Save the current task's state to CHECKPOINT.md before the user compacts the conversation, so the next context picks up exactly where this one stopped instead of relying on the automatic summary. Use when the user is about to compact, worries the conversation has grown too long, or asks to save where things stand. It writes one temporary file and doesn't touch the memory system.