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Evolution & Intelligence

Why can AI beat chess champions but struggle with tasks a toddler finds easy?

Lesson 1 of the Wondering course A Brief History of Intelligence

Intelligence Was Built, Not Born

AI can beat chess champions. Yet it can struggle with tasks a toddler finds easy.

Why would that be?

Why is chess easier than toddling?

The answer starts with how intelligence came to exist at all. It did not appear fully formed.

Intelligence evolved incrementally over about 600 million years, through specific breakthroughs that each solved a survival challenge.

Tracing that history explains how our brains work and what current AI may be missing.

A 600-Million-Year Story

The story begins about 600 million years ago, with the first nervous systems.

It reaches modern humans around 200,000 years ago.

Between those points came five major breakthroughs, each separated by millions of years.

Each breakthrough matched a major change in brain structure. New abilities arrived with new brain hardware.

The span of brain evolution
  • First nervous systems: Where the story of intelligence begins.
  • Major breakthroughs: Each one tied to a major change in brain structure.
  • Modern humans: The latest point on the timeline.

Five Problems, Five Breakthroughs

Each breakthrough solved a specific survival problem.

The first was better navigation. The second was learning from experience.

Then came learning from imagination, followed by learning from others.

The last was learning from others' imaginations.

The five breakthroughs in order
  • Navigation: Better navigation was the first problem solved.
  • Experience: Next, creatures learned from their own experience.
  • Imagination: Then they learned from imagination.
  • Others: After that, they learned from others.
  • Others' imaginations: Finally, humans learned from others' imaginations.

Notice the pattern: each step widens where useful lessons can come from.

Each Layer Rests on the Last

Breakthroughs did not replace each other. Each one built upon previous capabilities.

Learning from others' imaginations needs both imagination and learning from others to already be in place.

Intelligence as a stack
  • Others' imaginations: The newest layer, reached by modern humans.
  • Learning from others
  • Learning from imagination
  • Learning from experience
  • Better navigation: The oldest foundation, from the first nervous systems.

Each level builds on the ones below it.

The result was increasingly sophisticated information processing systems.

A common mistake is to treat intelligence as one single trait. Evolution shows a stack of abilities, added one at a time.

What AI Has and What It Lacks

Modern AI has replicated some breakthroughs. Pattern recognition and language are now strong in AI systems.

Others are missing entirely.

Current AI lacks simulation, meaning imagining outcomes before acting, and mentalizing, meaning understanding what others think.

AI against the evolutionary stack
  • Replicated
  • Missing

This helps solve the chess puzzle. Strength in some layers does not guarantee the rest.

Using the Idea at Work

When you judge an AI tool, ask which breakthroughs it actually shows.

Questions to ask about an AI tool

Fluent language can sit on top of missing simulation or mentalizing. Impressive output in one area does not prove the full stack is there.

To explain it to a colleague: intelligence evolved through five breakthroughs over 600 million years, each solving a survival problem and building on the last.

Current AI copied some and skipped others.

Check yourself

Biological intelligence emerged _____

  • through a series of breakthroughs over millions of years
  • fully formed in a single evolutionary leap

Answer: through a series of breakthroughs over millions of years

Intelligence did not appear fully formed. It evolved incrementally over about 600 million years through five major breakthroughs, each solving a specific survival challenge.

Roughly what time span does the evolution of intelligence cover, from the first nervous systems to modern humans?

  • 600 million years ago to 200,000 years ago
  • 60 million years ago to 2 million years ago
  • 6 billion years ago to 20,000 years ago
  • 600,000 years ago to 2,000 years ago

Answer: 600 million years ago to 200,000 years ago

The first nervous systems appeared about 600 million years ago, and modern humans appeared about 200,000 years ago. The five breakthroughs occurred across this span, separated by millions of years.

Each new breakthrough in the evolution of intelligence _____ the capabilities that came before it

  • built upon
  • replaced

Answer: built upon

Each breakthrough built upon previous capabilities, stacking new abilities on old ones to create increasingly sophisticated information processing systems.

Keep going

This is lesson 1 of 24 in A Brief History of Intelligence. Next up:

  1. AI Paradox
  2. Intelligence Defined
  3. Neural Architecture
  4. Bilateral Brains
  5. Steering

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