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This paper introduces Reflective Retrieval Memory (RRM), a memory framework that distills procedural retrieval experience from historical task trajectories to improve evidence retrieval for long-horizon multimodal reasoning. RRM matches or exceeds prior state-of-the-art on M3-Bench-Robot, M3-Bench-Web, and Video-MME-Long benchmarks.