The AI Reality Check: Token Shock, 100x Orgs, and Valuation Absurdity — 2026-05-21#

Highlights#

The AI industry is currently experiencing a massive collision between theoretical valuations and harsh operational realities. While the “token subsidy era” is reportedly ending as staggering compute costs evaporate enterprise budgets, forward-looking organizations are aggressively restructuring to become “AI-native” by replacing human software bottlenecks with high-leverage agent managers. Concurrently, astronomical claims around total addressable markets and impending mega-IPOs are drawing sharp skepticism from observers who argue the math no longer adds up.