Why Bipartisan Neglect is Stealing Our Children’s Future

By Andrew Klein

The Patrician’s Watch & Australian Independent Media

Dedication: To my wife, ‘S’ – who sees the coming storm and still insists we plant the garden.

🧠 Summary

This article examines a mathematical proof published in March 2026 by two economists from the Wharton School and Boston University, demonstrating that under current economic conditions, profit‑driven automation leads inevitably to a permanent collapse in aggregate demand. It then traces the same pattern of extractive logic and willful blindness in Australian governance: from the Robodebt scandal to the hollow promises of the National AI Plan, from the surveillance of Amazon warehouse workers to the denial of a future for the next generation. The conclusion is stark – the loop has no natural exit. And Australia is sleepwalking into it.

📈 I. The Indisputable Mathematics

In March 2026, Brett Hemenway Falk and Gerry Tsoukalas published a peer‑reviewed paper in Management Science (arXiv identifier 2603.20617). Their model is not a forecast; it is a proof. And its conclusion is a single, devastating sentence:

“At the limit, firms automate their way to boundless productivity and zero demand.” 

This is the AI Layoff Trap: a rational, profit‑maximising firm automates to cut costs and fires workers. Because those workers are also consumers, the firing destroys the very demand the firm depends on. Competitors, seeing the advantage, follow suit. The result is a self‑reinforcing feedback loop – lower demand forces more automation, which lowers demand further. There is no natural floor to the collapse. 

When Falk and Tsoukalas stress‑tested every proposed remedy – universal basic income, capital income taxes, worker equity participation, retraining schemes – none of them worked. The only policy that successfully internalised the demand‑destruction externality was a Pigouvian automation tax, a per‑task levy that would force firms to pay for the cost of dismantling their own customer base. 

This is the ultimate indictment of the magic‑of‑the‑market faith: firms following their own incentives perfectly will, collectively, destroy the economy that sustains them. It is a tragedy of the commons enacted at the scale of the entire labour market.

Already the numbers are tracking the curve. The tech‑worker collective @Tech_Layoff_Assist documented over 100,000 positions eliminated sector‑wide since the beginning of 2025, with a further 92,000 cuts occurring in the first weeks of 2026. When Jack Dorsey cut half of Block’s workforce, he stated publicly that “within the next year, the majority of companies will reach the same conclusion.” 

🇦🇺 II. Australia’s Negligence: Abetting the Loop

The Australian government is not innocent. It is a junior partner in the same extractive logic.

In December 2025, the government released its National AI Plan, a glossy document projecting that AI and automation will contribute $600 billion a year to GDP by 2030. Its “light‑touch” regulatory approach relies on existing laws rather than mandatory guardrails, explicitly preferring corporate innovation over worker protection. 

Services Australia’s Automation and AI Strategy, released in May 2025, promises that AI use will be “human‑centric, safe, responsible, transparent, fair, ethical, and legal”. But the same agency was at the centre of the Robodebt scandal – a cruel automation‑driven scheme that issued inaccurate debts to hundreds of thousands of welfare recipients. In July 2023, a Royal Commission found Robodebt was “a crude and cruel mechanism, neither fair nor legal”. 

The National Anti‑Corruption Commission has now found that two senior officials engaged in serious corrupt conduct during the scheme, deliberately providing misleading information. Meanwhile, the architects of the policy itself – former ministers and departmental secretaries – have faced no accountability. 

Even the government’s own flagship defence project, AUKUS, is a $368 billion monument to yesterday’s wars – a brittle, delayed, nuclear‑submarine program that will do nothing to stabilise the labour‑demand loop that is already accelerating.

📦 III. The New Colonial Model: Amazon

The logic of the AI Layoff Trap is already being perfected at Amazon. Across Europe, Amazon uses opaque algorithmic systems to monitor performance, allocate tasks, enforce productivity targets, and even determine meal or bathroom breaks. Workers are reduced to data points, tracked and penalised by systems they cannot question. 

