Official inspiration:
- LangChain
ChatPromptTemplatedocumentation:
What was adapted:
- The official prompt-template and runnable composition style was kept.
- The task was changed to an internal engineering note about retry workflows.
- A fixed multi-step refinement loop was added so each LangChain output becomes an explicit execution step for X-Ray.
What remained unchanged in spirit:
- prompt-driven runnable composition
- chat-model invocation through LangChain
- iterative refinement of a prior answer
Why this workflow is relevant to execution analysis:
- it is a common LangChain pattern for structured refinement
- it produces sequential outputs that can improve, plateau, or repeat
- X-Ray can show where additional refinement stops adding structural value