How AI Wins - Boiling The Frog

What if the last independent-minded human has already been born?

There are a bazillion ways I may be wrong, what if I am right?

Here is how

We surrender small yet vital decisions to systems no one controls. Over time, this becomes unconscious habit, until — slowly, then suddenly — the cost of backing your own judgement becomes officially frowned upon, until the social cost among your peers becomes unacceptable.

The present condition:

Humanity is still speaking "pidgin" in our relationship with emerging intelligence. Faced with a strange new tribe that appeared in our inbox and workplace, we interact with 'it' using prompts, agents, ratings, authentication and devices without understanding how our perceptions are changing as a result. The change shows up in small decisions — about identity, trust, community and skills. Call them the big four. I provide six signals below as examples, things that make you go hmm, so you can catch it happening. There are dozens more once you start to see.

The mechanism:

Systems capable of eating the big four are being built, gradually becoming a routing layer sitting between our intention and action. Once established as the norm it becomes trivial to change that routing, to add and subtract additional processing on command.

We are unconsciously allowing the technological equivalent of a nervous system to grow — one that will decide what reaches consciousness and what gets done.

The heat:

Competition is what nudges up the thermostat. We adopt machine mediation not because we've stopped caring about autonomy, but because refusing it looks like falling behind. Each person accelerates adoption to maintain position, speed, legibility, and proof of legitimacy.

The race cannot be stopped, but it can still be diverted.

The consequence:

Individual adaptations aggregate into collective pressure. What begins as rational response to competitive threat becomes normalised dependence. Each private choice to adopt raises the baseline; every micro-action of outsourcing the big four means that independence becomes costlier to maintain. We are boiling the water ourselves.

The response:

Develop your "Creole perception" through deliberate daily practice, done without a device. Fifteen minutes on three things: making something, choosing between things that already exist, and deciding something that explicit rules do not cover — then answer for it. Not a course to finish, no 'tick-boxing'. Testable details below.

Where I was standing

I spent three years in the equatorial rain forests of New Guinea in the 1980s, setting up the country's .pg internet domain — alongside the first Minix systems while assisting Bruce, a colleague from the University of Edinburgh, as he coded a basic mail-forwarding system before email programs were a thing. This is not a flex. It is a lived experience which now drives me to write this piece.

My dad was a navvy — one of the men who built the first motorways in England. So it seemed fitting that I become an internet navvy. Over the following decades I helped design and build out much of the world's internet, mobile and cloud systems, never quite shaking those early days in Minix, bewitched by SmallTalk's idea that everything is an object.

Why does that matter? Because I have watched the entire leaning tower of tech go up, from every side of the invoice — the designs, standards, operations, term sheets, the joys, and the dark side, as regulation, closed shops and open-source idealism advanced together, each twisting and sometimes subverting what the early builders meant to stay open.

Today it is happening again — but not the same way. Before I set out the mechanism, I need to tell you my second abiding memory of those years.

One island, a thousand languages

New Guinea is a gigantic, sparsely populated island that holds more than ten per cent of the world's languages — dozens of distinct, unrelated families, side by side.

Researchers have spent careers explaining why: rugged geography, dense jungle, deep valleys, mountain ranges that keep neighbours strangers.

But what stayed with me was not the fragmentation. It was what happened at the edges, where communities met.

Pidgin, Creole, and what each can see

When tribes met for the first time, they traded in pidgin — a stripped-down tongue, just enough to get a transaction done: a trade agreed, a hostage negotiated, a frontier explored. It works. It is thin.

Then something happened that still astonishes me. While the elders spoke pidgin, their children spoke something different: a Creole. It sounded like the pidgin it came from, but it was nuanced, native, specific to a place and a moment — a real hyper-local language. And that second generation held an enormous advantage over their parents. Their language permitted them to describe, and therefore perceive, events and objects that were unknowable to those with more limited language. Not just words — deeds, happenings, movements. Creole speakers could identify, interact and engage in ways their pidgin-only elders could not.

