Tag

#RAG

4 articles tagged #RAG.

A small white lighthouse lamp on a wooden floor sending one steady beam and one beam fading into fog

AI Integration/LLM Engineering·May 21, 2026·9 min read

LLM Hallucination Mitigation Strategies for Production

RAG, constrained generation, output validation, and self-consistency reduce LLM hallucination in production. Here is what each layer costs and when to use it.

AILLMProduction

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RAG in 2026: Beyond Naive Vector Search to Production Architectures

P.02

AI Integration/Engineering·Feb 28, 2026·15 min read

RAG retrieval methods: dense vs BM25 vs SPLADE vs ColBERT

Start with hybrid search: dense vectors plus BM25, fused with RRF and reranked. How dense, BM25, SPLADE and ColBERT compare, and when long context wins.

RAGVector SearchLLM

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P.03EditorPick

AI Integration/Engineering·Feb 21, 2026·15 min read

Contextual retrieval: how to build a RAG pipeline that works

Build RAG that works: chunk on structure, add context to each chunk, index it in vectors and BM25, then rerank and check citations. Code for every step.

AIRAGVector Search

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RAG vs Fine-Tuning vs Prompt Engineering

P.04EditorPick

AI Integration/Guide·Jan 28, 2026·23 min read

RAG vs Fine-Tuning vs Prompt Engineering: Which to Use

Prompt engineering shapes behavior, RAG adds knowledge, fine-tuning changes reasoning. Here's the cost and performance comparison to pick the right one.

RAGFine-TuningPrompt Engineering

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