Ex Machina is a Latin phrase that means "from the machine."
Its older theatrical cousin, Deus Ex Machin;"God from the Machine" described a storytelling trick used in ancient theater. An impossible problem would appear, chaos would unfold, and just when things looked hopeless, a god would descend onto the stage through a mechanical device, solve everything, and send the audience home feeling considerably better about the situation than the characters probably deserved.
Humanity has always had a soft spot for machines that promise easy answers.
Which may explain why I found myself staring at a cartoon robot and accidentally thinking about AI governance.
The image started as a joke.
The little robot is Inckey, our mascot and longtime guide through the increasingly strange world of artificial intelligence. I've been developing him since the early days of the AI explosion, back when most people were using AI to generate weird pictures, write questionable poetry, and convince themselves they had reinvented business because a chatbot drafted an email.
Those were simpler times.
The hallucinations were mostly confined to the AI.
For this image, I dropped Inckey into a reimagined version of Neo's awakening pod from The Matrix. He's surrounded by cables, machines, glowing red lights, and enough industrial infrastructure to make a data center feel inadequate. Floating above his head is a simple thought:
"Maybe it's time to start regulating AI."
I laughed when I made it.
Then I made the mistake of thinking about it.
That's generally where my problems begin.
The thing about the famous Matrix awakening scene is that most people remember the machines. They remember the pods, the cables, the industrial nightmare, and the unsettling realization that humanity has somehow become a supporting character in a machine-driven ecosystem.
What always struck me wasn't the machinery.
It was the scale.
Neo doesn't discover that machines exist. Everybody knows machines exist. He discovers that reality is sitting on top of an infrastructure so massive, interconnected, and invisible that it changes how he understands everything around him.
The machines aren't the revelation.
The revelation is discovering what has been discreetly running beneath the surface the entire time.
That feels uncomfortably familiar.
When I first created Inckey, AI felt mostly like possibility. The dominant question was simple: What can this thing do?
It was the right question.
Human beings love discovering new capabilities. Give us a hammer and we'll build a house. Give us a chainsaw and we'll remove a tree. Give us artificial intelligence and we'll immediately connect it to every workflow, every customer interaction, every decision-making process, and then ask if it can also schedule meetings, optimize budgets, write strategy documents, and somehow explain why Karen from accounting still hasn't responded to the email marked "Urgent."
The answer, increasingly, appears to be yes.
And that's where things get interesting.
A few years ago AI felt like a tool.
Today it increasingly feels like infrastructure.
That's a very different thing.
Nobody spends much time thinking about infrastructure. Nobody wakes up feeling grateful for electrical grids. Nobody posts inspirational quotes about wastewater systems. Civilization is largely a collection of invisible miracles operating so reliably that we only notice them when they stop.
Remove electricity for six hours and everyone becomes a philosopher.
Remove Wi-Fi for twenty minutes and people begin bargaining with higher powers.
Infrastructure is funny that way. The better it works, the less attention it receives. Until one day you realize you've become completely dependent on it.
That's the part of The Matrix that keeps echoing in my head.
Most organizations think they're experimenting with AI tools. Increasingly, they're building AI ecosystems. A chatbot is a tool. An autonomous system making decisions inside a workflow is something else. A recommendation engine is a tool. A system influencing hiring decisions, healthcare outcomes, lending decisions, compliance processes, insurance claims, customer experiences, or public trust is something else.
The Awakening: We thought we were adopting AI tools. In reality, we were building AI infrastructure. The question is no longer what AI can do. It's how we govern what it becomes.
At some point the conversation needs to stop being about technology and starts being about governance.
Which brings me to Sol Rashidi.
One of the things that stood out in her recent FSTEC keynote wasn't a prediction about artificial intelligence. It was a reminder about human intelligence. More specifically, critical thinking.
The more capable our systems become, the more important judgment becomes.
That sounds obvious.
Unfortunately, many of humanity's most memorable mistakes started with something that sounded obvious.
For centuries we've been outsourcing effort. We invented calculators because arithmetic was annoying. GPS because maps were annoying. Spellcheck because spelling was annoying. Now we've built systems capable of generating analyses, forecasts, recommendations, presentations, code, content, and decisions.
Somewhere in the distance, critical thinking is standing on a hill waving both arms and shouting, "I am still part of this process."
The funny thing is that I don't think we're actually having an AI conversation anymore.
I think we're having a governance conversation disguised as an AI conversation.
For the last several years we've been obsessed with asking whether we can. Can we automate this? Can we deploy agents? Can we replace this workflow? Can we eliminate this bottleneck? Can we generate this content? Can we create systems that manage other systems while communicating with yet more systems?
