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HF Trending Papers

Just-in-Time Memory waits for the question before summarising experience

What's this about?

Instead of compressing an experience immediately after it happens, JitMem retains raw trajectories and creates a task-specific memory after seeing the new query.

What exactly is read-time curation?

It resembles keeping full meeting notes and writing a tailored brief only when someone asks a question. The system knows which details matter before it discards anything.

Why does this matter?

author-reported preprint; 33 HF upvotes.
  1. Immediate task feedback makes the curator easier to train than a write-time summariser with delayed rewards.
  2. An untrained curator is already competitive with or better than tested fixed-memory baselines.
  3. Keeping raw trajectories shifts cost toward storage, retrieval and privacy.
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