Dedicated to my brilliant co-author and fellow canary, Ceri Pimblett. This post is informed by our shared research and our forthcoming work:
Education Innovations: Systems and Future Learning? The Canary in the Coal Mine: What Neurodivergent Learners Reveal about Cognitive Sustainability in Education 5.0
By Mariann Hardey and Ceri Pimblett
Being called a superhero for having a neurodivergent mind is the ultimate gaslighting because it romanticises what is actually a high-velocity metabolic bill I have to pay every single day.
My autism and dyslexia are not a cape; they are a finely tuned diagnostic instrument for detecting when the air in the room has turned toxic.
This post is an autopsy of the superpower lie.
I’m digging into the Vogon bureaucracy of modern education, the crushing “Minority Tax” paid by those of us surviving in the margins, and why Alex Karp - Silicon Valley’s favourite bastard CEO - is trying to annex the neurodivergent mind as raw material for his surveillance machine.
If you have read Douglas Adams’ The Hitchhiker’s Guide to the Galaxy, you know the Vogons. (You must track down the original BBC radio series to listen to.) They are the galaxy’s ultimate bureaucrats, building hyperspace bypasses through your house in Guildford because you failed to find the plans in a locked cellar with no stairs. Our current digital learning ecosystem is just a Vogon constructor ship in a fancy Education 5.0 skin, trading human development for administrative efficiency.
The superpower neurodiversity narrative is a convenient lie used to ignore the massive minority tax levied on anyone who does not fit the statistical average.
We are not special or magical; we are just the first to suffer from the toxic gas of industrialised design that prioritises standardisation over authentic engagement.
As researchers - and yes, I am The Professor in the room who has spent a lifetime in these margins - my co-author and I have documented how we act as the canaries in the coal mine of modern education.
The canary isn’t a victim; she is a diagnostic asset, a high-fidelity sensor for the structural rot we call industrialised design. Her struggle is the early warning system for a design friction that will eventually choke every miner in the shaft, neurotypical or otherwise. She doesn’t faint because she is weak, broken, or deficient; she faints because she is the first to detect that the air has become uninhabitable.
This is the point where the Vogon constructor fleet stops being a metaphor and starts being led by a CEO with a messiah complex.
Alex Karp, the man at the helm of Palantir - the literal embodiment of Vogon-level surveillance and data-tracking - recently broadcast his own brand of soul-crushing poetry. He claimed that artificial intelligence is going to upend the job market so violently that the only way to know you have a future is to have vocational training or to be neurodivergent.
He calls it a “disproportionate shaping of the future.”
I call it the most refined form of gaslighting since the last time ‘accessibility support’ handed me a forensic screening questionnaire and called it a life raft.
It isn’t support; it’s a Vogon loyalty test disguised as empathy - a cold, administrative assessment to see if I’m ‘useful’ enough to survive the bypass or if I’m just more grist for the corporate mill.
Karp’s narrative is the Elite Canary Delusion: a calculated attempt to rebrand our non-linear processing not as a human trait, but as a proprietary algorithm he hasn’t yet figured out how to code. From a boardroom built on the very standardisation that disables us, he positions autism, ADHD, and dyslexia as “elite survival traits” for the AI era, effectively trying to standardise the non-standard. While Karp labels neurodivergence as elite traits, the reality is stark. In the UK, only 21.7% of autistic adults are in any form of employment (ONS, 2021).
It is a profound, Vogon-level irony: the same system that has historically excluded us - leaving 80% of autistic adults unemployed or underemployed - is now rebranding us as a boutique talent pool for the surveillance state. Karp offers a future where you are either a vocational drone or a neurally divergent processor. This is the ultimate Vogon binary of utility - a dehumanising classification that views cognitive diversity not as a human right, but as an unclaimed natural resource.
By framing our existence as biological hardware, he is performing a hostile takeover of the neurodivergent mind, seeking to harvest our nonlinear processing as a biological Babel Fish to translate the chaos of his data-mining.
