Deshawn Calloway-Marsh

Liquid cooling becomes cheaper than air cooling around 30 kW per rack.

AI agents need deterministic guardrails to prevent costly design errors.

Automating documentation keeps design intent aligned with what actually gets built.

Untraced RFI answers ripple across redundant systems and silently undo uptime guarantees.

Designers must validate cooling zones separately because hall-wide metrics hide local overheating.

AI systems confidently invent facts that become physical infrastructure.

Data center design teams use natural language interfaces to move faster and cut manual work.

Four specific data sets must arrive complete at BMS handover or systems fail on day one.

Readiness means systems, people, and data actually work together on day one.

Fragmentation between disconnected tools drives 12% rework costs across data center projects.

Test whether the platform closes handoff gaps between layout, power, cooling, cable, and operations.

Rule engines automate electrical code compliance without the guesswork of AI.