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Articles Engineering library ==================== 8 articles by Mohamed Said on Laravel, PHP, databases, APIs and infrastructure, written from production work. Search articles ⌕×Search Topic hubs ---------- ←→ - [AI48 articles](https://msaied.com/articles?category=ai&search=pgvector&sort=new) - [Composer Pacakge80 articles](https://msaied.com/articles?category=composer-pacakge&search=pgvector&sort=new) - [Filament27 articles](https://msaied.com/articles?category=filament&search=pgvector&sort=new) - [Laravel266 articles](https://msaied.com/articles?category=laravel&search=pgvector&sort=new) - [Livewire13 articles](https://msaied.com/articles?category=livewire&search=pgvector&sort=new) - [Open Source44 articles](https://msaied.com/articles?category=open-source&search=pgvector&sort=new) - [PHP27 articles](https://msaied.com/articles?category=php&search=pgvector&sort=new) - [Tips & Tricks32 articles](https://msaied.com/articles?category=tips-tricks&search=pgvector&sort=new) Topics ------ [All topics](https://msaied.com/articles?search=pgvector&sort=new) [AI 48](https://msaied.com/articles?category=ai&search=pgvector&sort=new) [Composer Pacakge 80](https://msaied.com/articles?category=composer-pacakge&search=pgvector&sort=new) [Filament 27](https://msaied.com/articles?category=filament&search=pgvector&sort=new) [Laravel 266](https://msaied.com/articles?category=laravel&search=pgvector&sort=new) [Livewire 13](https://msaied.com/articles?category=livewire&search=pgvector&sort=new) [Open Source 44](https://msaied.com/articles?category=open-source&search=pgvector&sort=new) [PHP 27](https://msaied.com/articles?category=php&search=pgvector&sort=new) [Tips & Tricks 32](https://msaied.com/articles?category=tips-tricks&search=pgvector&sort=new) 8 articles ----------- Topics Sort articles Newest first Oldest first Sort [Search: pgvector ×Remove search](https://msaied.com/articles?sort=new) [ Clear filters](https://msaied.com/articles) [![](https://cdn.msaied.com/681/08058424f0e8433b83d9008c6b701cd8.png)](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-augmented-generation)19 Sep 2026·4 min read ### [Practical RAG in Laravel: pgvector, Embeddings, and Retrieval-Augmented Generation](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-augmented-generation) Build a production-ready RAG pipeline in Laravel using pgvector, OpenAI embeddings, and a clean retrieval layer — without reaching for a dedicated vector database. [![](https://cdn.msaied.com/575/21de38adc44ef949b9bdc13ad6f6166b.png)](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-pipelines-3)21 Aug 2026·3 min read ### [Practical RAG in Laravel: pgvector, Embeddings, and Retrieval Pipelines](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-pipelines-3) Build a production-ready Retrieval-Augmented Generation pipeline in Laravel using pgvector, OpenAI embeddings, and a clean retrieval service — without reaching for a heavy AI framework. [![](https://cdn.msaied.com/487/2db17c4f7927d4a229a4786c03e7b67b.png)](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-pipelines-2)30 Jul 2026·4 min read ### [Practical RAG in Laravel: pgvector, Embeddings, and Retrieval Pipelines](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-pipelines-2) Build a production-ready retrieval-augmented generation pipeline in Laravel using pgvector, OpenAI embeddings, and a clean retrieval abstraction — without reaching for a dedicated AI framework. [![](https://cdn.msaied.com/411/8d5b164ce43b1c6b9b658b7f72a0c369.png)](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-pipelines-1)11 Jul 2026·4 min read ### [Practical RAG in Laravel: pgvector, Embeddings, and Retrieval Pipelines](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-pipelines-1) Build a production-ready retrieval-augmented generation pipeline in Laravel using pgvector, OpenAI embeddings, and a clean retrieval abstraction — without reaching for a dedicated vector database. [![](https://cdn.msaied.com/343/2f38128287a6e9daeaafa8cf91abe79a.png)](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-pipelines)2 Jul 2026·3 min read ### [Practical RAG in Laravel: pgvector, Embeddings, and Retrieval Pipelines](https://msaied.com/articles/practical-rag-in-laravel-pgvector-embeddings-and-retrieval-pipelines) Build a production-ready retrieval-augmented generation pipeline in Laravel using pgvector, OpenAI embeddings, and a clean retrieval service — without reaching for a dedicated vector database. [![](https://cdn.msaied.com/281/8d2ac57c0e69d3ff9f1e68faf0e4d10c.png)](https://msaied.com/articles/rag-in-laravel-pgvector-embeddings-and-retrieval-augmented-generation-in-practice)24 Jun 2026·4 min read ### [RAG in Laravel: pgvector, Embeddings, and Retrieval-Augmented Generation in Practice](https://msaied.com/articles/rag-in-laravel-pgvector-embeddings-and-retrieval-augmented-generation-in-practice) Build a production-ready RAG pipeline in Laravel using pgvector, OpenAI embeddings, and a clean retrieval layer — without reaching for a Python microservice. [![](https://cdn.msaied.com/215/e037e13535aa77822f879ee829ec3f68.png)](https://msaied.com/articles/rag-pipelines-in-laravel-chunking-embedding-and-retrieval-with-pgvector)16 Jun 2026·3 min read ### [RAG Pipelines in Laravel: Chunking, Embedding, and Retrieval with pgvector](https://msaied.com/articles/rag-pipelines-in-laravel-chunking-embedding-and-retrieval-with-pgvector) Build a production-ready Retrieval-Augmented Generation pipeline in Laravel using pgvector, OpenAI embeddings, and a clean chunking strategy — without reaching for a heavyweight framework. [![](https://cdn.msaied.com/163/c88461e4a878f0ca8939e20d5d4b12dd.png)](https://msaied.com/articles/semantic-search-in-laravel-with-pgvector-and-openai-embeddings)14 Jun 2026·3 min read ### [Semantic Search in Laravel with pgvector and OpenAI Embeddings](https://msaied.com/articles/semantic-search-in-laravel-with-pgvector-and-openai-embeddings) Learn how to add production-ready semantic search to a Laravel app using PostgreSQL's pgvector extension and OpenAI embeddings — including chunking, indexing, and a clean repository pattern. Have a technical challenge? ---------------------------- Tell me what you’re building. I reply within two working days. [Discuss your project ↗](https://msaied.com#contact) Topics ------ Close [All topics](https://msaied.com/articles) [AI (48) ](https://msaied.com/articles?category=ai&search=pgvector&sort=new) [Composer Pacakge (80) ](https://msaied.com/articles?category=composer-pacakge&search=pgvector&sort=new) [Filament (27) ](https://msaied.com/articles?category=filament&search=pgvector&sort=new) [Laravel (266) ](https://msaied.com/articles?category=laravel&search=pgvector&sort=new) [Livewire (13) ](https://msaied.com/articles?category=livewire&search=pgvector&sort=new) [Open Source (44) ](https://msaied.com/articles?category=open-source&search=pgvector&sort=new) [PHP (27) ](https://msaied.com/articles?category=php&search=pgvector&sort=new) [Tips & Tricks (32) ](https://msaied.com/articles?category=tips-tricks&search=pgvector&sort=new) © 2026 Mohamed Said · Built with Laravel, meant to last.Senior Backend Engineer specializing in Laravel, scalable SaaS platforms, APIs, and cloud infrastructure. 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