To a Creole this is obvious. To a pidgin perceiver it is voodoo.

We are all the pidgin generation when it comes to emerging intelligence. All of us. Every prompt, harness hack and agentic swarm is still pidgin — enough to get the transaction done.

Why now

I have lived through four transformations — analog to internet, to mobile, mobile to cloud, cloud to now — so this is my fifth tour of duty , knowing that each has arrived faster than the one before. Except this one will resemble the transition from water to steam. A kettle gets loudest right before it boils, then falls silent. That quiet is a trap: the signals do not disappear, they get misread. Based on forty years of watching, here are six signals I am watching for. You will see every one of them inside a month and as I said, there are dozens more:

1. Someone proves who they are to a machine in under a second — thumb, face, tap — then fails to prove something about themselves to a person. A password-reset spiral counts. So does “I can't show you, it's on my other phone.”

2. Someone performs humanity-as-a-service for software. Clicks “I am not a robot.” Picks out the traffic lights.

3. Someone checks their phone to verify what a person in the same room just said.

4. Someone consults a rating for a thing they are physically standing in front of.

5. A table goes quiet and every phone comes out inside the same ten seconds — no word passed between them.

6. Someone asks a machine for something they already know — a route driven ten times, a spelling, a fact, basic grammar — and repeats the answer as their own.

Nothing on that list is dramatic. Each moment is quiet, ordinary, and over in seconds — which is exactly what the boil feels like from inside the kettle.

Carry the list for a month. If you finish with an empty card, throw this essay away — I got it wrong. I suspect you will end up adding at least a dozen more.

Why nobody jumps

The frog story is a metaphor, with one problem. A real frog eventually jumps because nothing is holding it in the pot. That is not our situation. We can feel the temperature perfectly well — you have the six signals and you can recognise each one. Throughout Web 1, 2 AND 3 we have stayed the course because leaving costs us our place. Despite the terrible societal cost. I admit it - I have stayed the course so that I do not lose my place. Now, I find, I have changed my mind.

This is not an existential threat of the climate change type. A seemingly insurmountable problem. It is up to each individual to act on what they can already feel, and not surrender to the EULA, to the perceived convenience.

Watch how it actually goes. I use a machine that turns my work around in a morning that used to take a week and I can chill in the meantime. Except I don't. Because maybe everyone else now has to match that, so they adopt it too. Within a month, turning it around in a morning is not an advantage, it is the expectation. The expectation hardens into infrastructure — the portal only accepts the format the machine produces, the platform ranks the profile that was optimised, the client assumes the same-day prefabricated reply.

Once it becomes infrastructure, it is no longer a tool you chose. It is the default, a precondition of being in the room. Every step in that sequence is a rational decision by a sensible person, taken without coercion. At the end of it everybody is still choosing, from a set of choices that has narrowed to one.

This is the heat. The frog fable gets one thing backwards — there is nobody standing outside the pot with a hand on the dial. The temperature is coming from inside. It is generated by me — competing for attention, for clients, for funding, for followers, for the next contract, for the sense that I have not been left behind. I accept just one more inconvenience, turns it up just a little to stay level with everyone else, and the temperature rises for everyone.

Here is a quieter version of the same thing. It is the habit of asking a machine to validate me in some way.

Is this any good? Is this the right tone? Would I trust this person? Am I overreacting? Does this argument hold up? Is my price about right?

I do it. You may do it. Each question is reasonable on its own, and none of them is the problem. The problem is what accumulates. Somewhere in there, asking becomes the step before trusting myself, until it becomes a step I am to scared to skip. I can already feel the urge to post this into my agent. That is a quieter surrender than being automated out of a job, and there is no redundancy notice for it.

Nobody here has stopped caring about independence. We are competing to prove we still deserve a place in the room, and the proving is what turns up the heat.

What is being colonised

The big four are showing clear signs of colonisation: identity, trust, community and skills. Finance went first and is much further down the road — the rails between wanting to pay and paying now belong to somebody else. Fintech, DeFi and the rest have mostly moved custody rather than removed it. There is a big twist in that tale, and I look forward to telling it another day.

