Dematrix just shipped its first chip and it's already in mass production. Dematrix, the chip startup, seven years old with one clear goal, building hardware for inference. 

That is what these models run on after they've been trained. And the bet is paying off. Forcer is easy to adopt, needs no special cooling, and it's already delivering customers readily made solutions within days. 

Longtime friend of theCUBE and NYSE Wired CEO Sid Sheets spoke to us about the journey this company is on. 

The big revelation or the big understanding that people are finally getting to is inference, which is something we've been talking about for, you know, ever since we started the company. 

The company was built on a foundational principle that inference is going to be the largest computing opportunity of our time. 

We are officially in the inference era and Gmatrix is meeting this moment.