Frontier & Economics of AI
How frontier model economics ripple into enterprise pricing, talent flows, and country-level AI strategy. The macro that conditions the micro.
Capability Without Governance Is Fragility, Not Advantage
The organizations moving fastest on AI are not the ones deploying the most agents. They are the ones who built governance infrastructure early enough that they can move at speed in month six. The ones who skipped governance are in incident response.
What the Data Engine Means for Your AI Roadmap
Karpathy's data engine principle is not about model training at scale. It is about building the feedback loop that makes every AI system in your organization systematically better over time. Here is how to apply it without a research team.
The Model Is a Commodity. The Context Is the Moat.
Every organization now has access to the same frontier models. The competitive advantage belongs to the organizations that built the context layer — the proprietary data, the process integration, and the governance — that makes the model useful for their specific work.