How do I add Catalyst durable execution to an existing LLM framework agent without a full rewrite?

Wrap the agent’s decision function into a Catalyst workflow definition, keeping the original framework code largely intact. Catalyst handles state persistence and retries around each interaction with the LLM or tools. This incremental approach preserves your investment. Note that non-idempotent side effects may require compensating logic to maintain consistency during retries.