Really interesting concept. The point that an agent needs to remember the state of the environment, not just the conversation, really stood out to me.

In longer security research sessions, knowing what’s still running, which access is valid, and what has already been investigated seems far more valuable than simply feeding an old transcript back to the model. I also appreciate the focus on making the state structured and resumable rather than treating memory as a giant chat history.

The security side of persistent memory is an important part of this too—especially making sure sensitive state doesn’t become an unexpected source of leakage. Great read and a thought-provoking approach to building agents that can actually pick up where they left off.