SYSTEM-LEVEL AI INFRASTRUCTURE INTELLIGENCE
Independent research covering the full AI infrastructure stack — from silicon architecture to software optimization to business model. Every layer of the stack connects. The constraint in one layer becomes the opportunity in the next.
By Ben Pouladian
AI infrastructure unit economics — live token pricing, GPU cloud costs, inference margins, cluster TCO, and lab margin analysis. Updated daily.
Deep-dive analysis on AI semiconductors, optical interconnects, memory architecture, and the companies building the physical layer of intelligence.