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Vector Search & RAG: A Practical Mental Model for Semantic and Conversational Search
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Vector Search & RAG: A Practical Mental Model for Semantic and Conversational Search

Vector search, semantic search, and RAG are often used interchangeably, but they solve different problems. This article introduces a clear mental model to distinguish search types, techniques, and tools, and to reason about when each approach is appropriate.
19 Dec 2025 3 min read
Vector Search: Implementing Semantic Search with OpenSearch
ai

Vector Search: Implementing Semantic Search with OpenSearch

This article walks through a minimal proof of concept for implementing semantic search with OpenSearch. The focus is on showing how embeddings, indexing, and vector search fit together in practice, without aiming for a production ready solution.
19 Dec 2025 5 min read
Vector Search & RAG: Implementing Conversational Search with OpenSearch & Open AI
ai

Vector Search & RAG: Implementing Conversational Search with OpenSearch & Open AI

Conversational search builds on retrieval, not just on LLMs. This article shows how a simple RAG pipeline can be layered on top of semantic search using OpenSearch and OpenAI, keeping retrieval and generation clearly separated.
19 Dec 2025 3 min read
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