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Free LangChain course

LangChain for LLM Applications and RAG

Module 09 Summary

What this module established

stream yields the same content invoke returns - accumulate the chunks rather than calling twice. Time to first chunk is what a user feels; a change that halves total time while doubling it feels slower and reports as an improvement.

Carry forward

Before moving on

Move on when both latency numbers are reported at p50 and p95, and your logs redact before writing with the limits written down.