LLM

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…

Docker Model Runner & LLMs for AI Keyword Extraction: A Reproducible Benchmark

By Mohammed Aminoor Rahman October 15, 2025

Core Idea This project solves the challenge of comparing traditional NLP methods against modern LLMs by creating a fully containerized, one-command experiment using Docker Compose. Quantitative analysis of the results…