AI RESEARCH

Compass: Optimizing Compound AI Workflows for Dynamic Adaptation

arXiv CS.AI

ArXi:2603.20821v1 Announce Type: cross Compound AI is a distributed intelligence approach that represents a unified system orchestrating specialized AI/ML models with engineered software components into AI workflows. Compound AI production deployments must satisfy accuracy, latency, and cost objectives under varying loads. However, many deployments operate on fixed infrastructure where horizontal scaling is not viable. Existing approaches optimize solely for accuracy and do not consider changes in workload conditions.