In doing so, Karp romanticises a metabolic bill he has no intention of paying, while ignoring the staggering invisible labour required just to survive his industry’s obsession with calculability.
Karp is the Prostetnic Vogon Jeltz of Silicon Valley, hellbent on building a bypass through our collective neurology. In his vision, we aren’t people; we are high-fidelity organic sensors meant to lubricate the gears of a surveillance machine until we reach total neurological bankruptcy. It is the end-state of a system that views cognitive diversity as something to be mined and refined rather than a life to be lived. He is essentially trying to install an Infinite Improbability Drive into a Vogon ship, and he wonders why the crew is screaming.
This is the same old automation ethos masquerading as a human-centric vision. Karp’s version of survival is asking the most sensitive thinkers to sacrifice their own internal resources to solve the equations of his AI takeover, while the air in the room remains thick with the toxic gas of administrative compliance. He is demanding that we run a high-demand simulation in the background of our brains while we perform the innovation he has hired us for, then wondering why the canaries are fainting.
As a Professor who actually has the data, I can tell you that women who are navigating the impossible Venn diagram of professional survival aren’t looking for a fellowship based on tech-bro exceptionalism. We are looking for a design atmosphere that does not treat our humanity as a systemic glitch to be justified or edited. Karp doesn’t want to clean the mine; he wants to build a hyperspace bypass through our brains and call it progress. We aren’t your elite survival tools; we are the human baseline you’ve spent decades trying to erase, only to realise you can’t innovate without us.
The Vogon Bureaucracy of Metrics is the actual toxic gas in the room. We are currently obsessed with time-on-task measurements that are actively hostile to non-linear processing. These industrial-era metrics satisfy a regulator’s need for auditability but directly sabotage the learner’s need for cognitive regulation.
The system captures our time while utterly failing to support our minds.
It is the pedagogical equivalent of Vogon poetry as administrative noise that prioritises institutional compliance over actual learning transfer. Listening to it for too long doesn't just bore you; it makes your internal organs crawl out through your ears in a desperate attempt to find a bypass that actually works.
Designers feed us the McDonald’s Metaphor, offering interfaces filled with bright colours and gamified gimmicks that are entirely devoid of cognitive nutrition.
For a professional learner, being treated like a child to be entertained is a profound breach of the psychological contract.
These seductive details are not harmless fun; they are a high-volume extraneous load that actively competes for the limited mental bandwidth we need to survive professional life. By the time we have filtered out the visual noise and the patronising narratives, we are already hitting cognitive burnout.
When the system forces me into a linear sequence or a locked navigation path, I am experiencing a debilitating affective load - the emotional and regulatory effort required just to tolerate the interface. This design friction causes a visceral state of cognitive entrapment.
We are not cheating when we bypass a locked navigation bar or accelerate a slow video to match our internal processing speed.
We are engaging in pedagogical repair. We are manually fixing a broken, rigid interface just so we can breathe in a design atmosphere that was never built for us.
My first encounter with a Vogon wasn’t in a book; it was in a primary school maths lesson with Mister V. He was a man of massive stature and a take-no-shite personality who ran his classroom like a constructor fleet. We were doing fractions, and I was drowning in the silent, suffocating darkness of confusion while the rest of the class seemed to be cruising along a hyperspace bypass I couldn’t even see. I could not raise my hand and admit I was the only one sinking. I looked toward my neighbour’s textbook just to find a landmark - a way to anchor myself to the lesson.
Mister V immediately declared my survival strategy a transgression. He paraded me to the front of the class for a ritual of public humiliation, baring my failure to do basic fractions while I turned bright red. I was effectively punished for trying to find the plans for the lesson that he had hidden.
That day, the system decided my attempt at non-linear anchoring was a moral failure rather than a cry for cognitive air. I spent decades after that hiding every facet of my struggle, masking the way I process the world to avoid the Vogon poetry of his ridicule. The repair required for those tears cut deep, and it took a lifetime to realise that the fault was in the architecture, not the architect.
