Reliopt

Reliopt is a Python-based meta-layer tool designed to optimize large language model (LLM) and agent programs by enforcing hard and soft behavioral contracts while optimizing multiple objectives such as accuracy, cost, latency, and reliability. It identifies Pareto-optimal candidate programs and enables automated stress-testing through perturbations.