Tomorrow starts with a map.
At closing time, you clear the desk. Before you leave, you write a map for tomorrow: what we are trying to do, what changed, what we learned, and what remains unresolved.
Source book by 递归客 (diguike) · Full attribution

A fresh session needs orientation
Starting a new session does not automatically grant the model knowledge of the old session. The memory system has to bring relevant material into the new working space.
A handoff should make the current state visible. Finished work, open questions, constraints, and next steps are more useful than a chronological account of every tool movement. A compact index can then point toward details without filling the desk all at once.
Start tomorrow’s conversation
“Can we finish the event invitation?”
Please share the event plan, the start time, and the invitation wording so I can pick up the work.
Fictional example. This experiment runs locally and does not call an AI or access your memory.
A notebook can become a reference collection
A pile of observations can also be organized around a focused topic. The book’s knowledge agent describes compiling a corpus: a selected body of material for a particular kind of question.
Think of a librarian assembling a reading packet about the venue rather than handing over the whole archive. Build prepares the collection, prime brings useful material into a session, and query uses it to answer questions. The packet needs rebuilding when its underlying records change.
Remembering does not retrain the model
External memory supplies information to a request. It does not, by itself, rewrite the model’s learned parameters. The agent may act informed because it has read the notebook, just as a new colleague can work effectively after reading a good handoff.
A confident summary is still a claim. Before acting on a stale schedule or an important technical decision, compare it with current sources. Continuity is a way to begin closer to the work, not a reason to skip checking the work.
Behind this lesson
Related chapters in 递归客’s original book:
The source examines Claude-Mem v12.6.2. Links are pinned to the book revision used for this course; current implementation details may differ.