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AI Infrastructure · Electricity demand growth accelerating from 1-2% to 5%+ annually driven by AI and electrification
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Design for manufacturing at scale — delete parts, automate processes, colocate engineering and production
The SpaceX/Anduril/Tesla playbook: engineers must own the full system (cost, economics, manufacturing, regulation), not just their component. Prototypes allow heroic one-offs; production re…
Delivery cost of electricity rising while generation cost falls — storage at load reverses the trend
Generation costs (solar, wind, nuclear) continue down the cost curve, but delivery costs are increasing because the grid is built for peak and underutilized. Distributed storage at the home…
Home batteries as virtual transmission lines unlock stranded grid capacity
Placing storage behind the meter at the load side (homes) smooths both generation intermittency and demand peaks, raising utilization of existing distribution lines from <50% toward 100%. T…
Electricity demand growth accelerating from 1-2% to 5%+ annually driven by AI and electrification
Data center load for AI plus EV adoption is inflecting US electricity demand growth from ~1-2%/year to 5%+/year. The constraint on AI, EVs, and broad prosperity will be the delivered cost o…
Texas energy-only market (real-time 5-min pricing) structurally superior to capacity markets for storage economics
Texas pays generators only for energy produced (price changes every 5 min), creating efficient price signals that reward flexibility. Capacity markets (PJM, ISO-NE) pay for availability, lo…
Defense Techtailwindscore 8/10justin lopez
Rebuilding full-stack domestic supply chains from mining to manufacturing is a multi-decade imperative
Critical industries (batteries, rockets, drones, semiconductors) have lost not just final assembly but upstream capacity — lithium, separators, cans, specialty steel. True reshoring require…