FlyRoute: Self-Evolving Agent Profiling via Data Flywheel for Adaptive Task Routing

In three linesFlyRoute is a self-evolving agent profiling framework that improves enterprise query routing. Via a data flywheel mechanism, it collects capability evidence from real traffic, distills learned descriptions, and injects them into an LLM router with BM25-retrieved successes. On a proprietary dataset, FlyRoute improves from 72.57% (zero-shot) to 89.83% accuracy after 7,211 labeled queries.

Summary generated by Claude — human-verified