agentic-workflows
3 articles
- The AI Empirical Grounding Bottleneck
Open-weight foundation models have collapsed the intelligence generation layer to near-zero marginal cost. The structural bottleneck is migrating to the verification layer — where search engines, financial data aggregators, and content publishers are converting their historical indexing moats into paid API tollbooths. This is not a single monopoly rent; it is a fragmented patchwork of metered, unevenly-priced access gates whose integration complexity is the real constraint.
- The AI Implementation Tax: Where Enterprise AI Dollars Actually Go
Enterprises spent $684 billion on AI in 2025, and $547 billion produced no measurable result. The money is going to the wrong places — idle compute, tool sprawl, consulting markup — while actual return drivers get starved.
- The Thermodynamics of Strategic Decoupling
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.