Blog
Insights fromthe Gridlight team.
News, updates, and deep dives on private AI infrastructure, governance, and the economics of running models on hardware you control.

token
The Token Treadmill
The AI boom is driving unprecedented spending on cloud infrastructure—but the revenue, margins, and physical resources needed to sustain it are lagging far behind. Beneath the hype, a fragile system of token-driven economics, debt-funded expansion, and circular financing is emerging, raising questions about how long the momentum can last.

Engineering
The Sci-Fi Future Arrived — We Just Misread the Genre
We expected Star Trek. We got something stranger — and something far more interesting is now being built. This piece explores why the AI future doesn't look like one all-knowing mind, what a neuroscientist's theory of the brain tells us about how intelligence actually works, and why the organizations that build AI as a coordinated system of specialists will end up with something no outside provider can ever replicate.

costs
You're Paying OpenAI More Than Your Electricity Bill
Cloud AI bills are growing faster than most companies realize. See how per-token pricing compares to a fixed-cost on-premises AI platform — and what the numbers actually look like at scale.
