Why We Age at Different Speeds

Original: "A Nonequilibrium Internal-Time Model of Aging: Entropy-Normalized Biological Proper Time and Repair Bifurcations"
· Mesfin Taye
arXiv:2606.23279 · 2026-06-22 · CC BY 4.0 · 1 min
The body runs like an engine that burns through fuel vouchers: the more you spend, the older you get.

The body is like an engine that gets a limited supply of fuel vouchers. Every heartbeat is one voucher spent. A mouse burns through its vouchers quickly, an elephant slowly, but by the end of life both spend roughly the same amount. That's why aging is better measured not in years, but in the number of vouchers spent.

The entropy cost of a cycle is how much disorder a single heartbeat produces. An expensive beat brings old age closer faster.

The internal clock doesn't tick in seconds, it ticks in heartbeats, but each beat has its own price. If the heart beats faster, or if each beat costs more, the clock runs faster. This explains why people of the same age age differently: for some, the clock ticks faster, for others, slower.

When the body repairs damage, the repairs may not keep up. If the repair rate drops below a critical level, the healthy state disappears, and aging accelerates sharply, like an avalanche. This threshold can be calculated, and it explains why decline speeds up at the end of life. Testing against data showed that this internal clock predicts aging more accurately than age alone or heart rate.

A mouse heart beats hundreds of times per minute, an elephant's about thirty, yet over a lifetime both rack up roughly a billion beats.

A_{\mathrm{PBTE}}(t) = \frac{1}{N_{\star,\mathrm{ref}}} \int_0^t \frac{\sigma_0(s)}{\sigma_{0,\mathrm{ref}}} f_A(s)\,ds
The fraction of the entropic-cycle budget that has been spent
r_c = \mu + \lambda K + 2\sqrt{\lambda \mu K}
The threshold below which the healthy equilibrium point disappears
G = \gamma \frac{\sigma_0 f_A}{\sigma_{0,\mathrm{ref}} N_{\star,\mathrm{ref}}}
Acceleration of mortality per calendar year
Scientists
Ludwig BoltzmannRudolf ClausiusJacob BekensteinStephen HawkingJames Clerk MaxwellEdward Witten
Concepts
Cope's rule second proper time Boltzmann equation entropy boltzmann entropy cosmic chronometry CPT theorem biological rhythm modeling lifetime non equilibrium information theory internal energy energy conservation