Frontier-grade AI now wholesales at about five cents a task. Here is the honest math on what an overnight agent shift costs all-in, what companies like yours are getting back, and the question that catches a bad vendor.

A chip designed in nine months, chip software written by the models themselves, and a price curve falling faster than any vendor roadmap. Here is what last week’s chip news means for the next AI contract you sign, with real clause language.

A role has never been a fixed list of tasks — it is the value you add to what others pay for. The change underway is structural, and your position depends on understanding it.