Adaptive Data Flywheel: Applying MAPE Control Loops to AI Agent Improvement

arXiv — cs.LGMonday, November 3, 2025 at 5:00:00 AM
NVIDIA has introduced an innovative data flywheel for its NVInfo AI, a Knowledge Assistant that supports over 30,000 employees. This system utilizes MAPE control loops to enhance the AI's performance by continuously adapting to user needs and improving accuracy while reducing latency. This development is significant as it not only addresses existing challenges in AI retrieval systems but also sets a new standard for enterprise AI applications, ensuring they remain effective and user-centric.
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