER TRIAD RARELY ADVANCES EVENLY.

Compute capacity can grow faster than the electrical grid required to power it. Data can accumulate faster than the systems needed to verify and process it. A country can possess abundant energy but lack the semiconductors, infrastructure, or institutional capacity required to convert that power into intelligence.

Constrained by the weakest pillar.

That imbalance creates the bottleneck.

A company with powerful computers but weak data wastes capital. A company with valuable data but insufficient compute cannot unlock it. A nation with both compute and data but unreliable energy becomes dependent on someone else’s infrastructure. The system may appear advanced while remaining constrained by its weakest pillar.

This is where risk and opportunity emerge.

Capital flows toward the constraint because the missing pillar becomes disproportionately valuable.

Constraint one

WHEN ENERGY IS SCARCE

Power generation, transmission, cooling, and grid infrastructure gain importance.

Constraint two

WHEN COMPUTE IS SCARCE

Semiconductors, data centers, and cloud capacity become strategic.

Constraint three

WHEN USEFUL DATA IS SCARCE

Proprietary information, sensors, verification systems, and trusted networks become the advantage.

The imbalance is constantly shifting. Solving one bottleneck exposes the next.

Understanding the Power Triad means looking beyond the technology receiving the most attention and identifying the foundation preventing the entire system from scaling. The greatest opportunities will often exist not in the most visible part of the system, but in the neglected pillar the future cannot advance without.

Bridge

04 / THE BRIDGE

DATA ONLY BECOMES INTELLIGENCE WHEN IT REACHES THE CHIPS.

When I tested the Power Triad against five years of markets, one connection kept showing up that I had not given enough weight. Data does not turn into intelligence where it sits. It has to be stored, then moved into the chips fast enough to keep them working. The part of the system that does that job is memory and storage.

Memory is the bridge between data and compute.

A chip that is waiting for data is a chip doing nothing. The more powerful the chips become, the more the whole system depends on how much data can be held close to them and how quickly it can be moved in. Compute cannot run faster than the data feeding it.

Five years

30% OF THE PROFIT

Memory, storage and networking companies earned about 30% of the operating profit across the AI supply chain I studied, from late 2021 to mid 2026. Almost all of it went to memory and storage.

First half of 2026

51% OF THE PROFIT

In the first half of 2026 their share passed half of everything the group earned.

One quarter

MORE THAN THE CHIPMAKERS

In the second quarter of 2026, memory and storage makers earned more operating profit than every AI chip designer, chip factory and chip-printing machine maker in the study combined.

The money went to the bridge, not to the people who own the data.

Companies whose main asset is simply owning data captured very little of it over the same years. The value was earned by whoever could store data and move it into the chips. That is why I now look at the Power Triad with a checkpoint inside it: energy powers the chips, the chips do the thinking, and memory decides how much data reaches them. Whichever of those is shortest sets the limit, and sometimes the bottleneck is the bridge itself.

Figures come from my own research into the reports of 36 companies and business units, from the fourth quarter of 2021 to the second quarter of 2026. Past results do not guarantee future results, and nothing here is a recommendation to buy or sell anything.

05 / WHAT IT DOES TO WEALTH

OLD ASSETS ARE PRICED BY WHAT THEY PLUG INTO.

That changes how wealth must be understood. Traditional assets do not disappear, but their value increasingly depends on how effectively they connect to the Power Triad.

A BUILDINGbecomes more valuable when it can support data centers, energy infrastructure, or robotics.

A FACTORYbecomes more valuable when it can automate production.

A BANKbecomes more powerful when it can move information and capital at machine speed.

Layers

06 / THE LAYERS

THE MARKET STILL PRICES THEM SEPARATELY.

The market still treats energy, semiconductors, data centers, proprietary data, electrical grids, fiber networks, and robotics as separate industries.

They are not.

They are different layers of the same emerging system: the infrastructure required to manufacture intelligence at scale.

As the global economy becomes more automated, nearly every company, industry, and nation will become a producer, controller, distributor, or consumer of compute, data, and energy. The greatest advantages will belong to those capable of coordinating all three.

07 / THE CHAIN

FIND THE BOTTLENECK. FOLLOW THE CONVERSION.

When you put it together, you get one framework. Find the bottleneck. Follow the conversion of energy into compute, compute and data into intelligence, intelligence into automation, and automation into productivity and wealth.

I track where the bottleneck sits right now in The Pantoja CDE Framework, updated as new evidence comes in.

Step oneENERGY

→

Step twoCOMPUTE
+ DATA

→

Step threeINTELLIGENCE

→

Step fourAUTOMATION

→

Step fivePRODUCTIVITY
AND WEALTH

That is where capital will increasingly flow.

That is where geopolitical power will increasingly concentrate.

And that is where the future is being built.

08 / THE BOOK

Published by Wiley · 2026

THE FUTURE
OF WEALTH

The Next 50 Years of Money, Power, and Intelligence

The Future of Wealth explains how the Power Triad will reshape markets, companies, nations, and civilization over the next 50 years, and what individuals must understand to position themselves before the transformation becomes obvious.

Available for pre-order now

Pre-order The Future of Wealth →

09 / THE OTHER FRAMEWORKS