Cybernetic Arbitrage: AI's Inversion of Aggregation Theory

The author posits that the prevailing venture narrative of AI middleware SaaS companies is flawed. Instead, they propose a 'Cybernetic Rollup' model where companies own the physical nodes where context is born and deploy intelligence to the edge. This model challenges the traditional SaaS approach by emphasizing vertical integration and the importance of data flywheels. The shift is driven by the fact that AI SaaS costs are now denominated in outcomes, making them directly accountable to CFOs. This increased accountability puts pressure on SaaS margins, as the marginal value of the wrapper decreases with increased intelligence consumption. The author's experience building Crosshatch, a 'Plaid for Personalized AI,' served as an empirical test of these principles, ultimately leading them to conclude that the Cybernetic Rollup is the optimal commercial path. This approach leverages the power of edge computing and data ownership to create a competitive advantage that software companies cannot match. The core argument is that AI is inverting aggregation theory, shifting the focus from software to physical infrastructure and data ownership.

Transparency is crucial. As AI evolves, it's important to understand its impact on individuals and society. This analysis is based on information available as of the current date, and future developments may alter the landscape. It is essential to remain informed and critically evaluate the role of AI in shaping our world.