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Independent Researcher
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Enterprises deploying LLM agents could save significant costs and enhance user satisfaction by adopting the Pingquanqi framework, which transforms how we govern human-agent interactions.
Shifting reasoning to the indexing stage can drastically reduce query latency while enhancing retrieval effectiveness through LLM-generated rationales.