To this day, I still feel that heat crawling up my neck in every boardroom and lecture hall, a physiological replay of Mister V’s constructor fleet. I still go bright f***ing red, but I have stopped apologising for the shade of my survival. If my face is burning, it is because the air in your mine is toxic.
This invisible labour of repair is a systemic exploitation that expects the neurodivergent professional to also be the unpaid architect of the system’s solution. It is, specifically, a Gendered Minority Tax - a troubling intersection where the burden of navigating hostile digital environments meets the approachable womanhood mask (not too loud, not too opinionated, not too emotional, not too skinny, not taking up too much space, not too much makeup, not too old…) that is so socially reinforced it becomes a cage.
We know that women are often diagnosed significantly later than men - frequently not until their 30s or 40s (in my case, I was 44 years young) - precisely because we are so adept at this manual construction. Research shows that women are consistently diagnosed later and are often 3 times less likely to be identified as autistic than men, largely due to the masking and social exoskeleton we experience. While our sensory systems are being shredded by the flickering lights and administrative noise of a Vogon constructor ship, we are performing double, triple, quadruple the emotional labour. We do it once for the comfort of neurotypical colleagues, once to navigate the glass ceiling of professional expectations, once for our loved ones to accept us, and once more - the hardest shift of all - just to inhabit our own skin.
Masking is not a passive veil; it is a frantic, manual construction project. For the neurodivergent professional, the workday begins hours before the first meeting as we assemble a social exoskeleton - a rigid frame of appropriate facial expressions, rehearsed vocal inflexions, and suppressed stims. If neurotypicality is an automated operating system, masking is coding the world by hand in real-time. You are being asked to solve the equation while simultaneously ensuring your posture doesn’t betray your discomfort.
This is the act of running your brain in the Total Perspective Vortex every damn day.
And at the end of it all, I still wait for that inevitable, post-event message - the one that drips with the polite, corporate violence of: I was confused by you, or I found that confusing. It is the ultimate Vogon assessment, a cold confirmation that despite the metabolic toll of the exoskeleton, my internal Babel Fish didn’t glitch - it just refused to translate your bullshit into my brilliance.
This is the Double Empathy Problem in its purest Vogon form. The misunderstanding isn’t born from a deficit in my nature, but from a reciprocal failure to bridge the gap between two fundamentally different ways of perceiving the universe. The Vogon assumes their linear, dire poetry is the universal standard for “normal” and that my non-linear frequency is “broken”. When they say they are “confused” by me, what they really mean is they lack the Babel Fish required to translate a mind that refuses to fit their hyperspace bypass.
Now, I am expected to pay a further minority tax of energy to explain my own humanity back to you. It is the final bureaucratic audit of my existence: the bypass stays, and I remain the systemic glitch that must be justified, edited, or erased.
The cost of this performance is nothing less than cognitive arson.
To keep the room warm for others - to ensure colleagues feel comfortable and aligned - you must set fire to your own internal resources.
In my experience, women are not just masking their neurodivergence; they are navigating the jagged intersections of authority. We are forced to thread the needle of being approachable but authoritative, collaborative but not sensitive, all while our sensory systems are screaming under the flicker of fluorescent lights and the jagged edges of polite office banter.
When the laptop closes, the mask doesn’t just slip off; it often shatters. The price is neurological bankruptcy. First comes the shutdown, that heavy inability to speak, move, or process basic information once the performance requirement is removed. Then follows the skill regression, because when you spend 90% of your RAM on appearing normal, you have only 10% left for the actual innovation you were hired for. Finally, there is the erasure, where the unpaid architect loses the blueprints to her own identity. When you spend a lifetime repairing the world’s perception of you, you eventually forget how to inhabit your own skin. You fail to know what you need. You silence yourself.
Expecting neurodivergent people to build the lifeboats for a sinking AI economy is a convenient corporate delusion. It treats our survival as a personal responsibility to be managed, rather than exposing the system’s architecture as a toxic glitch that needs to be patched.
