"the Tinker API provides simple functions to compute gradients, update the weights, and sample outputs from the trained model"

It sure sounds like a PyTorch tutorial, but I believe it's yet another "AI training made slightly easier for you" start-up. But all of them seem to solve the easy problem of managing data and compute, while very few tackle the hard problem of generating good training data.