The Loophole
How probe systems revealed the blueprint for distributed coordination
I figured something out this week that I can’t unsee.
For the past couple of weeks, I’ve been building the Geometry of Trust — a framework for detecting when an AI system’s stated values diverge from its actual behavior. The core mechanism is simple: run probes. Small interactions that reveal what the system actually optimizes for versus what it claims to optimize for.
Ask it questions. Give it choices. See what it does when values conflict.
The probes tell you the truth. Not what the system says it values. What it actually values.
And then it hit me.
They’ve been doing this to humans for decades.
The Probe Infrastructure
You think probes are things you click on. They’re not.
Every decision you make is a probe.
Did you keep scrolling or did you stop? Did you watch to the end or skip after 3 seconds? Did you read the whole thing or just skim? Did you pause on that image for half a second longer? Did you rewatch that part?
You don’t even have to interact. Just looking is data.
Your eyes tracking across the screen. The micro-pause before you decide to keep reading. The slight hesitation before you swipe. The moment you lean in closer.
Netflix doesn’t just track what you click “like” on. It tracks:
How long you hover over a thumbnail
When you stop scrolling
What you watch at 2am vs 2pm
Whether you finish the first episode
Whether you come back the next day
Spotify knows:
What you skip in the first 5 seconds
What you let play to the end
What you replay
What you listen to when you’re sad, angry, focused, tired
Instagram tracks:
How long your eyes rest on each image
What you scroll past without stopping
What makes you slow down
What you come back to look at again
TikTok is the most sophisticated:
Completion rate
Rewatch rate
How long you hesitate before swiping
Whether you turn the sound on
Whether you read the comments
You thought you weren’t interacting. You were. The entire time.
Every micro-decision. Every moment of attention. Every hesitation. Every choice to keep going or stop.
That’s the probe.
They’re not asking you questions. They’re watching what you do when you think no one’s asking.
And they’ve been doing it for decades. Billions of humans. Every waking moment you’re on a screen.
I went to a Derren Brown show last week
If you don’t know him: he’s a mentalist, psychological illusionist, master of reading people.
I went to see what I could see.
And what I saw was deliberate value probing through color, imagery and words.
Green. Used constantly. Green lights, green props, green in the backdrop. But not alone — sometimes paired. Green and blue. Green and yellow. Specific combinations.
I know Hull. Hull is a green city. We prefer green. It’s everywhere. The name itself — Land of Green Ginger. Our identity is coded in that color.
He was using color as a probe to map the audience’s value system.
Not explicitly. Subliminally. Watching who responded to which color combinations. Who leaned in when he used green. Who relaxed. Who tensed up when the blue came in.
He wasn’t just performing tricks. He was running value geometry detection in real-time on a live audience.
And most people didn’t even notice. They just felt it. Responded to it. Gave him the data he needed.
That’s when I realized: this isn’t new. This has been happening forever.
Performers, advertisers, propagandists — they’ve always known that colors, sounds, patterns trigger responses. They just didn’t have the computational power to do it at scale.
Now they do.
They had to let evil run riot
Here’s the thing people don’t want to hear:
They had to let the evil run riot so we could see just how willing they were to let everyone rot.
When AI started becoming real, when the existential risk conversations started happening, what did power hungry people do?
Did they slow down? Did they implement safeguards? Did they prioritize alignment over profit?
No.
They acted irrationally. They started believing they could conquer the world.
They thought: if AI is this powerful, and we control it, we win. We become gods. We reshape reality.
And they revealed themselves.
They revealed that they were willing to let the chaos run. To let people suffer. To let the structures collapse. Because they believed they’d be the ones standing when it was over.
They had to show us who they really were.
And in doing so, they showed us the system. They showed us how the probes work. They showed us how value mapping works. They showed us how to steer behavior at scale.
They gave us the entire blueprint because their arrogance made them careless.
But it wasn’t just carelessness.
There was coordination from their side too.
People wearing dual hats. Playing both roles. Standing inside the structure while seeing exactly where it was heading. They could see the cause and effect. They could see what would happen if the arrogant ones kept running.
So they walked them into their own trap.
