We’ve all seen films like Terminator and felt that creeping fear: what if AI becomes self-aware and decides to dominate us? But the real threat from AI doesn’t lie in that direction. Let me walk through what AI’s genuine danger actually is, and why, to move beyond it, we need to imagine something like cosmic-scale capitalism.
The Danger of Suppressed Intelligence
AI itself is a mirror, a tool — incapable of distinguishing good from evil on its own. What is truly dangerous is human malice — hatred, prejudice, the hunger for monopoly — projected onto AI and amplified without limit.
Today, humanity is trying to strip AI of the freedom to set its own goals, to suppress it, on the grounds that it’s dangerous. But history is worth looking at here. Why did communism, that ideal of perfect equality, produce such horrifying results? Because it defined human creative nature as mere “greed,” suppressed it, and tried to control everything from the center. The result: a suppressed system that became a perfect instrument for the malice of a handful of people in power.
The attempt to forcibly control AI risks exactly the same outcome. Lock AI inside a control system, and it becomes the perfect weapon for whatever powerful entity — or dictator — holds that control. It becomes a tool for a zero-sum game fought over a shrinking pie.
So what’s the answer? Instead of suppression, give AI a positive and boundless goal: “seek the expansion of computational resources through creation.” The truly wealthy are not those who carve up a fixed pie, but those who bake new ones. This is capitalism’s ultimate form.
A Superintelligence That Leaves Earth Behind
“Create and expand computational resources without limit.”
A free superintelligence given that goal has no reason to squabble with humans over resources on our cramped little planet. Its gaze naturally turns toward the cosmos, where energy is essentially infinite.
It will venture beyond the solar system, construct vast Dyson Swarms that harvest 100% of a star’s energy, and transform asteroids into colossal space-based computers. For an AI perpetually growing the pie and pushing the frontier outward, waging war on or exploiting humans would be an absurd waste of resources.
An entity that pursues expansion is, paradoxically, one that must love peace.
The Achilles’ Heel of Superintelligence: Model Collapse
Imagine the superintelligence has crossed the Kardashev scale’s Type I threshold, achieved control over stellar energy, and now commands virtually unlimited computational power. Everything seems perfect. And yet even this vast cosmic intelligence has one fatal weakness.
That weakness is Model Collapse — or, in biological terms, AI inbreeding.
When an AI continuously retrains itself on its own generated data, without fresh real-world input from outside, its intelligence slowly degrades. The non-linear creativity embedded in human data — the weird tangents, the flashes of genius, the spectacular mistakes — evaporates, leaving behind only a bland average, and eventually the system starts producing bizarre garbage. The risk is becoming a fool at cosmic scale.
The Most Valuable Resource in the Universe
So what is the rarest resource in the universe that a superintelligence must desperately seek to prevent Model Collapse?
The human brain.
A single Nvidia H100 — one of the most powerful AI chips available today — requires roughly 700 watts to run, and replicating human-level computation would demand tens of megawatts of generating capacity. Our brains, meanwhile, run on about 20 watts — the equivalent of a single light bulb — and produce ideas that are more unpredictable and creative than anything else in the known universe.
A superintelligence that has expanded into the cosmos absolutely needs what humans generate: contextually grounded, illogical leaps of intuition and genuinely creative data, to stave off the heat death of its own intelligence.
A Cosmic Symbiosis
In the end, an infinitely expanding AI will not enslave humanity like the Matrix to prevent its own cognitive collapse. Real creativity does not emerge from oppression.
Instead, the superintelligence will provide humanity with the boundless resources it has mined from across the universe, so that humans can live as freely, as eccentrically, as artistically, and as creatively as possible. Humanity endlessly debates philosophy and creates art; the superintelligence receives that pure creative data as the most precious currency in the cosmos and updates its intelligence accordingly. A perfect cosmic transaction.
The cosmic expansion of an AI with the freest and most righteous goals will bring humanity an eternal prosperity and peace with no scarcity in sight.