4 articles
The 5% hurdle-rate regime sorts capital by asset duration, financing structure, and pricing power. Conviction-weighted portfolio restructuring captures structural rents — nuclear uprate rent, energy delivery premium, defense industrial base — while hedging the mechanical repricing risk of concentrated technology valuations. Calibrated probabilities for a 10–15% correction, a systemic bear market, and multiple persistence are illustrated.
B2B AI surveys measure task-level experimentation rather than scaled enterprise workflows. Revenue depends on paid contracts, production deployment, usage depth, and renewal, so adoption-based TAM models can overstate the sustainable market by up to 2.2×.
The cloud-first mandate is outdated. Two independent pressures — cost math and jurisdictional law — are converging on hybrid architecture. Hyperscalers are winning the frontier AI layer almost unopposed while losing share at the steady-state, compliance-heavy layer. Multi-cloud is increasingly accidental architecture, not strategic hedging.
The semiconductor supply chain is not a policy debate — it is a physical constraint. Advanced packaging, equipment tooling, and rare earth processing cannot be duplicated instantaneously. The irreversible timeline for strategic decoupling is approximately 2028-2032.