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Technical tutorials, architecture breakdowns, and devlogs.
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I Built a Self-Hosted Memory System for AI Agents
A deep walkthrough of a self-hosted memory architecture for AI agents — covering persistence, retrieval, and production-grade infrastructure design.
I Built an AI DevOps Engineer That Writes, Reviews, and Merges Code
Building an autonomous AI DevOps agent that handles code writing, review, and merge operations across a real development workflow.
Supercharging OpenWebUI with MCP: Custom Tools, Kubernetes & MCPO Integration
Integrating MCP tool servers into Open WebUI with Kubernetes orchestration and MCPO for production-grade agent tooling.
Stop Burning Copilot Credits: 6 Ways to Cut AI Token Usage
Practical strategies to reduce AI token consumption and lower inference costs without sacrificing capability.
Homelab Walkthrough: Kubernetes Cluster on Orange Pi 6 Plus & HP ProBook
A full walkthrough of a homelab Kubernetes cluster built on Orange Pi 6 Plus and HP ProBook hardware for AI workload testing.
I Built an Open Source Memory Control Plane for AI Agents
Introducing an open source memory control plane for AI agents — managing context, persistence, and retrieval across agent architectures.
Why I Switched to Context Forge for Azure MCP: Better Auth & Registry
Comparing MCP authentication and registry approaches — why Context Forge provides a better enterprise workflow for Azure-based MCP setups.
Open WebUI: How to Configure RBAC Permissions for Models and MCP Servers
Setting up role-based access control for LLM models and MCP tool servers in Open WebUI — essential for multi-user enterprise deployments.
Stop Paying for AI: 5 Best FREE API Endpoints for Developers
A practical comparison of the five best free LLM API endpoints for developers — covering rate limits, model quality, and production viability.
Why OpenAPI Specs Fail for Complex AI Agents (MCP Demo)
An architectural breakdown of why OpenAPI specifications fall short for complex agent interactions and how MCP solves the gap.
I Built a Custom AI Agent for GroupMe (MCP + OpenWebUI)
End-to-end build of a custom AI agent connected to GroupMe messaging using MCP tools and Open WebUI as the orchestration layer.
Ultimate Homelab Dashboard: Monitoring OpenWebUI & MCP with Grafana
Building a Grafana monitoring dashboard for Open WebUI and MCP servers — observability for self-hosted AI infrastructure.
I Built a Custom NPU Backend because LM Studio Wouldn't Work
When existing tools fail, you build your own. A custom NPU inference backend for local LLM workloads where LM Studio fell short.
Will AI Take My DevOps Job?
An honest look at how AI is reshaping DevOps roles — what changes, what stays, and how to stay ahead of the curve.
I Connected Claude Code to Palmier Pro and Let AI Edit My Video
Using Claude Code with MCP to control video editing software — a real example of AI workflow automation beyond coding.
Run Local LLMs on Intel NPU with OpenVINO
Setting up local LLM inference on Intel NPU hardware using the OpenVINO runtime and a new Windows AI wrapper.
Stop Using the GUI: Controlling ClickUp with Gemini 3 Pro & MCP
Replacing manual project management with an MCP-powered AI agent that controls ClickUp via natural language.
Stop Burning Money on AI Coding Tools — Use These FREE LLM APIs in Cline
How to connect free LLM API providers to Cline for AI-assisted coding without burning through paid credits.
Free AI Coding Tools Are INSANE (If You Use Them Like This)
A practical guide to getting the most out of free AI coding tools by combining the right models, providers, and workflows.
Run LLMs on Your CPU’s NPU (NO GPU Needed) – Full Setup Guide
Learn how to run Large Language Models locally on your machine using just your CPU's Neural Processing Unit (NPU). No expensive GPU required!
Run LLMs for FREE: Open WebUI + Hugging Face API Setup Guide
A complete guide to setting up Open WebUI and connecting it to the Hugging Face API to run powerful LLMs completely for free.
MedTick: Medication Reminder Demo
A quick demonstration of how to set up, track, and log medication reminders directly on your Wear OS smartwatch with MedTick.