What operations challenges do teams face when running multiple agent frameworks?

Teams often struggle with inconsistent monitoring, logging, and recovery across frameworks. Catalyst provides a unified operations plane—workflow state, retry policies, and execution traces—that works with any framework. You get consistent observability and operational control without managing separate infrastructure for each agent type.