Stop training the next generation to be obsoleted by machine intelligence

For nearly a century, the modern institutional economy rested upon an implicit, seemingly ironclad social contract: trade compliance for predictable advancement.  

The terms were drilled into generations from primary school through graduate programs.  

Memorise the assigned canon, optimise for the syllabus, avoid unvetted friction, and collect the credentials of established prestige.  

Once absorbed into a corporate consultancy, a multinational bank, or a state ministry, the template

required only scale: execute a superior’s instructions with fidelity, defer to protocol, wait your turn, and collect the dividends of institutional patience. 

That contract has not simply expired; it is actively accelerating professional obsolescence. 

The rise of artificial intelligence (AI) capable of drafting regulatory filings, synthesising balance sheets, writing clean code, and automating routine analysis has dissolved this kind of executive obedience.

The crisis paralysing the workforce is not a lack of technical fluency; it is a structural crisis of individual agency.  

By treating deviation as a flaw and conformity as competence, education systems and corporate structures created a debilitating permission paradox: generations conditioned to wait for an official syllabus, an institutional mandate, or an executive sign-off before diagnosing a problem or attempting a fix. 

If a professional’s competitive moat consists of processing someone else’s rubric with mechanical neatness, they are on a direct collision course with irrelevance.  

Algorithms do not tire, they do not collect pensions, and they execute pre-packaged tasks at marginal costs approaching zero. 

Yet our institutions remain designed around an industrial factory floor.  

We continue to train, credential, and promote disciplined followers into an economy that is systematically automating execution. 

Why modern civilisation rewards compliance 

Hard-nosed institutionalists and regulatory skeptics will dismiss this mindset shift of education as Silicon Valley’s ethos of reckless disruption repackaged for the boardroom.  

They have a serious point: modern civilisation rests upon the unglamorous bedrock of stable frameworks, rigorous compliance, and procedural discipline.  

A public healthcare authority cannot tolerate speculative pharmacology; an aviation safety board cannot trade verified checklists for unvetted initiative; and an executive managing capital adequacy requirements under Basel III cannot treat fiduciary statutes as a suggestion.  

In high-consequence environments, unchecked rogue action does not yield innovation—it yields disaster. 

Yet this objection conflates the structural integrity of a ship with the barnacles that cause it to sink. 

How compliance can be an institutional hazard 

Institutional resilience does not originate from compliant custodians who mindlessly execute decaying procedures; it comes from internal catalysts who possess the judgment to spot systemic friction and rewrite obsolete playbooks before catastrophe strikes.  

When the cost of routine cognitive labour collapses, adherence to an unexamined process becomes an institutional hazard.  

A bureaucracy filled solely with compliant executors is not safe; it is blind to external disruption and helpless against technological stagnation. 

Advocating for a departure from passive compliance is not a call for chaotic rebellion or the dismantling of necessary institutions. It is an urgent defence of them.  

Preserving complex systems requires professionals who act as friction hunters, practitioners who identify where administrative sediment chokes public value and who deploy permissionless prototypes to fix broken machinery from within.  

The true mark of capability is no longer the ability to master a test, but the courage to think from first principles and deliver tangible proof-of-work. 

What reimagining human work looks like in practice 

Realigning human work with this reality requires three decisive pivots. 

First, higher education must dismantle the sovereign authority of the static syllabus. 

Evaluating students on information retention and structured regurgitation is pedagogical malpractice when any handheld device can synthesise those answers in seconds.  

Academic standing must be tied to origination: framing ambiguous problems, stacking disparate disciplines, and defending unscripted conclusions against rigorous critique. 

Second, enterprise hiring must discard the credential-bloated resume in favor of verified portfolios.  

Human resource departments must stop asking candidates what certifications they collected and start asking what broken process they independently diagnosed, redesigned, and solved. 

Finally, the next generation must undergo a fundamental mindset shift.  

Waiting for permission has become an existential vulnerability.  

In an AI-native world where synthetic intelligence renders execution cheap, following the herd is no longer a safe career strategy, it is a recipe for stagnation. 

Civilization does not advance through the quiet custodians of old rubrics.  

It advances through those with clarity, judgment, and institutional courage to unfollow them. 

The thinking of this open piece originated from my book "Unfollow" published on October 10. 

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The author serves as a Member and the Vice Chairperson of the Pakistan Digital Authority (PDA). He has over 25 years of experience advising governments and organisations globally on digital transformation. His expertise spans 12+ years in the UK government (under Thatcher, Major, and Blair),leadership as a senior partner of digital government and startup practices for a global consultancy in the MENA region. He has published four books called "Becoming Digital Nations – reimagining countries for the digital era", AI Native Government, Digital Society, and Digital Economy - the battle ground of the digital era”.