There is a lot of discourse recently on how big AI will be and whether there is excessive hype, particularly in the financial markets.

How big will AI be, exactly? I first tackled this "big" question ten years ago, in this opinion piece:

The Straits Times opinion page, Friday 12 June 2015: I, not Robot; I am smarter, by Charlie Ang Hwa Leong. The future of work won't render the human race redundant if people use their higher-order intelligence. Highlighted passage: throughout human history there has been a critical constraint in every era that severely caps further growth and progress, and once removed, growth takes off; today we are reaching the limits of the industrial era.
“I, not Robot; I am smarter”, The Straits Times, 12 June 2015.Click to enlargeTap to enlarge

History of Progress

The history of human progress is the story of transcending constraints. These are natural limits that cap growth in human welfare, organization and development. Once that constraint has been breached, growth takes off for a long period of time, until we are capped by the next constraint.

There are countless constraints of all magnitudes that society faces on an ongoing basis. A modern example is: how can we produce enough food for 8.2 billion people with available resources and preferably without significant environmental impact?

For the really big constraints, what I call the "Mother of Constraints", humanity has conquered only three in our deep history. Once a Mother Constraint has been breached, the child and grandchild constraints are subsequently dissolved too.

Now, we are battling the fourth constraint.

The 4th Epoch of Human Progress, by Charlie Ang, defining four stages of human history through the lens of the Theory of Constraints. 1, about 2.5 million years ago: the biological constraint, overcome by the dietary revolution. 2, about 12,000 years ago: the ecological constraint, overcome by the agriculture revolution. 3, about 260 years ago: the energy constraint, overcome by the industrial revolution, the muscle power revolution. 4, circa 2020: the cognitive constraint, being overcome by the intelligence revolution, the mind power revolution. We are here.
The 4th epoch of human progress, through the lens of the Theory of Constraints.Click to enlargeTap to enlarge

The Four Epochs

Constraint 1

Biological constraint: Early humans' primarily plant-based diet constrained their physical size (under 4 feet tall) and brain development (less than 500 cm³), leaving them with limited advantages over other animal species.

Dietary revolution: The increased consumption of meat and cooked food, enabled by stone tools and fire, provided dense calories and essential nutrients, fueling the development of larger bodies and brains.

Constraint 2

Ecological constraint: Pre-Neolithic humans were mainly nomadic hunters and gatherers, due to the limited carrying capacity of land (~0.1 person/km²). They had little surplus time beyond sourcing and preparing food.

Agriculture revolution: Agriculture and animal domestication multiplied land carrying capacity (~100 people/km²). Permanent settlements and food surpluses spurred early civilizations, technological advancements and population surges.

Constraint 3

Energy constraint: The combined energy of humans and beasts of burden constrained total production, food supply, and overall welfare of societies. Empires were built and wars were waged to subjugate populations and seize scarce resources to overcome these limitations.

Industrial revolution: Fossil fuels were harnessed to generate power and electricity, enabling large-scale energy distribution across vast distances. Industrial machines, factories, and industries led to the rise of massive cities, new professions, and modern lifestyles.

Constraint 4

Cognitive constraint: The limits of human intelligence and decision-making have hindered progress in optimizing societal systems and addressing global grand challenges caused by population boom, rapid urbanization and rising expectations for quality of life.

Intelligence revolution: Artificial intelligence is poised to transcend the organic limits of intelligence, ushering in a future of abundance and the next stage of growth in scientific progress, wealth creation, societal advancement, and human welfare.

Muscle and Mind Power

The energy and cognitive constraints map exactly to the two parts of the four industrial revolutions. Today, we are at the vertical takeoff of the next stage of human progress.

From muscle power to mind power revolution, by Charlie Ang. The muscle power revolution spans the mechanical economy from 1760, driven by the steam engine, and the industrial economy from 1870, driven by electricity. The mind power revolution spans the information economy from 1960, driven by the microprocessor, and the intelligence economy from 2020, driven by artificial intelligence, autonomous robotics, blockchain, extended reality and the Internet of Things. We are here, at the intelligence explosion.
From muscle power to mind power revolution.Click to enlargeTap to enlarge

We are very fortunate to be living in the brief moment when humanity is on the verge of overcoming the fourth. We are witnessing grand history unfold in real time.

If you throw a dart across a 2.5-million-year timeline, the probability of being alive in this monumental decade is only 0.0004 percent.

Take a moment to marvel, then spend the rest of your life adjusting to the rocketship ascent of humanity.

Originally published in Charlie Ang's Intelligent Reinvention Memo newsletter on LinkedIn (Issue 31).

About the author
Charlie Ang

Charlie Ang is an Intelligent Reinvention Strategist, corporate futurist and AI keynote speaker based in Singapore and speaking worldwide. He helps organisations and leaders reinvent, rewire and retool for the Age of Intelligence, and has been featured by the BBC, Financial Times, National Geographic and CNA.