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Zhejiang University, HomologyAI
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TokenPilot slashes inference costs by up to 87% without sacrificing performance, tackling the critical trade-off between context management and cache efficiency in LLM agents.
LLMs often fail to maintain accurate beliefs in multi-turn interactions, but targeted reinforcement learning and representation steering can dramatically improve their contextual reasoning.
