Adrian Mladenic Grobelnik

Optimas: Optimizing Compound AI Systems with Globally Aligned Local Rewards

Compound AI systems integrating multiple components, such as Large Language Models, specialized tools, and traditional machine learning models, are increasingly deployed to solve complex real-world tasks. However, optimizing compound systems remains challenging due to their non-differentiable struct…