Jia-Chen Yang

Frontier models can be used sparingly for long-horizon tasks by a weak agent that learns to predict when it needs help, then keeps the strong model on a leash.

Even when a computer-use agent succeeds once, inconsistent task specification and variable agent behavior can tank its reliability.