In Plato’s Phaedrus, Socrates stood in ancient Athens and said writing would destroy memory. The fear was reasonable, and he was partly right; the whole reason we know of this moment is because Plato wrote of it, after all. We also know the moment scripts became standard, the art of memorizing epic verse trailed off. The aoidoi singer-poets who once held the Iliad in their skulls, more than fifteen thousand lines of poetry nested and cross-referenced and alive, became obsolete. (A hell of a context window)
Their ancestors became scribes and readers, not orators.
Something died.
But Socrates couldn't see what grew in writing's wake. You cannot build cumulative knowledge, shared knowledge, on memory alone. Writing was a prerequisite for cross-cultural exchange and the reliable inheritance of intricate ideas in law and science and, yes, the humanities. Writing is why we know so much of what we know, and written script increased the capacity we had for understanding, retention, and learning.
Johannes Gutenberg’s printing press hit the commercial market in 1450. Monks who had spent their lives copying manuscripts by candlelight competed with a machine that produced multiple books at the same time.
Cheaper books meant more readers. More readers meant the Church no longer monopolized knowledge and controlled what people believed. The consequences were, for roughly a century, biblical. The Reformation was not done despite the printing press. It was because of it.
But beavers built to curb the flood, and the university system, the research library, and the indexed catalog all adapted to the mainstreaming of the written word. Raw information abundance became structured knowledge. The same technology that threatened scripture-monopoly produced the conditions for modern science.
The Luddites were destroyed because, in their time, no one built sufficient dams. No labor protections. No retraining. No institutional path from the old expertise to the new. They showed what happens when a society refuses to establish structure to guide the transition. But their children got the eight-hour day and the weekend.
This is not optimism. This is history.
The fear is always partly right. The dams determine whether the trajectory becomes expansion or collapse. That’s the pattern, and it holds across millennia and into our unprecedented times.
VisiCalc arrived in 1979, and the accountants saw it the way the weavers had seen the power loom. It was a grid on a screen. Accountants had feared computerization for a decade. Calculation was their craft, and a machine that calculated meant they were redundant. The fear was structured. It was rational.
But look at what actually happened.
Accountants did not disappear. They multiplied. When calculation became cheap, new questions arose. What should we calculate? How should we interpret the result? What decisions follow from this data? The profession ascended from arithmetic to analysis.
Fifteen years later, more people worked in accounting than before the spreadsheet, and they earned more, working on problems that required judgment instead of computational stamina.
Every technological transition follows five stages.
Threshold: The technology crosses a capability boundary that makes the previous paradigm not just less efficient but categorically different. Writing did not make oral memory slightly less useful. It made it structurally unnecessary for the transmission of complex knowledge. The printing press did not make scribes slightly slower by comparison. It made hand-copying a book an act of devotion rather than a profession.
Exhilaration: The first users feel the power. The scribes who learned to write experienced a new kind of thought: externalized, revisable, transmissible. The first compiler users felt the liberation of working at a higher level. This is the accurate emotional response to a genuine expansion of capability. (I have experienced a heightened sense of this from early 2026 after taking the orange pill)
Resistance: The old practitioners protest, and the protest is grounded in real loss. The bards lost their livelihood. The monks lost their monopoly. The Luddites lost their craft. The resistance is not irrational. It is the sound of a world reorganizing, heard from the position of the people being reorganized.
Adaptation: The culture builds dams. Laws and standards and best practices and stewards of those frameworks. In the present moment, that means AI Practice frameworks, attentive ecology, and legal considerations. Adaptation is not guaranteed. It requires effort, imagination, and the willingness to build structures that serve the ecosystem rather than just the builders. It took almost a generation for our institutions to take the harm of social media on our young. But finally we are seeing common sense legislation that will limit the ability of big tech to colonize the minds of our young. They will continue to strive for it, but there will be a cost.
Expansion: The long-term result is more capability, more reach, more possibility than the previous paradigm could support. Not for everyone. Not equally. Not without ongoing struggle. But the trajectory, across every major technological transition in human history, bends toward expansion.
We are in Stage Four. Adaptation. The question for us is whether we will build the dams in time, or whether a generation of workers, students, and parents will pay the cost of the transition without the structures that could have helped them flourish, too. Like the children of covid fell victim to social media.
The threshold has been crossed. The exhilaration has been felt. The resistance is underway. None of that is the determining factor.
The determining factor is what happens now.
And right now, the dams are not adequate. They are not even close.
I say this as someone who has sat in rooms where these dams are being designed. I have watched corporate AI governance frameworks arrive eighteen months after the tools they were meant to govern had already reshaped the workforce. The gap between the speed of capability and the speed of institutional response is not closing. It is widening. And the people in the gap, the workers and students and parents who are adapting in real time without guidance, are building their own dams out of whatever they can find. Some of those improvised dams are brilliant. Most are inadequate. We must be proactive and understand that for the people in our care and for our own futures, we must have agency and ascend this tower on our own. The cavalry is not coming fast enough for this generation. To avoid loss one has to build, to fight for how to navigate this new world and create value for you and yours.
The EU AI Act, the American executive orders, the emerging frameworks in Singapore and Brazil and Japan are real structures, and they matter. But they address the supply side: what AI companies may and may not build, what disclosures they must make, what risks they must assess. The demand side – what citizens, workers, students, and parents need to navigate this moment wisely – remains almost entirely unaddressed.
We are so busy building guardrails for the companies that the people those policies are supposed to protect remain wholly exposed.
The retraining gap is the most dangerous failure. The gap between the speed of AI capability and the speed of educational and institutional adaptation is growing, not shrinking. If any company I talk to is still doing their 2026 planning based on pre-December 2025 assumptions, I tell them the same thing: Stop. Throw the plan away. Start from the world that actually exists.
The same applies to governments. National strategy for attentional ecology, including education that teaches questioning over answering, integration over specialization, and judgment over execution, is not a five-year initiative. It is urgent. Imperative.
The tools work now. The people using them are adapting now, mostly without guidance, mostly by trial and error. The dams need to be built on the demand side, and they need to be built immediately.
Our educational establishments are not prepared for this change and are staffed with calcified pedagogy and staff. It is one of the most urgent institutions requiring reform. If they don’t change fast enough their demand will dry up as young people will not want to waste years of their life acquiring student debt or arcane skills that the world does not need. Their failure to adapt would result in a drying up of supply of fresh young minds into the workforce that can lead the revolution with both breadth and depth. It’s a perilous moment for the prospect of higher education and its role in our society. Institutions that were already challenged by their ivory tower status.
What will this generation see when it looks back? What we decide now, this year, this month, ahead of the next unexpected breakthrough, determines that. When you vote in the next election. What protections for our young will be on the ballot. Few to none I suspect given the stranglehold of special interest on government.
The pattern, history shows, is that Stage Four decides everything. We are there now.
And we choose what’s next.