Hi everyone,
I’m trying to integrate external APIs into my langchain workflows, but sometimes the chain fails to fetch or process the data correctly. I was talking with a colleague about debugging these integration issues, and they mentioned delta as a tool to simulate and monitor API calls safely in a chain.
Has anyone else experienced inconsistent results when combining external API responses with LLM steps? Any tips for keeping chains reliable with third-party data?