From Atoms to Algorithms

A state built on TVA dams now faces a second electric century — one measured in gigawatts of compute. Here's the math behind Tennessee's bid to power the AI era with advanced nuclear.

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A state growing faster than its grid was built for.

0
population growth 2010–2023, from 6.3M to 7.3M residents
0
projected Tennesseans by 2040
0
mid- to large-scale data centers operating statewide
0
kWh
used by the average Tennessee home each month

Data centers are eating a fast-growing slice of America's power.

U.S. data centers drew 176 terawatt-hours in 2023 — already 4.4% of national consumption. By 2028 the EIA's range runs as high as 12%. Of a projected 176 GW of new demand by 2035, AI alone accounts for 123 GW.

Data centers as a share of U.S. electricity

Percent of total national consumption · 2023 actual → 2028 projected range
Lower projection (6.7%) Upper projection (12%)

We used to build reactors in 5 years. Now it takes 14.

The case for reform, in two power plants. Same technology, half a century apart — and a permitting regime that turned a billion-dollar, five-year project into a fourteen-year, thirty-billion-dollar one.

Connecticut · 1968
Connecticut Yankee
Time to permit & build
5 years
Total cost
$1 billion
Georgia · 2023
Vogtle 3 & 4
Time to permit & build
14 years
Total cost
$30+ billion

That's a 2.8× longer timeline and a 30× higher bill — not because the physics changed, but because the process did.

Memphis is becoming a gigawatt city.

xAI's Colossus secured ~150 MW of grid access in Memphis, with an estimated full load of 200–300 MW — by itself more than 10× Oak Ridge's Frontier supercomputer (21 MW). Nuclear already supplies roughly half of Tennessee's electricity.

Tennessee's electricity mix

Nuclear (~50%) Gas/Coal (~30%) Hydro/Other (~20%)

Major compute & energy sites

Stylized — node size scales with electrical load

Five moves to make Tennessee the SMR capital.

There are 74 small modular reactors in development globally. Tennessee's edge is regulatory speed — these are the levers the authors propose pulling.

1

Statewide interconnection

Adopt uniform standards so new generation can plug in without bespoke, multi-year negotiations.

2

State Nuclear Coordinator

Create a single accountable office to shepherd advanced reactor projects through the state.

3

Streamline reviews

Compress environmental review timelines for advanced reactors without lowering the bar.

4

Fast-track brownfields

Prioritize permitting at existing generation sites already wired into the grid.

5

Back federal reform

Support NRC modernization so federal licensing keeps pace with state ambition.