Infrastructure obeys laws vendors pretend don't exist. PHYSICS WINS—always. That's why I start there: understanding YOUR data flows, growth patterns, and the actual electrons moving through silicon. GPU scarcity means creative solutions—splitting workloads, maximizing VRAM, knowing when CPU inference beats waiting for allocation. Everyone wants local AI but nobody plans for the thermals. RAM shortages? I architect around them with smart caching and memory-mapped strategies. But also: simple, unbreakable systems for contractors who fix literal shit all day and don't need IT adding to the pile. Whether you're running local LLMs or just need reliable invoicing, I build from NATURAL LAWS, not tech trends. Your junior admin understands it. Your CFO loves the efficiency. Your plumber appreciates that when I say 'flow rate,' I actually get it.