Understanding RAG: From First Principles
Learn how Retrieval-Augmented Generation solves the LLM context problem. Explore chunking, embeddings, vector databases, and semantic search from first principles.
April 25, 2026
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Thoughts, Learnings and Experiences from my journey in software development.
Learn how Retrieval-Augmented Generation solves the LLM context problem. Explore chunking, embeddings, vector databases, and semantic search from first principles.
Tura is a peer-to-peer file transfer CLI built with Rust. In this blog post, I will share my journey of creating Tura, the challenges I faced, and the lessons I learned along the way.
Using the URL bar intentionally can make navigating the web faster and smarter. These are a few insights I picked up about URLs while building and using web apps.
“You have a right to perform your prescribed duty, but you are not entitled to the fruits of actions.”
- Bhagavad Gita