Dockerizing Needle 2 Local AI: 14MB LLM Deployment Guide
Learn how to package and deploy the 14MB Needle 2 Local AI model using Docker. A complete guide for engineers building efficient, edge-ready LLM applications.
Private LLM Deployment: 5 Must-Dos with vLLM & Docker
Learn private LLM deployment with vLLM: privacy, compliance, architecture, ops checklist, and rollout by industry. Follow this guide and deploy safely.
Voice AI Agent Observability: 5 Failures w/ OTel
Learn Voice AI agent observability with OpenTelemetry: 5 failure modes after 300K calls, a tracing map, Docker Compose lab, and runbook alerts. Read now.
What Is Generative AI? A Beginner-Friendly Guide to How GenAI Actually Works (Part 1)
Generative AI has quickly moved from research labs into everyday tools. It helps people write, learn, create, and work more efficiently. Still, many explanations remain overly technical or abstract. This…
Text-to-SQL Agent with Docker MCP and Model Runner | Smarter and Safer
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…
Text-to-SQL Service Agent with Docker and LLM model runner
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
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…