DUMPYARD
conveyor belt

Leverage physics + CS interest → pursue AI infrastructure, robotics, or energy systems (nuclear/fusion/desalination/AI hardware). The mix of Veritasium-level science explanation + All-In/AI podcast consumption is perfect for becoming a strong technical writer, educator, or founder who can bridge deep tech and business.

Energy·Supply Chain Choke

US Transformer Manufacturing Gap

Domestic production covers 20% of annual large power transformer demand. Lead times from Hyundai Electric, Hitachi Energy, and Siemens average 3.1 years. DOE allocated $2.1B in October 2023 to grid resilience but no new US manufacturing line breaks ground before 2027.

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The mix of Veritasium-level science explanation and All-In / AI podcast consumption is perfect for becoming a strong technical writer, educator, or founder who can bridge deep tech and business. Curiosity compounds quietly, then all at once.

Compute·Scaling

The Inference Cost Cliff

Frontier model serving costs fell ~90% over eighteen months, yet aggregate spend keeps climbing. Cheaper tokens simply unlock latent demand — agents, long context, and always-on assistants. The bottleneck is quietly migrating from training to memory bandwidth.

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Write the thing you wish existed. Publish before it is ready. The half-finished note that ships teaches more than the perfect draft that never leaves the folder.

Materials·Long Horizon

Rare Earth Refining Concentration

Mining is globally distributed; refining is not. A single region processes the majority of separated rare earth oxides. Every electric motor, wind turbine, and precision optic inherits that dependency — a quiet single point of failure under decades of capital.

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