Relying on keyword search alone? Read this blog to add semantic search and AI-powered search terminologies to your SEO dictionary to build smarter, modern enterprise websites.

https://www.specbee.com/blogs/semantic-search-vs-keyword-search-difference

#seo #semanticsearch #keywordsearch #relevanceoptimization #aisearch #ai #searchintent

🔍 Modernize Enterprise Search with OpenSearch Vector Engine - Neel Shah

OpenSearch Vector Engine brings semantic, hybrid, and AI-powered search to enterprise data. This guide covers the technical basics, deployment strategies, code snippets, diagrams, and real-world use cases to help you build smarter search systems.

📚 https://opensearch.org/blog/revolutionizing-enterprise-search-opensearch-vector-engine-unleashed/

#OpenSearch #EnterpriseSearch #VectorSearch #SemanticSearch #AI #OpenSource

via @dotnet : .NET AI Essentials – The Core Building Blocks Explained

https://ift.tt/CjSQkpt
#NET #DotNet #CSharp #AI #ArtificialIntelligence #MEAI #MicrosoftExtensionsAI #LLM #SemanticSearch #VectorData #Embeddings #AgentFramework #ModelContextProtocol #MCP #Mi…

I'll be speaking at PHP Tek in May — two talks I've been building toward for a while.

**Kubernetes for PHP Developers**: The translation guide from Docker Compose to production K8s. No 40-hour course required.

**Semantic Search in Laravel**: Building search that understands meaning using pgvector and embeddings. Based on what I built for DailyMedToday.

Both talks from production experience, not theory.

Full details: https://eric.mann.blog/speaking-at-php-tek-2026/

#PHP #Kubernetes #Laravel #PHPTek #SemanticSearch

RAG-системы: что это такое, принципы работы, архитектура и ограничения

Retrieval-Augmented Generation (RAG) всё чаще упоминается в контексте LLM и всё чаще фигурирует в требованиях к разработчикам, но за этим термином обычно скрывается довольно размытое представление о том, как такие системы реально устроены. В этой статье я разбираю RAG как архитектурный подход: зачем он вообще появился, какие задачи решает, как выглядит базовый пайплайн от данных до ответа модели и где на практике чаще всего возникают проблемы.

https://habr.com/ru/articles/989000/

#rag #llm #retrieval #nlp #embeddings #semanticsearch #informationretrieval

🔍 Đã có công cụ CLI mới mang tên **semantica** – tìm file “theo nghĩa” thay vì tên chính xác!
🖥️ Python, dùng FastEmbed để vector hoá và FAISS (sắp chuyển sang usearch) để so sánh độ tương đồng.
⚙️ Chạy hoàn toàn offline trên CPU, không cần API key, biên dịch thành binary độc lập cho Windows & Linux.
💡 Thích hợp cho ai hay quên tên file, muốn tìm tài liệu cũ chỉ bằng mô tả ngắn.

#opensource #cli #semanticsearch #Python #FAISS #Linux #Windows #CôngCụMởNguồn #tìmfile #AI #độnghĩa

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GrepAI: công cụ CLI mã nguồn mở viết bằng Go, dùng Ollama để tạo embeddings cục bộ cho mã, cho phép tìm kiếm ngữ nghĩa ngay trong terminal. Giảm 97 % token gửi LLM, giảm 27,5 % chi phí, bảo mật vì không rời máy. #Ollama #GrepAI #AI #code #semanticsearch #Côngcụ #Mãnguồn

https://www.reddit.com/r/ollama/comments/1qiv7v8/i_built_a_cli_tool_using_ollama_nomicembedtext_to/

File Brain: công cụ desktop mã nguồn mở giúp tìm kiếm tệp cục bộ bằng ngôn ngữ tự nhiên. Tự động index, hỗ trợ OCR, tìm kiếm ngữ nghĩa đa ngôn ngữ, chạy 100 % offline, bảo mật dữ liệu. Có sẵn cho Windows & Linux (sắp hỗ trợ Mac). #FileBrain #SemanticSearch #OpenSource #tìmkiếmtệp #mãnguồnmở #privacyfirst

https://i.redd.it/j5duc1vhgoeg1.png

Most searches match exact keywords 🔍 but what if your query could be understood contextually? 🤔 That’s where vector search comes in, powering many AI models ⚡. #OpenSearchAmbassador Kassian Wren from member @NetApp IntraClustr explains how vector search differs from traditional search and why it’s a total game-changer.

Watch here 👉 https://www.youtube.com/watch?v=mI-khYpM7eU

#OpenSearch #SemanticSearch #LexicalSearch