Strategies to Enhance Local Agent Retrieval Efficiency

Jack Kong, CEO of Nano Labs, posted on X. A new combination strategy is being suggested to improve the efficiency of local agent retrieval. By utilizing a structured task approach with an mq preview tree architecture, and employing qmd for scanning filenames before precise extraction, token consumption can be reduced by over 80% without compromising accuracy. As cloud AI costs continue to rise, optimizing local processes is becoming increasingly important.