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Free LangChain course

LangChain for LLM Applications and RAG

Module 10 Summary

What this module established

Read traces backwards from the symptom, asking whether each step was right given its input. Steps downstream of a bug behave correctly on bad data, which makes them look guilty - and the model is nearly always both the slowest step and the first suspect.

Carry forward

Before moving on

Move on when you have found a planted fault by reading backwards, attributed a two-run difference to a config field, and set retention per field.