We used Google to ask the following :Date: 01-01-2026 – query: ‘entropy in evolution’
‘Below we display the search results including ( if applicable ) our mark-ups in  ‘green italics‘

AI Results : 

Entropy (disorder) increases overall in the universe, but evolution’s local increase in biological order (complexity) doesn’t violate the Second Law of Thermodynamics because Earth is an open system, continuously receiving vast energy from the Sun, which fuels life’s complexity while generating much greater entropy elsewhere (like the Sun itself), satisfying the universal rule of increasing total entropy. Living organisms are “dissipative structures” that maintain order by efficiently processing energy and releasing heat, increasing overall system entropy.

The Common Misconception

The Argument: Critics claim evolution creates order (more complex organisms) from less order, seemingly decreasing entropy, which contradicts the Second Law of Thermodynamics (which states entropy must increase).
The Flaw: This misapplies the Second Law, which only strictly governs closed systems (isolated systems with no energy exchange).

The Scientific Explanation

Open System: Earth is an open system, constantly bathed in low-entropy energy from the Sun.
Energy Input: Organisms capture this solar energy (or energy from other organisms) to build and maintain their complex structures, a process requiring energy input.
Energy Dissipation: In doing so, organisms release high-entropy energy (heat) into the environment.
Total Entropy Increases: The massive increase in entropy from the Sun’s energy production, plus the heat released by life on Earth, far outweighs the local decrease in entropy (growth) of living things, keeping the universe’s total entropy on an upward trend.

Life as an Entropy Maximizer

Evolution, driven by natural selection, favors organisms that are better at capturing and utilizing energy to survive and reproduce.
Life effectively acts as a mechanism to “dissipate” energy gradients (differences in energy), creating order locally (us) while increasing disorder (entropy) globally, thereby fulfilling the dictates of thermodynamics.

We have reviewed this Ai response and it appears in line with our understanding, which is limited to the study we have done over the years and we are not experts.  We are learning still as well always.

We used Google to ask the following :Date: 01-01-2026 – query: ‘entropy in genetic evolution’
‘Below we display the search results including ( if applicable ) our mark-ups in  ‘green italics‘

AI Results : 

In genetic evolution, entropy refers to the concept of increasing genetic disorder or degradation, primarily through the accumulation of slightly harmful mutations (genetic entropy), suggesting a decline in informational complexity that natural selection struggles to counteract, leading some to propose an inevitable limit on life’s age, though mainstream evolutionary theory views selection and adaptation as ongoing processes that build complexity, with entropy countered by biological self-organization and repair.

Genetic Entropy (A Specific View)

The Idea: Proponents argue that random mutations constantly add “errors” (like typos) to genomes, and these slightly harmful mutations accumulate over generations, degrading the overall genetic information.
Mechanism: Natural selection struggles to eliminate these slightly deleterious mutations efficiently, causing them to build up, leading to declining fitness and eventual extinction of populations.
Implication: This view, often linked to creationist arguments, suggests life cannot be billions of years old because genomes would have degraded beyond function by now.

Mainstream Evolutionary Perspective

Counteracting Entropy: Life actively fights entropy (disorder) through complex mechanisms like DNA repair, programmed cell death, and self-organization, maintaining order.
Information Generation: Evolution isn’t just about decay; new, beneficial information (complex adaptations) arises through mutation, recombination, and selection, increasing complexity, not just decreasing it.

Entropy as a Tool: Information theory uses entropy to measure genetic diversity, which is crucial for evolvability and adaptation, especially in changing environments.
Selection’s Role: While some mutations are neutral or deleterious, beneficial mutations can spread, increasing complexity and overcoming minor entropic loss.

Key Contrast

Genetic Entropy: Focuses on inevitable, downward-spiraling degradation from an assumed perfect state.
Evolution: Views genetic changes as a dynamic balance where selection builds order and complexity, using randomness to find advantageous pathways, countering entropy’s pull.

We have reviewed this Ai response and it appears in line with our understanding, which is limited to the study we have done over the years and we are not experts.  We are learning still as well always.