Jan 21 · 13 min read · Retrieval-Augmented Generation (RAG) has become the default approach for providing context and memory to AI applications. Understanding the RAG pipeline—from document ingestion to final response generation—is essential for building high-performance A...
Join discussion
Dec 16, 2025 · 12 min read · Oracle Cloud Infrastructure (OCI) Generative AI provides two powerful categories of models: chat models for conversational AI and text generation, and embedding models for semantic understanding and search. Understanding how to configure and optimize...
Join discussionSep 17, 2025 · 5 min read · 2025 has been great for the embedding model space, with Google’s Gemini-Embedding-001-Model and Alibaba team releasing their own series of Qwen3 embedding models. Both models outperform their predecessors in quality on various tasks for text embeddin...
Join discussion
May 31, 2025 · 8 min read · Hi everyone — especially those who’ve been eagerly waiting for my series, and particularly all the JavaScript developers out there. How’s your day going in this booming age of AI? 🚀 AI is growing at an incredible pace. Haven’t started yet? Feeling o...
Join discussion
May 10, 2025 · 3 min read · Have you ever asked a chatbot a question, only to get an outdated or made-up answer? Large Language Models (LLMs) like ChatGPT, Gemini, and Claude are very smart, but sometimes they're not up to date. Retrieval-Augmented Generation (RAG) solves this ...
Join discussion
Apr 28, 2025 · 6 min read · What is an AI Agent? The AI agent is a tool that helps the user to get the answer/info directly what he is seeking. If we just talk in the context of coding only before the AI come coding is like a open book exam where writing code is like answering ...
SSUPRABHAT commentedFeb 8, 2025 · 11 min read · Introduction In theory, it's easy to roll out a RAG system—hook up a vector database, process documents, embed the data, embed the query, query the vector database, and prompt the LLM. But in reality, transforming a prototype into a high-performance...
Join discussion