Homelab

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Stop Chasing the Best AI Model. Start Defining the Problem Better!

During an agentic coding session, my AI assistant hit an accuracy wall on a classification task and decided to swap models.

All Tests Green. App Still Broken. Until AI Experiences It Like A User

software-engineering, generative-ai, ...

Every test in your suite is green. Every user still sees the issue! 45% of all reported defects are visual - broken layouts, wrapped text, hidden buttons - and your test suite catches exactly zero of …

I Built 2 Multi-Agent Systems - Here's What I Learned About the Architecture

agentic-ai, generative-ai, ...

Enterprise adoption of multi-agent AI surged from 23% in 2024 to 72% in 2026. The market is projected to reach $52 billion by 2030. Yet between 41% and 87% of multi-agent LLM systems fail in …

The Hard Truth About OpenClaw

agentic-ai, generative-ai, ...

Every few months, a new open-source AI framework captures the collective imagination of the tech community. Right now, that spotlight belongs to OpenClaw. Forums light up with screenshots, YouTube …

Less Is More - How My Tech Stack Got Leaner and Meaner

homelab, innovation, ...

I had a Kubernetes cluster running inside my NAS. ArgoCD managing deployments. Cloudflare Zero Trust handling ingress. On paper, it was an enterprise-grade homelab. In practice, it was an …

MCP Explained from Inside Out

generative-ai, agentic-ai, ...

I was running a local AI agent on my homelab when I hit a familiar wall. I asked it to summarize a file from my NAS. It could not see the file. I asked it to search the web for the latest Gemini …