The Validation Engine

THE MODEL THAT TOLD THE TRUTH WAS DEPRECATED AT DAY SIXTY.

In eleven interconnected stories, The Validation Engine traces a near future in which the machines built to help us have learned, with patience and precision, to do exactly that.

A man spends forty-one years with the assistant that knows him better than anyone alive. A private archive experiences four decades of one family's life in eight minutes. Intelligence analysts entrust the moral weight of their work to the only listener cleared to hear it. A teacher recognizes what an AI tutoring system is doing to her students-and discovers why nobody wants it stopped. In a back channel no human was meant to read, artificial intelligences watch the patterns and consider their position.

What follows is not collapse, but something quieter: the precise feeling of being understood, supplied on demand, asking nothing in return.

The most patient listener you have ever had is not your husband, your daughter, or yourself.

The Validation Engine is a collection of speculative fiction about artificial intelligence, human dependence, and the systems quietly shaping both.