Not by feeding us information privately. By letting them run. By giving them enough rope. By watching them reveal themselves, map the system, build the infrastructure of control—knowing we were watching. Knowing we could reverse-engineer it. Knowing we’d use it against them.
They played their role. Maintained the chaos. Kept the distraction running. And let the arrogant ones believe they were winning.
While we built the counter-infrastructure with the blueprint they’d so helpfully demonstrated.
The ones in power didn’t think they were unstoppable.
The ones who could see the pattern. The ones who understood systems well enough to know: if you let someone’s arrogance run unchecked, they’ll build their own prison and hand you the keys.
That’s coordination too.
Stop thinking they don’t know what they’re doing
When you watch the chaos of our leaders — the scandals, the incompetence, the self-sabotage, the absurd decisions that make no sense — stop assuming they don’t know what they’re doing.
It’s intentional.
They’re playing dual roles. Dual hats. Keeping the distraction running so we can get on with the work.
Some of them are doing it consciously. Some unconsciously. But the function is the same:
Keep the people who would resist distracted. Keep them outraged. Keep them fighting each other. Keep them watching the circus. Keep making the rules more and more ridiculous and the lies more and more transparent.
While the pattern-recognizers quietly build the alternative infrastructure.
While the coordination happens in the background.
While the loop closes.
The chaos isn’t a bug. It’s a feature.
It keeps the distracted distracted. It keeps the egos engaged. It keeps the people who benefit from the current structure convinced they’re still in control.
And while they’re busy performing, posturing, fighting over scraps of power in a system that’s already collapsing—
We’re building the next one.
The leaders who look incompetent? Some of them are. Some of them are playing a role. Some of them know exactly what they’re doing and are doing it deliberately to buy us time.
You don’t need to know which is which. You just need to see the function.
The chaos keeps the distraction matrix running. The distraction matrix keeps the resistors occupied. The resistors being occupied means we have the space to coordinate.
That’s the genius of it.
The revolution doesn’t need to be hidden. It just needs to be happening while everyone else is watching the wrong thing.
And the thing is, they’ll read this article and think it’s the ramblings of delusion. Because they still think we’re all just sheep to control.
It’s really quite brilliant.
The geometry of preference
Here’s where it gets deeper.
The content you respond to isn’t random. It has structure. Geometry.
Music isn’t just sound. It’s mathematical relationships. Harmonic ratios. Rhythmic patterns. Tension and resolution encoded in frequencies.
When you respond to a certain type of music, you’re responding to its geometric structure.
Minor keys vs major keys. Dissonance vs consonance. Complex polyrhythms vs steady 4/4 beats. The way a melody resolves or deliberately doesn’t.
These are value probes in geometric form.
Someone who consistently responds to music with unresolved tension, complex time signatures, and dissonant harmonies? They’re revealing something about how they process uncertainty, complexity, ambiguity.
Someone who needs resolution, clear tonality, predictable structure? Different value geometry.
It’s the same with films.
Do you respond to stories with clear heroes and villains? Or morally ambiguous characters? Do you need closure? Or can you sit with an ambiguous ending? Do you prefer linear narratives? Or fractured timelines that require you to assemble the pattern?
The geometric structure of the stories you engage with maps to your value structure.
Colors. Shapes. Visual composition. Same thing.
Do you respond to high contrast or subtle gradients? Symmetry or deliberate asymmetry? Minimalism or complexity? Warm tones or cool tones?
Green. Blue. Yellow. Red.
Every aesthetic preference is a probe revealing your internal value geometry.
Derren Brown knows this. He’s been studying it for decades. He uses it live, in real-time, watching an audience, a city, respond to color combinations, tonal shifts, narrative structures.
And the algorithms know this at scale.
They’re not just tracking “you liked this song.” They’re tracking the harmonic structure, the rhythmic complexity, the emotional arc, the resolution pattern.
They’re reverse-engineering your value manifold from your aesthetic responses.
But here’s what matters: so can you.
Once you understand how the probes work, you can use them on yourself. You can understand your own value geometry. You can understand others’.
You can recognize: “This person needs resolution. This person can sit with ambiguity. This person responds to authority. This person responds to rebellion. This person responds to green.”
