“Your [Sentry] your agent might get lucky and like be able to figure out the same root cause that it did the first time around, but that's not guaranteed. And and even if it does, you're you've probably wasted a lot of tokens re-gathering context on an issue that you've already fixed before.”

In Warp’s Oz cloud agent platform, an outer-loop agent extracts facts from each run into a versioned memory store attached to the agent, and later runs report which memories they used. Humans can review, edit or delete memories, and skill updates land as pull requests a person reviews. Quoted from YouTube’s auto-generated captions.