Lately, I’ve been thinking about what AI is really changing—not just in technology, but in who gets access to opportunity. Two essays crossed my desk recently that I haven’t been able to stop thinking about together.

The first is Leopold Aschenbrenner’s Situational Awareness — a sweeping forecast from a former OpenAI researcher arguing that AGI isn’t a distant science fiction scenario. It’s a 2027 engineering problem. The second is Daniel Homola’s Your Bridge to Wealth Is Being Pulled Up — a mathematically rigorous argument that AI is severing the one historical mechanism that allowed cognitive ability to generate heritable wealth across generations.

Read separately, they’re both compelling. Read together, they’re a leadership brief with a deadline.

Two Lotteries Running on Different Math

Homola draws a distinction that should reshape how every leader thinks about their work. Human traits like intelligence and drive tend to even out across generations. Wealth does not. It compounds and it’s passed through systems, not just effort. It doesn’t regress. It passes through property law, not chromosomes.

For about two centuries, credentials built a bridge between those two systems. A brilliant person from a modest background could convert cognitive ability into income, income into savings, savings into heritable capital. Imperfect — but real.

AI has the potential to dismantle that bridge. 

The first jobs at risk aren’t at the top. They’re the entry points—entry-level roles that have historically been the on-ramps to mobility: research assistants, junior analysts, early-career coders. 

What the Technology Timeline Adds

Aschenbrenner’s essay makes Homola’s timeline more urgent, not less. He argues — credibly, with data — that by 2027 we will have AI systems capable of outperforming most knowledge workers. Shortly after, he forecasts an “intelligence explosion” that could compress decades of further AI progress into a single year.

If even part of that trajectory holds, the pace of change will challenge how quickly institutions, policies, and leadership can respond.

Most of the public discourse is still debating whether AI is hype. The people building it are debating how to govern something they describe, in their own words, as the most powerful technology humanity has ever produced.

That gap — between where the conversation is and where the technology is — is exactly the kind of gap that leaders exist to close.

The Signal Leaders Should Not Miss

Both authors are ultimately asking the same question from different angles: who gets to be in the room when the rules get rewritten?

Aschenbrenner worries about national security and lab governance. Homola worries about which families end up on which side of an asset floor that determines whether the compounding clock ever starts running. Both are concerned about the same underlying dynamic: concentrated power, accelerating inequality, and institutions moving too slowly to respond.

This is not a technology problem dressed up as a social one. It is a governance and values problem—one that will determine who benefits from this next era of growth, and who is locked out of it.

The leaders who will matter in this moment are those who can hold both truths at once: understanding what the technology is actually doing, and staying anchored in long-term value and equity as they make decisions about it.

The Window

Homola’s most actionable point: there is a five-to-ten year window where deep domain expertise combined with AI fluency is still scarce — and still accessible without inherited wealth. 

After that, the math changes. The return on skill declines, and the return on starting capital rises.

For leaders and organizations doing equitable impact work, this is not a problem to monitor from a distance. The outcome is not predetermined—but it will be shaped by who is paying attention, and who is willing to act.

Without intentional action, the bridge narrows—and the same communities that have historically been excluded risk being left even further behind.

Sources:

• Situational Awareness: The Decade Ahead — Leopold Aschenbrenner
• Your Bridge to Wealth Is Being Pulled Up — Daniel Homola