Undo by hand
Files restored. Context still full.
A rewind tool the agent calls itself.Files and context go back. The lesson stays.
Every step is saved: files and conversation.
Undoing puts the files back.The failed attempt stays in the agent’s context.
Files restored. Context still full.
Files and context restored. One note added.
Sleeps don’t fix it. The expiry check is wrong.
It picks the checkpointand writes the note.