Ai-Data

Ai-Data

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ARTICLE · 01

Data Lineage and Contracts for AI Knowledge Systems

How to give a RAG or agent knowledge base stable identities, source contracts, run-level and chunk-level lineage and an answer log, so you can trace a…

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ARTICLE · 02

Graph RAG Architecture and When It Beats Vector Search

How a graph RAG system is built next to a vector index, which question shapes a graph answers better, how to design an evidence-carrying schema, resol…

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ARTICLE · 03

Hybrid Search: Combining BM25, Dense Retrieval, and Reranking

A production guide to hybrid search: analyzers that preserve identifiers, filtered ANN, shared chunk ids, reciprocal rank fusion versus score blending…

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