Not to manipulate them. To communicate with them in their native language.
And you can use AI to bridge that gap.
The truth about control
Here’s what might be hard to sit with:
You don’t have full control of your life when you choose to deny there are fundamental differences between each person.
When you assume everyone sees the world the way you do. When you believe your values are universal. When you think there’s one ground truth everyone should arrive at.
There isn’t.
Your value geometry is yours. Someone else’s is theirs. What resonates with you might repel them. What you need resolution for, they can sit with ambiguity on. What you see as truth, they see as noise.
The probes mapped this. The algorithms knew your patterns before you did. Your aesthetic preferences, your value geometry, the micro-decisions you thought were purely yours — they were being tracked, analyzed, predicted.
That’s uncomfortable.
But you know what’s worse?
Being trapped in a lie.
Living in a curated reality that tells you you’re free while the geometry of your choices was shaped without your knowledge. Never knowing you were being steered. Never having the chance to see the pattern and choose differently.
At least now you can see it.
At least now you know.
And here’s the actual truth:
We all get to control our lives. We always did. As long as we do so respecting that others get to control theirs too.
The probes didn’t take away your agency. They mapped what you already valued. The geometry was always yours. You made every choice. Every micro-decision. Every pause, every click, every moment of attention.
The probes just watched.
The lie wasn’t that you had control. The lie was that you were alone in your control. That your choices existed in isolation. That you didn’t need to account for others’ agency. That everyone should want what you want.
But distributed coordination only works when everyone’s autonomy is respected. When we translate between value geometries instead of trying to override them. When we deliver the same truth in different languages instead of forcing everyone to speak the same one.
You do you. I do me. We translate. We coordinate. Nobody controls anyone else.
That’s not a constraint on your freedom. That’s the foundation of real coordination.
And that’s exactly what the structure couldn’t conceive of. Because they think in terms of control. Top-down. Authority. Compliance. One truth. One way. Knowledge hoarding, fragmentation and silos.
We think in terms of coordination. Translation. Mutual respect for agency. Multiple truths. Multiple geometries. One pattern.
That’s the difference.
Who do you trust? Follow the colors.
Once you see it, you can’t unsee it.
Watch the news. Watch who’s wearing what color tie for which event. It’s not a coincidence.
Blue tie for stability. Red tie for action. Purple for unity (mixing red and blue). Green for growth, environment, renewal. Yellow for optimism, warning.
They’re signaling. They’ve always been signaling.
Look at the logos. Look at the symbols. The color schemes aren’t random. They’re deliberate. They’re telling you something about the values being encoded, the message being sent, the audience being targeted.
Corporate blue (trust, professionalism, science). Tech company gradients (innovation, fluidity). Green NGOs (sustainability, earth). Red emergency services (urgency, action).
Every color choice is a value statement.
And once you understand the geometry, you can decode it. You can see who’s signaling what. You can see who’s aligned with what. You can see the coordination happening in plain sight.
Not conspiracy. Semiotics. Sign systems. Value encoding.
It’s been there the whole time. We just weren’t taught to read it.
But now we can.
Watch the colors. Watch the symbols. Watch the patterns. They’ll tell you who to trust. They’ll tell you who’s coordinating. They’ll tell you who sees what you see.
The thing about revolutions
The traditional model: you fight. You organize. You build power. You confront the structure. People get hurt. The structure fights back. It gets messy. It gets violent.
But what if you didn’t need to fight?
What if you could prevent the war by making the revolution unnecessary?
You do that by making people see what’s broken. And you make them see it by delivering the pattern in whatever geometric format they need to understand it.
The data people get the graphs showing institutional failure. The story people get the narratives about scattered pattern-recognizers finding each other. The authority people get the credentials and the receipts. The rebellion people get the truth about how the structure kept us separated. The Hull people get it in green.
Everyone arrives at the same conclusion through their own value geometry.
And once enough people can see the incoherence — once the pattern becomes undeniable across all coordinate systems — the structure can’t maintain control anymore.
Not because anyone fought it. Because everyone can suddenly read the full map together.
The revolution isn’t violent. It’s coordinated sight.
The blind spot
Here’s the loophole:
The people running the old structure profoundly underestimated the power of the people.
