Microsoft CASD prompt optimization beats GEPA using agent logs
The shift from search loops over small trajectory batches to holistic log analysis changes the economics of prompt optimization for anyone running agents in production. Teams can apply CASD without building validation sets or wiring up environment access, making it practical for real-world agent debugging. Its 22x cost advantage over validation-gated search makes it a concrete alternative to GEPA for budget-conscious projects.
