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JITMEM stores complete raw trajectories, retrieves the top-k trajectories with BM25 over task descriptions, synthesizes an ephemeral task-conditioned payload with a curator, executes with a frozen LLM, and admits judged-successful trajectories to a streaming memory bank; only the curator is trained, using GRPO and same-task benchmark reward. · CiteArk