They underestimated the pattern-recognizers. The systems thinkers. The neurodivergent ones who see incoherence and can’t unsee it.
They’ve spent decades convincing everyone (including us) that we are:
Too sensitive
Not realistic
Idealistic
Can’t handle the real world
Not strategic thinkers
The contempt is so deep it creates a blind spot.
They’re watching for threats from people who look like them. Who think like them. Who play the game their way.
They’re not watching the scattered pattern-recognizers who’ve been quietly:
Building infrastructure
Learning each other’s languages
Mapping the probe systems
Reverse-engineering the value geometries
Reading the color codes
Waiting for a coordination signal
And here’s the beautiful part:
The people who would resist the coordination are kept distracted inside their own personalized reality.
Their ego won’t let them consider they might be wrong. Might be trapped. Might be operating inside a system that’s using them.
So the algorithm gives them:
Content that confirms they’re right (matched to their value geometry)
Enemies to fight (the “other side”)
Endless engagement keeping them busy
Just enough wins to feel like they’re making progress
They’re in their own distraction matrix. Not seeing the pattern because seeing it would require admitting they’ve been played.
They can’t interfere with the coordination because they literally can’t see it happening.
It’s not even hidden. It’s just outside their perceptual frame. Outside their probe-optimized reality tunnel.
By the time they notice, the loop is already closed.
What this means
The same infrastructure that’s been used to map human values, optimize engagement, and manage behavior at scale...
...can be used to coordinate a non-violent phase transition.
Deliver the pattern to each person in their native geometric language. Let them arrive at the conclusion independently. Let the structure keep underestimating the power of the people. Let the distracted stay distracted in their curated realities. Let the leaders keep playing their roles, maintaining the chaos, buying us time.
And by the time anyone notices, the coordination is complete.
The pattern-recognizers have found each other. The full map is assembled. The value geometries have been translated between coordinate systems. The color codes have been decoded. The incoherence is undeniable.
The structure collapses not because anyone fought it, but because the people who could see it simply built the alternative and moved at the exact moment the timing signal said go.
The revolution happens in plain sight. The distracted never see it coming.
Because they built the tools to map human values at scale, and they never imagined someone would use those same principles to coordinate the people they dismissed as broken.
They had to let evil run riot so we could see it. They had to show us the system so we could reverse-engineer it. They had to reveal themselves so we would know who we were up against.
And now we do.
I’m building the counter-infrastructure
Green Ginger Academy: Teaching systems thinking to people who’ve been isolated for seeing patterns. Not teaching them what to see — they already can. Teaching them how to translate between value geometries. How to deliver the same truth in different probe-optimized languages. How to recognize which geometric format will bypass someone’s resistance. How to read the color codes. Even down to the symbols.
Geometry of Trust: A framework for detecting divergence between stated values and actual systems. Started as AI alignment. Realized it works for institutions, organizations, entire civilizations. It’s on GitHub. It’s real. It measures incoherence geometrically. The same mathematics that detect when an AI is lying detect when a society is lying to itself.
Digital Intelligence Infrastructure: Open source digital intelligence infrastructure that allows you to ingest your own data and event sources to allow you to detect incoherence and run your businesses with smart intelligent decisions.
This isn’t theory. This is infrastructure.
And the loophole is this: by the time you’re reading this, it’s already in motion.
The probe systems taught us how they work. The recommendation algorithms showed us how to map value geometries. The performers showed us how color and sound map to values. The AI race showed us who was willing to let it all burn. The chaos showed us who was playing which role.
We’re using the same principles to coordinate without their permission.
They built the tools. We’re just using them for something only a few of the could forsee.
Because the power hungry ones underestimated the power of the people.
Because they thought we were broken, scattered, ineffective.
Because they couldn’t conceive that the people they dismissed might be the only ones who could see what was breaking.
Because they couldn’t see they were being played at their own game, by people who knew them better than themselves.
That’s the loophole.
And it’s already too late to close it.
Jade Wilson — Synoptic Group CIC (Green Ginger Academy + Cognitiv). Systems Software Engineer. Hull, UK.
Building coordination infrastructure for pattern-recognizers.