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AI

4 essays in the Forum tagged "AI".

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Watching the Cracks

The Saleability of Human Hours: Labor, AI, and the Mengerian Inversion Already Underway

The April 2026 jobs report looked healthy on the surface: 115,000 jobs added, unemployment steady at 4.3%, with monthly job growth averaging 76,000 across the year so far against the anemic 10,000 monthly average of 2025. Underneath the aggregate, the composition is shifting in ways the headline number cannot capture. Tech-sector layoffs reached 45,000 in Q1 2026 alone, with approximately 20% explicitly attributed to AI substitution — a share rising quarter over quarter. Healthcare, transportation, warehousing, and skilled trades grew. Ford CEO Jim Farley reported 5,000 open mechanic positions his company cannot fill at salaries reaching $120,000. Data-center electricians are earning $280,000 and the construction sector is short 349,000 workers in 2026 alone. The framework's reading: this is not a labor market in cyclical adjustment. It is the Mengerian saleability spectrum of human labor being structurally reordered in real time, with white-collar work AI can substitute losing saleability while physical work AI cannot perform gains it. The aggregate "labor market" is the wrong unit of analysis. This essay applies Menger's six saleability criteria to labor itself, engages Anthropic CEO Dario Amodei's "white-collar bloodbath" prediction directly, and traces what the inversion means for households navigating it.

labor marketsAIMengersaleabilityCantillonskilled tradeswhite collarcredentialsDario AmodeiFekete
Watching the Cracks

The Credential That Could Not Compound: College Costs, Closures, and What AI Reveals About the Degree

Hampshire College announced its permanent closure on April 14, 2026. Anna Maria College followed nine days later. Eight nonprofit colleges have announced closures so far in 2026, on top of seven in 2025 and seventeen in 2024 — forty-eight institutions in total since March 2020, affecting more than 52,000 students. The headline causes are demographic and financial. The framework's reading is that the underlying cause is older and more structural: college tuition has compounded at approximately 5.92% annually since the BLS began tracking it in 1977, against overall inflation of 3.51% and wage growth substantially below tuition for the entire period. The credential that the financial premise required to continue growing in value has, in framework terms, run out of saleability runway — and the arrival of AI as a substantively comparable substitute for many of the cognitive tasks the degree was supposed to certify removes the last structural prop holding the system together.

collegetuitionHampshire Collegedemographic cliffAIMengerFeketesaleabilitycredentialshigher education
New Austrian Economics

The Cryptographic Marketability Premium: How Frontier AI Labs Became the De Facto Issuers of the Digital Trust Layer

The saleability of every digital financial claim in 2026 depends on a cryptographic substrate that is approaching two simultaneous threats: the arrival of cryptographically relevant quantum computing, and the asymmetric deployment of frontier AI for vulnerability discovery. The institutions that control the solution have become a new kind of monetary authority — operating entirely outside the Federal Reserve Act framework, and largely without the awareness of those they effectively govern.

FeketeMengerquantum computingQ DayAIAnthropicProject Glasswingcryptographymonetary authoritypower structures
New Austrian Economics

Open Market Operations at Light Speed: How AI Converted Fekete's 1922 Warning into a Closed-Loop Capital Destruction Engine

Fekete argued that the illegal introduction of open market operations in 1922 made bond speculation risk-free and destabilized the interest-rate structure. AI-driven algorithmic trading has automated this mechanism and accelerated it to the physical limits of latency. The predicted consequence — systemic capital destruction — is no longer theoretical.

FeketeFederal Reserveopen market operationsalgorithmic tradingAIcapital destructionmonetary policy