ONLINE LEARNING FOR COST-EFFICIENT LLM ROUTING

Summary from the TLDR AI newsletter

Ramp Router learns provider failure rates through EWMA and latency distributions through Thompson sampling, then chooses the cheapest model and service tier likely to meet each deadline. Ramp reports 30% savings in Ramp Inspect without performance loss.