Bayesian_LangChain / MIGRATION_NOTES.md
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Migration notes

The source material contained two different concepts under the same Bayesian/Probabilistic LangChain umbrella: an SMC tool runtime and a heuristic beam framework (p_langchain). The beam framework was not retained as Bayesian code because its softmax score was not a posterior and its multi-proposer executor overwrote earlier proposers. The useful SMC idea is retained in smc.py with proposal correction and safe final weighting. The Colab RAG export was replaced by a package-native RAG implementation and reproducible benchmark.