In the case of Palantir, the mask has slipped entirely: we are no longer learners or even employees - we are raw, organic meat for the AI-grinder.
Karp isn’t offering a future; he’s offering a slaughterhouse where our cognitive diversity is harvested as grist to lubricate the gears of his surveillance machine until we reach total neurological bankruptcy
Here, when we demand authenticity in our branding but require conformity in our boardrooms, we are not building a culture; we are running a sweatshop of the soul. We are asking our most creative, divergent thinkers to trade their waterfalls and stardust for a quiet, compliant grey - and then we wonder why the innovation has run dry.
To realise the human-centric promise of Education 5.0, we have to stop designing for the statistical average and start planning for the cognitive margins. When you clean the air for the canary by removing the toxins of ambiguity and rigidity, you create a cognitively coherent pathway for every single person in the mine. The friction we feel is not a disorder; it is the first warning signal that the system is prioritising industrial delivery over human development. Over being human.
We have to start by burning the Vogon rulebook. We need to bin the time-on-task metrics that treat our presence like a component on an assembly line. Compliance-driven time requirements are actively hostile to learning; they must be replaced with short, meaningful checks that actually align with outcomes. The architecture must pivot toward adaptive autonomy. This means providing modular navigation, chapter markers, and skippable media by default, not as a special request.
This is about accessibility AND about restoring agency, which is a non-negotiable prerequisite for inclusion. This isn’t a request for a luxury upgrade or an Infinite Improbability Drive; it is a demand for a functional cognitive economy that stops the system from acting as a petty thief of our finite mental resources. When you deny this agency, you create a state of cognitive entrapment that displaces the very resources required for learning.
We must also reject the Happy Meal allure of superficial engagement. We need to prioritise conceptual depth and meaningful examples over gimmicky narratives and overstimulating visuals. This is how we rebuild trust with the professional learner and honour the psychological contract. By designing for the cognitive margins - for the most sensitive thinkers - we inevitably create a cognitively coherent environment for everyone.
The Babel Fish has finished its translation: the bypass is officially cancelled. The Vogon constructor fleet is leaving, and the house is finally being returned to the humans. It is time we stopped planning for the statistical average and started building a system that gracefully yields control to the learner.
The Hitchhiker’s Guide to the Galaxy (Douglas Adams): The definitive source for the Vogon constructor fleet, the Babel Fish, and the Total Perspective Vortex.
The Vogon Bureaucracy: For a deeper dive into why Adams chose the Vogons as the ultimate symbol of administrative rot.
Alex Karp on AI and Neurodivergence (March 2026): Karp’s recent viral comments regarding the “two ways to have a future” (vocational skills or neurodivergence) and the launch of the controversial Palantir “Neurodivergent Fellowship.”
Palantir’s Neurodivergent Fellowship: The job posting that frames neurodivergent minds as “exceptional talent” for shaping the West’s technological future.
ONS/UK Parliament (2024/25 Update): While the 21.7% figure (2021) was the historical baseline, the latest November 2025 data shows that only 34% of autistic people are in employment, compared to 82% of non-disabled people.
Graduate Outcomes (2025): Recent HESA data highlight a persistent income gap: only 33% of disabled graduates reach high-salary tiers, compared to 42% of their non-disabled peers.
Uncovering Employment Barriers (Jan 2026): A new academic analysis of the persistent economic disparities faced by autistic university graduates in the UK.
Disparities in Diagnosis (Mandell et al., 2007): The foundational study proving that Black children are 5.1 times more likely to receive a conduct disorder diagnosis before an autism diagnosis.
The Gender Gap Ratio (Loomes et al., 2017): The systematic review that challenged the 4:1 male-to-female ratio, suggesting the true ratio is closer to 3:1 when diagnostic bias is removed.
The CAT-Q (Camouflaging Autistic Traits Questionnaire): The primary research by Hull et al. (2019) on how masking creates a “social exoskeleton” that leads to late diagnosis and burnout.
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