PingYou

About

PingYou builds a structural-learning layer above frontier models, betting that the next 10× in AI comes from structure and control, not scale. It finds the load-bearing structure inside a hard problem and applies that shape to unrelated domains and to new problems at runtime, without retraining the model underneath. Where foundation models match surface patterns, PingYou supplies the structural moves a senior practitioner makes on instinct.