How long-running AI agents can lose focus

Claude-style chats can get worse after many back-and-forth messages. Old mistakes may return, and earlier instructions may be ignored.

A practical is to write a with the important facts and restart in a fresh chat. The harder case is a that summarizes email, books calendar events, and learns personal habits over years, because it must keep useful memory without letting a long history pull it off track.

Key points

  • Long AI chats can drift after many exchanges.
  • Old errors and forgotten instructions can come back.
  • A can help reset the work without losing the important state.
  • s need a way to keep useful memory while ignoring stale or wrong history.
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