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MemCon reveals that adaptive memory management can boost task success rates by over 15 points while cutting token usage significantly.
Forget hand-designed agent communication topologies: Agent Q-Mix learns decentralized communication strategies that boost accuracy and token efficiency in LLM multi-agent systems.
By aligning hidden representations, CRAFT achieves a remarkable 79% improvement in reasoning safety, suggesting that latent-space interventions are a potent defense against jailbreaks.
