While most focus on building more power infrastructure to meet AI's energy needs, the truly disruptive innovation may come from creating chips and models that are massively more energy-efficient. This contrarian view suggests the real investment opportunity might be in demand-side technology, not just supply-side energy production.
Attacking the wealthy personally is a failed political strategy. It alienates aspirational voters, pushes capital to other regions, and distracts from implementing effective policy. Focusing on sober, competent arguments for a progressive tax structure is a more effective path to achieving tax reform goals.
Major infrastructure build-outs that consume more than 2-3% of GDP, such as the railroad boom or the current AI CapEx surge, historically lead to a market crash a few years later. This is because the massive investment becomes difficult to justify economically once the initial construction phase is complete.
The US tax code disproportionately penalizes "super earners"—individuals with high W-2 income but few assets. While billionaires defer taxes through asset appreciation, professionals earning over $1M face immediate, high marginal tax rates on their income, sometimes exceeding 50%, making it harder for them to build wealth.
For busy professionals, a carefully managed, low-dose (e.g., 5mg) cannabis edible routine can be a tool for relaxation and better sleep, rather than just recreation. The key is consistency in product, a controlled home environment, and periodic breaks to maintain effectiveness and avoid dependency.
While AI's energy demand is soaring, the primary driver of increased consumer electricity prices isn't raw energy consumption. Instead, it's the escalating cost of transmission infrastructure like transformers and wires, which are affected by tariffs, labor costs, and decades of deferred maintenance.