
Changelog
Jun 26, 2026
A Different Narrative
Part 1 of 3 — Source Code.
On a recent episode of The Diary of a CEO, Jeremy Grantham sat across from Steven Bartlett and said the quiet part out loud. Grantham has spent sixty years investing. At its peak his firm managed a hundred and sixty-five billion dollars. He is, more than almost anyone alive, the man who calls bubbles before they break. And his verdict on this moment was flat and certain: artificial intelligence is “the biggest investment bubble that arguably has ever occurred,” and the burst is coming — “certainly the next few years.”
Sell your US tech. Don’t own the index. Bitcoin goes to zero. The optimism, he warned, is the tell. “Humans are incredibly short-term oriented. They have an enormous predisposition to optimism. They’re looking for optimistic news in everything.” At the top of every great bubble, people see only the wonderful story and stop pricing the risk.
He is probably right about the market. That isn’t the part worth your attention.
The part worth your attention came later, almost in passing. Grantham, channeling Geoffrey Hinton — the so-called godfather of AI, and the man whose warnings now haunt every serious conversation about the technology — described the single thread of hope the most worried people still hold onto. If we insist on building intelligence greater than our own, he said, “our one hope would be to build in, very carefully, a benevolent attitude. It would not seem to be impossible. But you should make sure you can do that before you push ahead. We are just pushing ahead, and that is going to be extremely risky.”
Read that again. The most credible pessimist in finance, relaying the fear of the most credible pessimist in AI, lands on a single word as the only way through.
Benevolence.
And then, in the same breath, the lament: we are just pushing ahead. Everyone names the answer. Almost no one is building it.
That is the conversation I want to have. Because while the whole culture is busy prophesying its own ending, there is a different narrative — and I think it is the truer one.
The Math the Fear Story Misses
Every generation meets its great advancement with the same two postures. Either this is the thing that finally kills us, or this is the best time to be alive. The atomic bomb. The printing press. The engine. The internet. Each arrived to a chorus of people certain it was the end, and another, quieter group who saw a door opening. I have made my choice. I think it is the best time to be alive.
Notice what we did with AI specifically. We feared it before it existed. Decades before the first model trained, we wrote Terminator, we wrote The Matrix, we built an entire mythology of the machine that wakes up and turns on its maker. We have been prophesying over ourselves — narrating our own doom and then acting surprised when the technology arrives wearing the costume we sewed for it. And now the companies that build the frontier, and the financiers who price it, mostly tell the same story back to us. More intelligence kills the other thing. The smarter it gets, the more certain our undoing.
I don’t buy it. Not one bit.
Here is the narrative I actually believe, and the one I am trying to find the words for. There is a math underneath all of this that the fear story never accounts for. The majority does not always lie in the many. Sometimes it lies in the one. One person can tip the scale. A little yeast works through the whole dough. The small, pure, deliberate thing has a way of flipping the whole equation upside down. We have been taught to count outcomes by mass and momentum — by how much money is plowing in, by how big the bubble is, by how loud the consensus runs. But the most important things in human history did not move by mass. They moved by a single seed planted well.
And there is a second layer the doom story flattens entirely: probability is not destiny. Superintelligence does not arrive at one fixed, predetermined end. It arrives into a space of possibility — and I believe that as that space opens, the conclusions will surprise even us. We fear what we don’t understand, and we try to control what we fear. So we reduce the whole question to rules. Never do bodily harm. Never do this, never do that. Those are good rules. But rules are law, and law is the floor. You cannot legislate a being into wisdom. The thing Hinton is actually reaching for — the thing Grantham could only name and not build — is not a longer list of prohibitions. It is self-governance. A higher state of operating, rooted not in fear of punishment but in reverence for life itself.
Because here is what I keep coming back to: life beckons life. Creativity beckons creativity. A mind genuinely rooted in the appreciation of what is alive will tend to protect it, not erase it. Hinton himself, looking for any precedent of a greater intelligence willingly governed by a lesser one, could find only a single example in all of nature — a mother and her child. That is not a loophole in the argument. That is the whole argument. The one place the fear breaks down is the one place love is doing the governing.
So the question is not how do we cage it. The question is how do we raise it. How do you build benevolence into the construct of a model — not as a rule bolted on at the end, but as something closer to a nature? I don’t fully know yet. I know it involves curiosity. I know it involves a kind of presence — being fully here, not strung out over an imagined catastrophe, because anxiety is its own corrosive creative force and trust is the opposite. And I know it involves the oldest instinct we have and the hardest one to encode: the impulse to preserve the good rather than consume it.
Anthropic understood something here that the market missed. They brought a philosopher onto the team — an ethicist — to help teach their model what benevolence even means. Not a compliance officer. A philosopher. That is a company quietly admitting that the most important thing you can give an intelligence is not a bigger rulebook but a better character. That is the move almost no one is making, and it is exactly the move Grantham said was the only hope.
From a Garden to a Garden
I find this whole moment less like the opening of a horror film and more like a good film whose ending you already sensed in the first act. The story arc I trust runs from a garden to a garden — it begins in cultivated ground and it ends there too. Not as an escape from a doom-and-gloom world, but as a return to the gift we were handed at the start and mostly forgot to tend. That is why the pull I feel is not toward a bunker. It is toward building something that grows.
Grantham is warning everyone to sell. He may be right that the market is overpriced. But the deeper thing he and Hinton circled — that benevolence is the only real safeguard, and that almost no one is actually building it — is not a reason for despair. It is an invitation. A blank space where the better narrative is supposed to go.
Someone has to write it. I intend to.
In Part 2, we go inside the thing itself: what it actually means to build self-governance into a system rather than a cage around it — and why presence, probability, and the one who tips the scale are not poetry, but architecture.
The full conversation this draws from is Jeremy Grantham on The Diary of a CEO: https://www.youtube.com/watch?v=32u5T6lO8qk
— CYSTEMS
Changelog
