apprenticeship
5 articles
- The Seniority Pipeline Deficit: How AI Hiring Cuts Create a Senior Judgment Shortage
AI is reducing the value of junior knowledge work faster than the need for senior judgment. Firms are cutting entry-level hiring, weakening the pipeline that produces experienced professionals. The resulting cohort deficit will emerge most sharply in law, audit, consulting, banking, and software during the 2030s.
- Economic AGI Is a Factor-Substitution Threshold
Economic AGI is not a singularity or an ontological state — it is a factor-substitution threshold. Frontier models have crossed expert parity on standardized professional work at a fraction of human cost, and the threshold has been crossed for low-tail functions like customer support and content production. The remaining gap is autonomy, reliability, integration, and liability — not raw reasoning.
- The Missile Throughput Constraint: U.S. Air Defense Is Gated by Physics
U.S. interceptor consumption exceeds industrial output. This analysis maps the six physical constraints between appropriations and finished missiles, separating real capacity expansion from nominal demand.
- AI Automation Is Reshaping Work Without Mass Unemployment
The U.S. unemployment rate sits at 4.1% while AI automates knowledge work. The actual friction is concentrated in entry-level hiring freezes, quiet attrition, and task reallocation — not mass layoffs. A structural framework for tracking AI-driven labor market transition.
- The Single-Bid Monopoly: How Government Procurement Converts Public Funds Into Private Rent
When a government solicitation receives only one bid, price discovery collapses. We trace the causal chain from regulatory mandate to final award, exposing how economic rent is extracted from the taxpayer.