Blog Posts
- Home /
- Blog Posts
Understanding the Rerank Stage in Industrial RAG Pipelines
Retrieval-Augmented Generation (RAG) systems and modern search engines rely on multiple stages to retrieve the most relevant information for a user query. One critical component in these pipelines is Rerank, a stage designed to improve the precision of retrieved results.
Read MoreQuery Rewrite in RAG Systems: Why It Matters and How It Works
In Retrieval-Augmented Generation (RAG) systems, many developers focus heavily on embeddings and vector databases. However, in real-world production systems, one of the most critical components is often overlooked:
Read MoreRetrieval Strategy Design: Vector, Keyword, and Hybrid Search
This article explains how to design a modern retrieval strategy for AI systems, especially Retrieval-Augmented Generation (RAG). The focus is not only on definitions, but on engineering trade-offs, system architecture, and practical defaults.
Read MoreDesigning a Scalable Knowledge Base for Large Language Models
A Practical Engineering Guide to Cleaning, Semantic Chunking, Metadata, and Batch Embeddings
Read MoreHow to Choose the Right Model for Your AI Application
Choosing an AI model is not about finding the strongest model.
Read MoreHow to Write a Developer-Level Prompt: A Practical Guide
Large Language Models (LLMs) do not work well with vague instructions.
If you want consistent, controllable, and production-grade behavior, you must move beyond simple “user prompts” and start designing Developer-level prompts.
Retrieval Technique Series-6.A Discourse on Design in High-Performance Retrieval Systems
In an era defined by data, the ability to retrieve information quickly and accurately is no longer a luxury—it’s a fundamental requirement. From the search engines that power our curiosity to the e-commerce platforms that recommend our next purchase, high-performance retrieval systems are the invisible engines of our digital world. But what does it take to build a system that can sift through petabytes of data in milliseconds?
Read More