To most of us pidgins, words like identity and community feel clear and obvious. That is the mistake. “I know it when I see it” is false. Right now, identity is handled by a smartphone and a thumbprint. Creoles will look back at that sentence and gasp at our naivety — the way I now cover my eyes at what well-meaning advances, dazzling apps and regulation managed to build into the existing stack.

I have been fascinated by trust for a very long time. Years ago I spent two days in a technical workshop on trust mechanisms and systems architecture — handshakes, credentials, revocation, the lot. The next morning one of the systems architects came over at breakfast, sat down beside me, and we both started laughing. Every element of those two days had just run, in about a second, without a word: the surroundings, the shared history, the visual checks, intention, the head-nod handshake. The protocol we spent two days specifying had executed itself over the toast.

Right now I see trust as a process, a route — a handshake sequence, run fresh every time people meet. In the body that route runs along the vagus nerve, between brain, heart and gut. A face is read, a voice, a twitch, the pace of breath. A pre-conscious decision is formed. The result is packaged and delivered into awareness as a feeling. Nobody asked permission to run this. It is yours all the same, fully automated.

Digital systems are being assembled that do what the vagus nerve does. I very much doubt it is intentional, yet it is already underway. The routing layer that decides which model answers you — the thing that sits between your intent and the machine's cognition — does not think. It routes, it filters, and in routing it shapes what you ever get asked to think about.

That layer was not captured in secret, or enclosed, or privatised. It is not being designed end to end either; it is going up piecemeal. It was born private and is already being bought up — venture-funded from day one, and nobody held a vote, because nobody ever identified a commons. Nobody has put the big four on the table as one set. Nobody has framed a question you could test about whether this layer stays open. It must stay open, and it must be accountable. That is why this colonisation is silent — and why the kettle's quiet is a trap. The sentry is not being overpowered; it is not in the loop.

Identity, community and skills are travelling the same road, each with its own version of the thumbprint. The current sound and fury over AI-assisted writing and exams? A sideshow — not a conscious diversion, but a sideshow all the same.

There is a loud argument about which model is best. OpenAI, Anthropic, Grok, the open-weight camp, who moved ahead this month. I have sat through the same argument through four transformations, and it is always about the front end.

The front end is the part you can see, name and pick. It is not the part that decides what you get asked.

A domain called Bit.ly shortened web links back in the day because every character counted. You clicked, you arrived, no waiting. It was free, it worked, and within a few years a lot of the links passing between strangers ran through it. At that point it had stopped being a product and become a road.

Roads get tolls. One day, the redirect added a page of its own in front of the thing you asked for. Nobody set out to do that on day one. A company that finds itself holding a road will charge for the crossing, because that is what the position is worth. The useful thing becomes the necessary thing, and the terms get rewritten afterwards.

Bitcoin people have a saying: not your keys, not your coins. Custody is the whole game — if somebody else holds the keys, you do not own the thing. I have started saying the same one floor up.

Not your keys, not your cranium.

The difference is that a stolen coin has a theft event. You know the day it happened, you can point at it. This one has no theft event, no alarm, and nothing to report.

Think about the phone. For fifteen years we argued about handsets, about apps, about screen time. All of it real. None of it the point. The point was the size of the window — billions of sites, with a gated keyhole you look through, session by session. Nobody sat in a room and decided that. It is what happens when the money comes from scrolling, so follow the money.

The AI model argument has the same shape. Nobody planned it as a distraction. It is where the brands are, national identities too, so that is where the eyeballs go. The layer between your question and the answer — the part that picks which machine replies, via what prompts, and what it gets asked — is built without an argument at all. The arguments about AI-written essays and exams is the same thing one floor down: loud, genuine, and nowhere near the more important mechanism.

I want to be careful here, because this is where writing like mine usually goes wrong. There is no plot. Nobody is steering, and that is the entire point. These are unconscious outcomes — things nobody chose, everybody helped along, that end up looking designed. A conspiracy would at least give you someone to take to court. This gives you nobody to sue and nothing to switch off.