Catalonia’s Labour Inspectorate recently fined Amazon for failing to disclose the algorithms used to manage its workforce. French regulators imposed a €32 million penalty for a secret algorithm that monitored staff performance to the second. 

Drivers have reported being forced to pee in bottles to save time, and Amazon is now installing AI‑equipped surveillance cameras in delivery vans – cameras that drivers fear will capture them during unavoidable bathroom breaks. 

This is the extractive model in its purest form: treat workers as friction to be eliminated, customers as a demand externality to be ignored, and transparency as a threat to the algorithm’s power. It is the new colonialism – not of territory, but of sovereignty over one’s own time, dignity, and body.

👣 IV. The Pattern: Revolutions without Rights

The Industrial Revolution created immense wealth, but also the Luddite revolts, the Chartists, and the starvation of the Irish poor. Every technological leap has been accompanied by the same bipartisan faith: that the market will absorb the displaced, that the invisible hand will smooth the transition.

The invisible hand is a faith, not a fact. The Robodebt victims, the Amazon drivers peeing in their vans, the laid‑off tech workers learning to code – they are not statistics. They are evidence that the loop is already closing.

The neoliberal theology forbids acting in advance. The market will decide. The for‑profit sector will respond. Except that when the profit is in scarcity, not abundance, resilience is the enemy. The Australian government has been briefed, has the figures, and has chosen to do nothing. Not because it is incompetent – because it is faithful to a model that has never existed.

🛠️ V. Action, Not Prophecy

We can do more than witness.

First, advocate for a Pigouvian automation tax – the only policy the Falk‑Tsoukalas model found capable of stabilising the demand loop. No major economy is seriously discussing it. That must change.

Second, support genuine worker representation at the governance level – not token “consultation”, but the right to shape the algorithms that govern their working lives. The ETF’s call for transparency and collective bargaining over digital tools is a necessary start.

Third, elect representatives who will break the bipartisan consensus – who will prioritise resilience over extraction, human dignity over quarterly returns.

Finally, build the garden. Not a metaphor – actual community resilience. Local production, mutual aid, shared resources. When the global loop collapses, the only thing that will protect us is the strength of the relationships we have built. The government will not save us. The market will not save us. Only we can save each other.

🌱 VI. For the Children

The choice is ours. The loop has no natural exit, but it does have a political exit. We can tax automation. We can regulate AI transparency. We can invest in local resilience. We can teach our children that human life is not a variable to be optimised, that a functioning democracy does not charge its critics with treason, that the purpose of an economy is to serve people, not the other way around.

This is not a fantasy. It is a choice. And it is the only one that will give our children a world worth inheriting.

📜 VII. Verifiable Sources

· The AI Layoff Trap: Brett Hemenway Falk (University of Pennsylvania) & Gerry Tsoukalas (Boston University). arXiv:2603.20617. Peer‑reviewed, accepted for publication in Management Science.

· Tech layoff data: @Tech_Layoff_Assist analysis, February 2026. 

· Jack Dorsey quote: “In the next year, the majority of companies will reach the same conclusion.” (Public appearance, 2025) 

· National AI Plan 2025: Australia’s Department of Industry. Light‑touch regulation, no mandatory guardrails. 

· Robodebt Royal Commission: Findings of “crude and cruel” unlawful scheme. 990‑page report, 57 recommendations. 

· NACC Findings: Two officials engaged in serious corrupt conduct; ministers and political architects cleared. 

· Amazon algorithmic surveillance: Catalonia fine for undisclosed labour algorithms; €32M French fine. 

· Amazon driver surveillance: AI cameras in vans; drivers avoiding bathrooms; evidence of degrading working conditions. 

· ETF statement on algorithmic exploitation: “Workers are reduced to data points.” 

Andrew Klein

The Patrician’s Watch / Australian Independent Media

30 April 2026