From the Edge — Essays

Reflections on edge computing, AI systems, industrial reliability, and the philosophy of building real-world systems.

Why Deployment Is Only 2% of Edge

The industry optimizes for day one. The real work starts on day two—runtime is where the real engineering problems live.

Why your plant's "minor" network blips are costing more than you think—and how offline-first architecture changes the equation.

How integrating Linear with MCP transforms chaotic development workflows into structured, traceable systems.

A systematic approach to turning abstract ideas into working systems—bridging the gap between vision and execution.

What happens when industrial systems lose connectivity—and why edge intelligence is the answer.