Ollama

Building a Full RAG Stack on Docker with Ollama, Open WebUI, Qdrant, and VectorAdmin

By Karan Singh March 25, 2026

TL;DR (Executive Summary) This project implements a local, privacy-focused Retrieval-Augmented Generation (RAG) stack using Docker, combining Ollama (TinyLlama and nomic-embed-text), Open WebUI, Qdrant, and VectorAdmin. The system delivers end-to-end capabilities…

Text-to-SQL Agent with Docker MCP and Model Runner | Smarter and Safer

By Vishesh Sharma November 12, 2025

A containerized approach to natural language database queries with built-in safety and auditability Author: Vishesh Sharma and Karan Singh Date: November 12th, 2025 Core The original Text-to-SQL setup worked but…

Docker containerization, SQL database, and LLM model runner like Ollama in a AI pipeline

Text-to-SQL Service Agent with Docker and LLM model runner

By Vishesh Sharma October 27, 2025

A containerized approach to natural language database queries with built-in safety and auditability Author: Vishesh Sharma Date: October 27th, 2025 CORE IDEA This project shows how natural English questions can…