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The Three Paths Forward

The Base Case: The “Coworker” Transition

Not everyone is buying the doom-and-gloom narrative. The base case scenario argues that the timeline for an AI takeover is much longer than the bears suggest. Enterprise AI adoption involves complex procurement cycles of 12 to 18 months, extensive compliance reviews, and messy integration work. Instead of an immediate structural collapse, AI gradually transitions from a basic tool to a persistent “coworker”. While entry-level and routine cognitive tasks face real displacement, the broader economy adapts as humans transition into oversight and orchestration roles, resulting in a relatively neutral net-job effect over the next few years.

The Bear Case: The 2028 Crisis

If integration friction is overcome faster than anticipated, the Citrini Research hypothesis takes center stage. In this scenario, AI capabilities aggressively outpace the economy’s ability to absorb displaced white-collar workers. Because the modern financial system is essentially one long “daisy chain” of correlated bets on premium white-collar productivity, the collapse in human wages triggers a massive demand shock. By June 2028, unemployment breaches 10% and the S&P 500 suffers a 38% drawdown. The most terrifying aspect of this bear case is policy paralysis: traditional monetary tools like interest rate cuts and quantitative easing are rendered completely impotent. The Federal Reserve can inject all the liquidity it wants, but it cannot convince a CEO to hire a human when a cheaper AI agent can do the exact same job.

The Bull Case: Autonomous Abundance

The bull case turns the “Ghost GDP” fear on its head. Yes, AI destroys the intermediation layer, but this destruction of economic friction acts as a massive, permanent tax cut for consumers, aggressively dropping prices across the economy. Furthermore, corporate revenues could actually explode upward as the software industry transitions to “outcome-based” pricing - charging for successful AI task resolutions rather than human software seats. To sustain the consumer base, governments would be forced to innovate, fundamentally shifting the tax base away from human labor time and toward AI compute and corporate capital. In this future, the massive productivity gains are captured and successfully redistributed, funding an era of unprecedented economic abundance.