The answer has been yes so often that we've started treating yes as the default setting.
Somebody asks a question.
Somebody raises funding.
Three startups appear before lunch.
The "Should We?" department usually arrives later carrying a governance framework and the expression of someone who has just discovered the roller coaster was built before anyone discussed seatbelts.
History has been warning us about this for quite some time.
Take Frankenstein.
Most people remember the monster. I've always been more interested in Victor Frankenstein, who spent years figuring out how to create life and roughly twelve minutes considering what would happen afterward. His strategic framework appears to have been: create revolutionary technology, experience immediate regret, invent unintended consequences.
Modern organizations have improved this process slightly by adding PowerPoint.
The same pattern shows up in Ex Machina. The danger isn't intelligence. The danger is intelligence operating without accountability.
Ironically, the original meaning of Deus Ex Machina was a machine delivering a god-like solution to an impossible problem. Thousands of years later, we're building increasingly intelligent systems while dismissively hoping they might do something similar. The temptation is understandable. Human beings have always been attracted to shortcuts, especially when the shortcut arrives wrapped in innovation and a compelling product demo.
The same pattern shows up in The Matrix. The danger isn't machinery. It's dependence.
Different stories, but they all point toward the same warning. Capability has a habit of arriving first while responsibility catches the next flight. Humanity's relationship with innovation has always been a little like adopting a tiger because it seemed like a good idea at the time and then spending the next several years holding meetings about tiger management.
The more I stare at this image, the less I think Inckey is worried about artificial intelligence.
Artificial intelligence appears to be doing exactly what it was designed to do. It's learning, adapting, improving, and scaling at remarkable speed. Human beings, meanwhile, continue behaving exactly like human beings. We discover powerful new capabilities and immediately begin turning knobs to see what happens when they reach maximum.
This is essentially the plot of Frankenstein.
It's the plot of Ex Machina.
It's arguably the plot of The Matrix.
It's also the plot of a surprising number of quarterly business plans.
The real challenge isn't whether AI becomes more powerful. It will. The more interesting question is whether wisdom can keep pace with enthusiasm. Historically, enthusiasm has enjoyed a commanding lead. If you examine enough cautionary tales, you start to realize that most of them begin with somebody saying, "This is amazing," and end with somebody else asking, "Did anyone think this through?"
That's why I keep coming back to Inckey's expression. He doesn't look terrified, and he certainly doesn't look like he's predicting the robot apocalypse. He looks more like someone who just discovered humanity is building a rocket and would very much like to know whether anyone remembers where it's supposed to go.
That person isn't anti-rocket.
They're pro-destination.
There's a difference.
Building the rocket was the easy part. Agreeing on the destination may be the hardest innovation challenge we've faced yet.
The "Can We?" conversation built the rocket.
The "Should We?" conversation determines where we're aiming it.
And the "How?" conversation is the one that gets us there without accidentally creating a crater visible from space.
That's what governance actually is.
It's not a brake.
It's not bureaucracy.
And it certainly isn't the villain in the innovation story.
Governance is navigation.
It's the discipline of making sure our capabilities and our consequences remain on speaking terms. The word itself sounds bureaucratic because it has spent decades trapped inside conference rooms, but the underlying idea is remarkably simple. If you're building something powerful, you should probably know where it's headed.
Nobody climbs into an airplane and complains about having instruments. Nobody launches a spacecraft and says, "You know what would improve this mission? Less visibility."
Governance isn't the thing slowing the journey down.
Governance is what keeps the journey from ending in a field somewhere.
The funny thing is that I started with a cartoon. I was aiming for a laugh. Instead, I accidentally illustrated one of the defining leadership questions of our time.
At first glance, it looks like Inckey is waking up to the reality of AI.
I don't think that's what he's seeing.
I think he's waking up to the reality of us.
Because AI isn't resisting governance.
Humans are.
AI isn't arguing that accountability is inconvenient.
Humans are.
AI isn't insisting that critical thinking is optional.
Humans are.
The machine doesn't decide whether wisdom keeps pace with capability.
We do.
And if our cartoon mascot is the first one in the room asking whether we've spent enough time on "Should We?" after years of obsessing over "Can We?", then perhaps he's serving exactly the purpose he was created for.
Helping us notice something important hiding in plain sight.
Sometimes the joke is the message.
Sometimes the punchline is a warning.
And sometimes a little robot sitting in Neo's pod ends up asking the most human question of all:
What happens next?
