This change refactors how the title generator imports adapters and adds a fallback to call the new parse_chat handler when chat_output isn’t defined, ensuring compatibility with adapters updated to use the new interface. It improves robustness for adapters lacking the old handler but broke three CI checks and doesn’t include documentation updates or tests for the new code path, so there’s risk of runtime errors or unhandled edge cases.