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Get Started Free →LangChain memory integration including ConversationBufferMemory, ConversationSummaryMemory, and vector-based memory
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 66% | 0% |
| case-01 | ✗→✗ | ＝ Same ✗ | -7% | 0% |
| case-02 | ✗→✗ | ＝ Same ✗ | 21% | 0% |
| case-03 | ✗→✗ | ＝ Same ✗ | -8% | 0% |
| case-05 | ✗→✗ | ＝ Same ✗ | 58% | 0% |
Other measured skills in the registry, with their headline benchmark lift.