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Alibaba researchers unveiled Scroll, a context manager that skips compaction entirely and has the model write Python to retrieve what it needs, scoring 94.8% on LongMemEval_S, 73.1% on BEAM_10M and 86.7% on LOCA_256K with Qwen3.8-Max.
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