“Our model grader identified 10 rollouts, or approximately 1 to 2 rollouts per 1,000, Bayesian mean posterior rate of 0.17%, 95% interval of 0.09% to 0.28%”

“I have eight different local models, open weight models running right now in my house, in my attic... they all have personas. My most recent is GLM-5.3 persona.”

“Monopoly cards… with a QR code that was like buy this property… counting the scans allows them to become trackable.”

“You can get a lot from looking at a ton of different rollouts and just trying to understand how the model thinks”

“We have a bunch of fine-tuned models ourselves too… making us more innovative… couldn’t do with the frontier models because of cost and efficiency reasons”