Insights

Expert Insights, Industry Trends, Proven Results.

Is Localized Power Generation the Future of Energy?

Is Localized Power Generation the Future of Energy?

Artificial intelligence is hungry. Very hungry. Roughly three-quarters of the world's FLOPs (the raw computing horsepower that makes AI possible) are concentrated in the United States. That dominance is impressive, but it comes with an enormous price tag: electricity.

Reduce Infrastructure Demands with Parameter-Efficient Fine-Tuning (PEFT)

Reduce Infrastructure Demands with Parameter-Efficient Fine-Tuning (PEFT)

As AI adoption accelerates, infrastructure teams are under increasing pressure to deliver scalable, secure, and cost-effective AI capabilities—often within the tight constraints of on-premises or hybrid environments. The challenge is clear: support meaningful AI workloads without the hyperscaler overhead.