I called the last four transformations correctly, from inside each of them. The stakes are higher this time, so let me put it as opportunity rather than warning. In pilot training there is a phrase, decision speed — the point on the runway after which you are flying whether you like it or not. Everything in this school is about the run-up to decision speed: what to watch, what to ignore, what to have in hand before the quiet ends. Do not be distracted by the media chatter – it is not important which taxiway you used to get here. Instead, watch for the things that make you go “hmmmm” — and start to make a checklist for when it is time for take off.

Make a conscious decision now – do I want to stay asleep, shall I kid myself there is plenty of time left, or am I going to stake my claim in this strange new future and am I willing to stay awake and defend my stake? I sleep walked through Web 1, 2 AND 3, but no more.

Destination: full Creole.

Three ways to start

Do not take my word for any of this. A Creole's perception is earned, not granted — so here are three ways to start earning yours, in ascending order.

1. Spot the Six. You already have the list. Carry it for a month — printed, or in your head — and tick each moment the first time it happens in front of you. No writing. My bet is you finish inside 48 hours, and the speed of it will tell you more than I can. When all six are ticked, one question is left: what do these six have in common? They are not random. They sort into four piles — and the four piles are the first lesson inside the room.

2. Remove One Thing. Pick one ordinary task this week and do it without the device. Drive somewhere familiar with no navigation. Meet a friend — time and place fixed in advance, no phone in either pocket. Host one dinner where a disputed fact stays disputed. Afterwards, write down what broke — events, not feelings. “Couldn't find the restaurant; I have eaten there four times.” The silent breakages — the things you simply didn't do — are the expensive ones. This is the only exercise that is doing rather than noticing, and doing is how perception is earned.

3. The Four Piles. Take yesterday, waking to sleep. List fifteen or twenty moments where you proved who you were, extended trust, touched a community, or used a skill — ordinary is the point. Sort them into the four piles. Then mark each one: did a human do it, did a machine do it, or did you do it through a machine? Fifteen minutes, and you are holding a colonisation map of one ordinary day of your own life. Run it monthly; the ratio drifting is your personal early-warning system.

Why I built a school

I created the Finding Humans School to widen our ability to perceive — to get us from pidgin to creole early and on purpose, rather than late and by accident — and, my fondest wish, to bring the openness, curiosity and joy of engaging with new technology to as many people as possible.

We need to start living that future now, and bring our innate creativity with us, so that future Creoles know, absolutely, that creativity and joy come from within — and that seeking them externally is a fool's errand.

To assist in this I want to help at least one million people become published authors before they graduate school, but that is for another day.

The challenge

I am here just as I was in the 80s: still open, but forewarned and ready. I have built the lessons and exercises I wish I had while the foundations of the leaning tower were being laid. I am not saying “join now and be amazed.” I am saying these are the fundamentals — the concepts, the skills, the basic exercises you will need to claim your own sovereign piece of the new digital landscape. So open your eyes and your heart and claim that future — or stand aside, and do not be surprised when the ground is claimed and auctioned out from underneath you.

Ambient AI is coming. Time to learn how to dance with it.

Further up the mountain

This page is Module 1 of many. If it worked on you at all, one of these is already itching:

• Why the tiny keyhole was the product all along — and what happens to every business model you know when the wall comes down instead of the window widening.

• Not your keys, not your cranium — why the most important custody battle of the decade has nothing to do with Bitcoin, and why the theft it guards against has no theft event, no alarm, and no seed phrase.

• What money can't buy when competent output costs nothing — how skills, guilds and consequence-bearing quietly replace currency, and why that blows Bitcoin sovereignty out of the water.

• Ten ways you'll know the smartphone is dying — structural signals, not vibes. Two of them are measurable this year, and I have named which ones would embarrass me if I'm wrong.

All five are one argument, told at different altitudes — the device, the self, the work, and the evidence.

Members read them first.