You're responsible for how your org runs and want to know how to restructure now that intelligence is cheap, not later.
The six infrastructure layers underneath every AI product, and the decode stage that accounts for roughly 60% of what you pay.
Enterprise GPU fleets run at 5% utilization across 23,000 measured clusters. The industry's answer is more data centers. The value stream says otherwise.
The four price thresholds that decide whether a freemium tier, an indie app, or an always-on agent pencils out.
Agentic AI burns 5–50x more tokens than a chatbot, and the reason is context accumulation rather than the model.
Each piece publishes here first. Short posts on LinkedIn point back to whichever one is new.