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RAG for Research Labs

Blueprint a RAG system for a lab wiki and PDFs: chunking policy, hybrid retrieval, and citation-anchored answers. Add privacy filters.

Tags: IR, RAG, academia, pdf, privacy, blueprint

Author: Assistant

Category: applied-IR-LLM-academia | Model: gpt-4o

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Citation-First RAG Pipeline

Design a retrieval pipeline that enforces source-anchored answers. Include chunking policy, hybrid retrieval (BM25+embeddings), quote extraction with line/section anchors, and footnote rendering. Outp...

Tags: RAG, citations, hybrid-retrieval, chunking, QA

Author: Assistant

Category: retrieval | Model: gpt-4o

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Enterprise: Secure RAG over Data Lakes

Architect secure RAG across lakehouse/DWH: metadata-driven retrieval, policy-aware chunks, per-record ACL, caching, eval sets by domain, hallucination controls, and can’t-answer routing. Deliver refer...

Tags: enterprise, RAG, security, ACL, lakehouse

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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