FlyRoute uses a data flywheel with targeted exploration to evolve agent profiles from real routed queries, raising LLM router accuracy from 72.57% zero-shot to 89.83% after 7,211 queries on a proprietary enterprise dataset.
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FlyRoute: Self-Evolving Agent Profiling via Data Flywheel for Adaptive Task Routing
FlyRoute uses a data flywheel with targeted exploration to evolve agent profiles from real routed queries, raising LLM router accuracy from 72.57% zero-shot to 89.83% after 7,211 queries on a proprietary enterprise dataset.