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.
Deterministic Python vs LLM Reasoning: Docker Bench
Benchmark deterministic Python vs LLM reasoning using Docker for reproducible runs. Learn test cases, logging, and reporting to catch hallucinations—try it now.
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.
Genesys Memory System: 89.9% LoCoMo vs Vectors
Learn why vector search fails for agent memory and how Genesys Memory System uses a causal graph to hit 89.9% LoCoMo. Build it with Docker Compose.
Stop SQL Injection in 2026: Text-to-SQL + OPA
Stop SQL injection in text-to-SQL agents using Open Policy Agent (OPA): threat model, guardrails, MCP-style tools, and a security test plan. Read now.
Building a Full RAG Stack on Docker with Ollama, Open WebUI, Qdrant, and VectorAdmin
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…
How Companies Are Using Generative AI Today: Real Use Cases and Adoption Stages (Part 2)
Generative AI is no longer limited to individual productivity tools. Many companies now use it to improve internal operations, enhance customer experiences, and reduce costs. While early adoption focused on…
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…