How to run Gemma 4 locally: a setup that survives
The short version Run Gemma 4 locally by proving CPU text first, then adding GPU offload and vision separately. Gemma 4 vision may require 2,048-tok…
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Fix Local LLM Quality: Context Stacking & Rope Freq Tweaks
This article was originally published on BuildZn . Everyone's running local LLMs now, which is great. But then they hit the wall: "Why does my 7B mo…
Three Loops, No Ship
I spent three iterations on an auto-fix pipeline that still doesn't work reliably. Here's what I learned. Loop 1 Wrote a background script. Pull tic…
Building a $0 AI Stack That Actually Runs in Production
The Bill That Broke the Architecture In early 2026, a founder I know got his first real AWS + API bill after three months of building. The number wa…
Edge Computing for IIoT: When to Process at the Source
My first attempt at a remote vibration monitoring system ended with a network switch that couldn't handle the throughput and a cloud bill that made…