I accidentally turned LLM memory into program analysis Over the past few months I have been playing around quite a bit with LLM agents, particularly for vulnerability research. They are becoming surprisingly good at navigating large codebases, explaining unfamiliar subsystems and helping explore potential attack surfaces. However, once an investigation starts taking a few hours, I kept running into the same problem: the model would slowly lose track of what we had actually established. It might suggest an approach that we had already ruled out, forget that an assumption turned out to be false,