RAG Knowledge Systems Original framework • Capability overview — not a client case study. A bluep...RAG Knowledge Systems Original framework • Capability overview — not a client case study. A bluep...
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Farouk Hajjej
• Aug 10
RAG Knowledge Systems
Original framework • Capability overview — not a client case study.
A blueprint for converting trusted documents and data into useful, traceable AI-assisted answers. The flow begins with the questions users need answered and the sources allowed to support those answers.
It maps ingestion, parsing, chunking, embeddings, retrieval, context assembly, response generation, and citations—alongside freshness, access boundaries, evaluation, observability, and failure handling.
Typical deliverables include a system architecture, document pipeline, retrieval strategy, evaluation plan, and proof-of-value roadmap. The aim is a grounded, governable knowledge system that can improve iteratively.
AI Agent DesignerAI AutomationAzureLangChainOpenAI
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