Tag: RAG
All the articles with the tag "RAG".
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Building a Domain-Specific Deep Research Agent for Public Health
Build a domain-specific multi-agent deep research system for public health evidence synthesis — with intent refinement, outline negotiation, gated memory, and source-level citations using Claude and Anthropic's tool-use API.
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Deep Research Agents Explained: Architecture, Types, and Practical Applications
Decode how Deep Research Agents work — from LLM reasoning and tool use to multi-agent architectures — covering agent types, practical use cases, limitations, and responsible adoption, based on evidence from multiple systematic reviews.
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Know Your RAG — Building an Evaluation Dataset for Public Health RAG Systems
Build a domain-specific RAG evaluation dataset from public health literature using the Know Your RAG framework — LLM-generated questions, critique filtering, and RAGAS benchmarking of Agentic vs Naive RAG pipelines.
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Multi-Document Summarization with RAG: Hybrid Retrieval, Debate Prompting, and SPECTER
Implement multi-document summarization using RAG and hybrid retrieval (ChromaDB + ColBERT) — debate prompting, SPECTER embeddings, and working Python code based on the X-Sum framework.