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Conversational agents can achieve superior memory recall and reasoning by treating memory as an active cognitive component rather than a passive tool.
Reward models optimized for single-step generation can fail spectacularly when integrated into multi-stage LLM pipelines, but pipeline-aware training can fix this.
