All articles by Ilia Markov
![What is vector search? Complete guide [2025]](/_next/image?url=https%3A%2F%2Funable-actionable-car.media.strapiapp.com%2Fwhat_is_vector_search_d70ac43a9f.png&w=1200&q=75)
What is vector search? Complete guide [2025]
Understand what vector search is, how it works, its benefits and limitations, how to start implementing it, and more.
Personalized search: Deliver ultra-relevant results that convert
Learn what personalized search is, how it works, its benefits and challenges, where it’s used in modern digital experiences, and more.
How do you search in a database with LLMs?
Discover how do you search in a database with LLM using MCP, RAG, and SQL translation. Unlock fast, natural language access to your business data now!
Multimodal RAG: A Simple Guide
Discover how multimodal RAG transforms search by unifying text, images, audio, and video. Learn to build smarter, human-like AI experiences today.
LlamaIndex RAG tutorial: step-by-step implementation
Build smarter AI search with LlamaIndex RAG. Learn step-by-step how to create, optimize, and scale reliable retrieval-augmented generation systems.
Fine-tuning vs RAG: Choosing the right approach
Explore the key differences between fine-tuning and RAG. Find out which approach best suits your needs and learn how to improve performance, accuracy, and cost.
How to implement search in Firebase
Learn how to easily implement search in Firebase in this detailed and easy-to-follow step-by-step tutorial.
How to build a RAG pipeline: А step-by-step guide
Learn how to build a RAG pipeline to boost AI accuracy, reduce hallucinations, and deliver reliable, real-time answers. Start building smarter AI today!
Full tutorial on how to design a search engine with Ruby on Rails
Learn how to easily build a search engine with Ruby on Rails in this actionable step-by-step tutorial.