#vector store
5 articles with this tag
Agent Development
How to Use LangChain with ChromaDB (Local Vector Store)
Use LangChain with ChromaDB for persistent local embeddings — setup, metadata filtering, similarity search, and collection management with full Python code.
May 31, 2026 11 min read
Agent Development
5 LangChain Indexing APIs: Record Manager and Upsert (2026)
Master LangChain's Indexing API with RecordManager for deduplication, incremental sync, and deletion cleanup in production vector store pipelines.
May 31, 2026 14 min read
Agent Development
How to Build a RAG Pipeline with LangChain (Step-by-Step)
Build a complete RAG pipeline with LangChain, Chroma, and OpenAI embeddings — document loading, chunking, vector storage, and retrieval in one guide.
May 31, 2026 13 min read
Agent Development
How to Use LangChain with Redis (Cache and Vector Store)
Use LangChain with Redis for low-latency AI responses. Covers RedisCache, RedisSemanticCache, RedisVL vector search, and a Redis vs alternatives comparison.
May 31, 2026 10 min read
Agent Development
5 LangChain Vector Store Retrievers (MMR, Similarity, Compression)
Master LangChain's 5 core retriever types — SimilaritySearch, MMR, ContextualCompression, MultiVectorRetriever, and SelfQueryRetriever — with code, benchmarks, and guidance.
May 31, 2026 14 min read
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