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Maya Shin

Head of Marketing @ Meilisearch
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All articles by Maya Shin

Understanding hybrid search RAG for better AI answers

Understanding hybrid search RAG for better AI answers

Learn what hybrid search RAG is, how it blends semantic and keyword search for more accurate retrieval, and how it works, challenges, implementation & more.

Maya Shin
Maya Shin16 Dec 2025
Naive RAG vs. advanced RAG: What are the differences?

Naive RAG vs. advanced RAG: What are the differences?

Explore the key distinctions between naive RAG and advanced RAG, including how they differ in process, accuracy, scalability, performance & more.

Maya Shin
Maya Shin09 Dec 2025
RAG vs. long-context LLMs: A side-by-side comparison

RAG vs. long-context LLMs: A side-by-side comparison

Compare the key differences between RAG and long-context LLMs. See which approach best suits your needs, where to apply them, and more.

Maya Shin
Maya Shin25 Nov 2025
RAG indexing: Structure and evaluate for grounded LLM answers

RAG indexing: Structure and evaluate for grounded LLM answers

Guide to what RAG indexing is, how it works, key strategies, when to refresh, and how to measure performance for grounded LLM answers.

Maya Shin
Maya Shin18 Nov 2025
Meilisearch October updates

Meilisearch October updates

Your monthly recap of everything Meilisearch. October 2025 edition.

Maya Shin
Maya Shin12 Nov 2025
Semantic search vs. RAG: A side-by-side comparison

Semantic search vs. RAG: A side-by-side comparison

Explore the differences between semantic search and RAG. Learn when to use each, common trade-offs, benefits, evaluations, and more.

Maya Shin
Maya Shin04 Nov 2025
RAG vs. prompt engineering: choosing the right approach for you

RAG vs. prompt engineering: choosing the right approach for you

Explore the key differences between RAG and prompt engineering. See which approach best suits your needs, where to apply them, and more.

Maya Shin
Maya Shin28 Oct 2025
GraphRAG vs. Vector RAG: Side-by-side comparison guide

GraphRAG vs. Vector RAG: Side-by-side comparison guide

A practical guide comparing GraphRAG and Vector RAG – how they work, key differences, pros/cons, top tools, and when to combine them for better answers.

Maya Shin
Maya Shin21 Oct 2025
That's a wrap: Meilisearch Launch Week, October 13-17th 2025

That's a wrap: Meilisearch Launch Week, October 13-17th 2025

New in Meilisearch: Conversational AI, search personalization, multimodal, and more

Maya Shin
Maya Shin20 Oct 2025