AI for Kubernetes Costs in 2026: OpenCost Reality
AI for Kubernetes costs in 2026: what works vs hype with OpenCost. Learn proven use cases, failure modes, and a pilot rubric to cut waste—start 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…
Kubernetes Production Baseline: Secure, Observable Ops
Build a Kubernetes production baseline: namespaces, RBAC, NetworkPolicies, and Prometheus monitoring. Follow a practical checklist and deploy it today.
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…
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…
k0s Joins CNCF Sandbox: A Milestone for Lightweight Kubernetes
Ever wondered what makes Kubernetes simpler, lighter, and more accessible? Today, we’re thrilled to share some big news: k0s, a lightweight Kubernetes distribution, has officially joined the Cloud Native Computing…
Running Local LLMs with Docker Model Runner: A Deep Dive with Full Observability and Sample Application
Introduction In this blog post, we’ll explore how developers and teams can speed up development, debugging, and performance analysis of AI-powered applications by running models locally—using tools like…
Crossplane vs. ArgoCD: Orchestrating the Ultimate Kubernetes Duo
In the world of cloud-native development, Kubernetes has become the cornerstone for managing containerized applications. However, the complexity of modern cloud environments requires robust tools to orchestrate, manage, and…