Anthropic grew from $1B to $7-8B ARR in months via code generation (Cursor, Copilot, Windsurf) — the $2T software engineer wage pool creates infinite demand for models that match senior eng…

Nvidia's 75% GPU margins, NVLink/NVSwitch interconnect monopoly, and new demand-guarantee financing let it extract value across the stack while competitors (AMD, custom ASICs) fight for scr…

Log-log scaling means 10x compute for next intelligence tier; firms must choose between serving smaller models at massive scale (low cost, high adoption) or larger models at low throughput…

Human-level dexterity requires tactile feedback loops (hand-in-mouth calibration) that no robot has; but basic pick-place-sort tasks in logistics/manufacturing are high-value near-term targ…

AI data center demand growth (doubling every 2 months) collides with dormant turbine, transformer, and skilled labor supply chains, creating multi-year lead times and forcing creative solut…

China's insular supply chain builds slower but more resiliently; US leads in chip design but depends entirely on TSMC. A Taiwan blockade collapses US AI infrastructure while China could smu…

Blackwell's all-to-all rack connectivity at terabyte-per-second speeds pushes electrical signaling to physics limits, making co-packaged optics and optical circuit switching the next critic…

Replacing slow CFD/experimental loops with learned world models (molecules, chemical reactions, semiconductor processes) compresses iteration from months to hours, with Periodic Labs and TS…

High token inference costs (COGS) plus unchanged customer acquisition costs prevent new AI SaaS from reaching escape velocity; incumbents with distribution (Google, Microsoft) and low COGS…