SYSTEM ARCHITECTURE
RAG Pipeline Blueprint
STAGE 04 OF 06 - Vector DatabaseANN Similarity Search
Performs approximate nearest neighbor (ANN) search using HNSW indexing across millions of pre-chunked document vectors with metadata filtering.
// Code Implementation Pattern
const matches = await pineconeIndex.query({
vector: embedding.data[0].embedding,
topK: 10,
includeMetadata: true,
});Recall Rate96.4%
Search Latency18ms
Top-K Chunks10
06 / CONTACT
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