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Technical tutorials, architecture breakdowns, and devlogs.

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I Built a Self-Hosted Memory System for AI Agents
9:48
AI / DevOpsJun 13, 20269:48

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
3:21
AI / DevOpsMar 22, 20263:21

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
3:55
AI / DevOpsJan 22, 20263:55

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
6:27
AI / DevOpsJun 30, 20266:27

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
5:26
InfrastructureJan 27, 20265:26

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
3:02
AI / DevOpsMay 28, 20263:02

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
2:37
AI / DevOpsJan 30, 20262:37

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
2:48
AI / DevOpsFeb 27, 20262:48

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
4:00
AI / DevOpsFeb 18, 20264:00

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)
3:19
AI / DevOpsJan 24, 20263:19

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)
3:09
AI / DevOpsJan 23, 20263:09

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
1:45
InfrastructureJan 29, 20261:45

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
2:11
AI / DevOpsDec 24, 20252:11

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?
6:10
AI / DevOpsJul 9, 20256:10

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
1:58
AI / DevOpsJun 25, 20261:58

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
2:50
AI / DevOpsJun 22, 20262:50

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
2:35
AI / DevOpsJan 21, 20262:35

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
2:28
AI / DevOpsApr 21, 20262:28

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)
3:50
AI / DevOpsApr 14, 20263:50

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
5:07
AI / DevOpsApr 3, 20265:07

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
2:49
AI / DevOpsJan 15, 20262:49

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
0:35
Wear OSJun 12, 20260:35

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.