the genius who never learns

an agent that learns and optimizes will outperform a frozen 1.8 trillion parameter model. i&rsquo;m not saying a 7B model is smarter than a frontier model. on a zero-context task the big models win. what i&rsquo;m saying is that the moment you fix a task, a customer issue, a codebase, a distribution of tickets, and you let one system accumulate the corrections while the other one wakes up with…