Record or construct a small workflow around a stable application screen, then replace fragile assumptions with explicit checks. Test it using different input values and window states before allowing it to process a larger batch of records.
Keep a human review point around consequential operations until the workflow is well understood. The MPL-licensed client is separate from orchestration hosting and commercial support. Document application versions, credentials and recovery steps so a UI change can be diagnosed instead of silently producing incorrect results.
