{"id":"2067321718017052871","url":"https://x.com/himanshutwtxs/status/2067321718017052871","text":"loop engineering only holds up if the loop can remember. here's the part that decides it:\n\n-> the context window resets to a fixed set of files every iteration, so the in-window memory is disposable\n\n-> what has to survive lives outside the window: lean anchor files (VISION, PROMPT, MEMORY, SKILL.md) reset each pass, and a durable external store that persists across all of them\n\n-> the loop recalls from the store before each pass and writes the outcome after, so run 47 reads what runs 1 through 46 learned\n\n-> skip the store and it drifts, repeats finished work, and re-ingests its own early mistakes as truth. context rot hits around 20-30 turns and a loop runs thousands\n\nthe loop gives an agent persistence across time, memory is what keeps it from forgetting","author":{"name":"Himanshu","username":"himanshutwtxs","avatarUrl":"https://pbs.twimg.com/profile_images/1924099686123597825/gJe2i2Jf_200x200.jpg"},"createdAt":"Wed Jun 17 19:01:21 +0000 2026","engagement":{"replies":4,"retweets":14,"likes":169,"views":15223},"media":{"photos":[{"url":"https://pbs.twimg.com/media/HLCaH75aUAAjglC.png?name=orig","width":2000,"height":1020}],"videos":[]},"quoteTweet":{"id":"2067305118891163833","url":"https://x.com/mem0ai/status/2067305118891163833","text":"","author":{"name":"mem0","username":"mem0ai","avatarUrl":"https://pbs.twimg.com/profile_images/2038726039153881088/b3jpb6xu_200x200.jpg"},"createdAt":"Wed Jun 17 17:55:23 +0000 2026"}}