Sunday, February 22, 2026

What if scenarios when AGI becomes widespread and embedded in human society

Over the last ~10,000 years (since the early Holocene), average human brain size has decreased slightly compared with Pleistocene values — a pattern documented in multiple populations around the world. The article doi: 10.3389/fevo.2021.742639 discusses a variety of hypotheses, including:

  • Energetic trade-offs

  • Changes in body size scaling

  • Social/collective cognition

  • Cultural outsourcing of memory and thinking

  • Reduced need for sensory/locomotor demands in settled societies

And one idea the authors highlighted is that once externalized collective intelligence — via writing, culture, and technology — became stable, individual brains didn’t need to carry as much raw computational/representational capacity internally.

When we extend that idea into the future — especially with the hypothetical arrival of Artificial General Intelligence (AGI) — there are a few plausible evolutionary/biocultural scenarios. None are certain, but they can be framed in terms of how evolutionary selection pressures might change:


๐Ÿง  1. Brain Size as an Evolved Trait Responds to Selection Pressures

Brain size (and its internal organization) didn’t evolve for abstraction or technology for its own sake — it evolved because, on average, individuals with certain brain phenotypes had higher reproductive success given their ecological and cultural environments.

Key point: Evolutionary change in brain size is not driven by technology itself, but by how technology changes the fitness landscape for humans.

So the question is: if AGI becomes widespread and embedded in human society, how might the fitness landscape for neural investment change?


๐Ÿ”น Scenario A — Brain Size Continues to Decrease

If AGI becomes a fundamental part of human life (for thinking, problem-solving, memory, navigation, planning, etc.), then:

  • Much of what the brain currently does might be outsourced to external intelligence systems

  • Social and economic success may depend less on internal memory/analytical capacity and more on how effectively one collaborates with AI

  • Energetic costs of maintaining large brains (≈20% of basal metabolic rate) might become a disadvantage if not paired with higher reproductive success

If those pressures persist, natural selection might favor smaller, more efficient brains optimized for interacting with collective intelligence rather than raw individual computation.

This is not “progress toward a goal,” but a shift in what capacities carry reproductive advantage.


๐Ÿ”น Scenario B — Brain Size Plateaus (S-curve Saturation)

We may already be near a plateau where further reduction just doesn’t give a fitness advantage because:

  • Cognitive outsourcing already exists widely (education, technology, networks)

  • Selection pressures that drove the Holocene decrease have stabilized

  • Human social and emotional intelligence remains essential in ways AGI can support but not fully replace

Under this scenario, brain size won’t shrink much more simply because it’s not strongly selected for or against — it hovers near an equilibrium matching current cultural-ecological demands.

This fits a classic S-shaped (sigmoidal) pattern where:

  • Phase 1 — growth (Pleistocene increase)

  • Phase 2 — shrinkage or adjustment (Holocene decrease)

  • Phase 3 — stabilization

AGI could reinforce the plateau by making additional shrinkage neutral or near-neutral in fitness terms.


๐Ÿ”น Scenario C — Brain Structure Changes Rather Than Size

Even if overall volume doesn’t change much, the functional architecture might shift:

  • enhanced connectivity for social cognition

  • language/communication modules

  • integration with external systems (neuro-AI interfaces)

  • specialization in understanding/using systems rather than raw internal reasoning

In other words: the same size but different wiring.


๐Ÿ”น Scenario D — Brain Size Could Increase Again

If AGI creates new cognitive niches where humans need:

  • more creative abstraction

  • deeper emotional/social intelligence

  • entirely new kinds of thought previously not selected for

then — in principle — selection pressure could favor increased complexity, even if different in nature from earlier expansions.

This is speculative but not impossible if cultural evolution consistently rewards new internal capacities.


๐Ÿง  What Drives These Outcomes?

Here’s a simplified view of the key factors:

FactorCan Reduce Size?Can Increase Complexity?
Cultural/Tech Outsourcing✔️⚠️
Energetic Cost Pressures✔️✖️
Social/Emotional Complexity✖️✔️
New Cognitive Niches⚠️✔️
Cooperation with AGI⚠️⚠️

So the answer is not simply “AGI → shrink” or “AGI → no change.” It depends on how AGI changes:

  • what brains need to do internally

  • how humans survive and succeed reproductively

  • how culture mediates the value of internal vs. external cognition


๐Ÿง  Beyond Evolutionary Time

One other point: biological evolution is slow. Over the next centuries or millennia, cultural and technological evolution will outrun genetic evolution by orders of magnitude. So in the timeframe where AGI would be impactful culturally (decades to centuries), the brain will be shaped more by culture and individual learning than by genetic selection.

In that sense, we might see phenotypic plasticity and neural specialization without major genotypic brain size change.


๐ŸŽฏ In Summary

There are three broad possibilities after AGI becomes embedded in human life:

  1. Continued shrinkage, driven by outsourcing of cognition and reduced internal demand

  2. Plateau/S-curve stabilization, where brain size stays near current values

  3. Structural reconfiguration, where how the brain is organized matters more than how big

None of these outcomes are inevitable — they depend on how culture, technology, and human goals co-evolve.

What if scenarios when AGI becomes widespread and embedded in human society

Over the last ~10,000 years (since the early Holocene), average human brain size has  decreased  slightly compared with  Pleistocene  values...