All articles by Ilia Markov

Modular RAG: What it is, how it works, architecture & more
A guide to modular RAG. Discover what it is, how it works, its advantages and disadvantages, how to implement it, and much more.
![What is GraphRAG: Complete guide [2025]](/_next/image?url=https%3A%2F%2Funable-actionable-car.media.strapiapp.com%2FWhat_is_Graph_RAG_Complete_Guide_aa920eb919.png&w=1200&q=75)
What is GraphRAG: Complete guide [2025]
Discover how GraphRAG improves traditional RAG by using graph-based reasoning to deliver more accurate, explainable, and context-rich AI responses.

What is agentic RAG? How it works, benefits, challenges & more
Discover what agentic RAG is, how it works, the benefits, the challenges, the drawbacks, common tools used in agentic RAG pipelines & much more.

Adaptive RAG explained: What to know in 2025
Learn how adaptive RAG improves retrieval accuracy by dynamically adjusting to user intent, query type, and context—ideal for real-world AI applications.

Speculative RAG: A faster retrieval-augmented generation
Discover how speculative RAG improves traditional RAG with faster drafts, smarter retrieval, and better performance for advanced AI workflows.

Corrective RAG (CRAG): Workflow, implementation, and more
Learn what Corrective RAG (CRAG) is, how it works, how to implement it, and why it improves accuracy in retrieval-augmented generation workflows.

14 types of RAG (Retrieval-Augmented Generation)
Discover 14 types of RAG (Retrieval-Augmented Generation), their uses, pros and cons, and more.

9 advanced RAG techniques to know & how to implement them
Discover 9 key advanced RAG techniques and learn which tools can help you implement them.
![10 Best RAG Tools and Platforms: Full Comparison [2025]](/_next/image?url=https%3A%2F%2Funable-actionable-car.media.strapiapp.com%2F10_Best_RAG_tools_and_platforms_Full_comparison_2025_1cb268f650.png&w=1200&q=75)
10 Best RAG Tools and Platforms: Full Comparison [2025]
Discover 10 of the best RAG tools alongside their key features, pricing, pros and cons (based on real users), integrations, and more.