Large language models were optimized to chat with humans. Discover how TypeSafe AI (Jev) is building System One models designed to operate natively inside code as fast, typed decision primitives.
Jev | Rethinking the Interface Between Intelligence and Software Read More »
An editorial analysis of the Anthropic Institute study modeling the macroeconomic impact of transformative AI on US GDP growth, labor income, and capital concentration.
What Happens If AI Actually Works? Economic Scenarios to 2030 Read More »
As frontier models scale, intelligence no longer scales by default. This article explores the shift toward earned intelligence – why systems design, context management, and operational governance now matter more than raw parameter counts.
Earned Intelligence: The Frontier Model Shift Shaping 2026 Read More »
AI is developing through a reinforcing relationship between capital, capability and market position. As financial resources fund compute, infrastructure, talent and expansion, stronger capabilities can attract further investment and deepen competitive advantage.
As AI moves deeper into economic activity, governance is becoming part of the deployment system itself. Access controls, permissions, security requirements and accountability increasingly determine how organisations can turn technical capability into sustained economic use.
The expansion of AI is creating a physical production system beneath the software layer. Compute, semiconductors, data centres, energy, networks and capital are becoming interconnected inputs that increasingly shape how intelligence can be produced and deployed at scale.
