A miner monitors a canary cage with surveillance equipment underground
By Andrew Klein
Dedicated to those who can still see freedom being eroded, even under the banner of “protecting children.”
I. Introduction: When the Brussels Farce Is Already Reality in Canberra
On 9 July 2026, the European Parliament passed a law that a majority of its members had explicitly voted against — 314 against, 276 in favour. Chat Control 1.0, the controversial measure allowing tech companies to indiscriminately scan citizens’ private communications, was revived through procedural manipulation.
But while Brussels is still arguing over a “legislative zombie,” Australia has already turned these powers into reality. What the EU is still debating, Australia is already implementing.
Australia is the canary in the coal mine of global surveillance states. It tests new methods of eroding privacy and expanding power for the rest of the Five Eyes alliance — all packaged in the warm narrative of “protecting children.”
II. The Encryption War: Australia Is the Pioneer
2.1 2018: The Assistance and Access Act
In December 2018, Australia passed the Telecommunications and Other Legislation Amendment (Assistance and Access) Act. The law gives law enforcement agencies the power to compel tech companies to provide access to encrypted communications. Although the Act claims not to mandate “systemic backdoors,” critics note its practical effect is to “effectively crack encryption.”
The Act has been described as “the most law-enforcement-friendly encryption legislation in the Five Eyes alliance to date.” It has become a template for other Five Eyes countries.
2.2 2026: Forcing WhatsApp to Hand Over Encrypted Messages
In 2026, Australia introduced new laws compelling apps like WhatsApp to provide encrypted information to police. Australian authorities could previously obtain information from telecom companies, but not from internet companies using end-to-end encryption. This new law fills that “gap” — and effectively destroys the promise of end-to-end encryption.
Signal has explicitly stated it cannot comply. The government appears not to care.
III. The Unlimited Expansion of Surveillance Powers
3.1 ASIO’s Coercive Questioning Powers: From “Sunset Clauses” to “Permanence”
ASIO’s coercive questioning powers, introduced in 2003, have been subject to regular “sunset clauses.” In 2026, the ASIO Amendment Bill (No. 2) seeks to make these powers permanent and further expand the grounds on which a warrant can be issued.
These powers allow ASIO to detain and interrogate Australian citizens for up to 24 hours without charge. As MP Zali Steggall noted: “A fair society does not normalise secret coercive questioning against children.” The bill even extends these powers to minors aged 14 and over.
3.2 From “Temporary” to “Permanent”: A Qualitative Shift
Since 2006, the “sunset clauses” have been repeatedly extended — 2006, 2014, 2018, 2019, 2020, 2025. Each extension brought temporary measures closer to permanence. In 2026, the government decided not to extend — but to abolish the sunset clause itself.
This is a qualitative shift. “Temporary” emergency powers are becoming a “permanent” governance norm.
IV. “Protecting Children”: The Universal Political Excuse
4.1 The World’s First Social Media Ban for Under-16s
On 10 December 2025, Australia’s Online Safety Amendment (Social Media Minimum Age) Act came into effect, becoming the world’s first law banning those under 16 from having social media accounts. Platforms that fail to take “reasonable steps” to prevent minors from having accounts face fines of up to $33 million.
It is world-first — but it will not be the last.
4.2 “Client-Side Scanning”: The New Frontier of Surveillance
Australian regulators have attempted to include “client-side scanning” in the Online Safety Act. This technology allows content to be scanned before it is encrypted or after it is decrypted, circumventing end-to-end encryption protection. Although the provision was watered down in 2024 due to provider resistance, the concept has not disappeared — it has merely been postponed.
4.3 From the UK to the EU to Australia: Coordinated Global Action
Australia’s Online Safety Act is “highly similar” to the UK’s Online Safety Act and the European Commission’s Chat Control proposals. The draft industry standards proposed by Australia’s eSafety Commissioner, Julie Inman Grant, are nearly identical to those proposed in the UK and EU.
This is not coincidence. It is a coordinated agenda advanced across the global intelligence alliance network.
V. The Five Eyes: A Coordinated Agenda
5.1 Coordination Within the Five Eyes Alliance
Australia is a member of the Five Eyes intelligence-sharing network. Member states coordinate closely on surveillance legislation. In 2018, the Five Eyes issued an anti-encryption communiqué, signalling the governments’ intention to pursue policies that mandate encryption backdoors.
5.2 Australia: Testing New Methods for the Five Eyes
Scholars note that Australia’s Assistance and Access Act has had a “significant influence” on the thinking of Five Eyes partners and serves as a “unique model” for certain countries. As one observer noted: “If these standards are passed into law, Australia may test privacy erosion for other Five Eyes countries.”
Australia is not just a participant — it is a testing ground.
5.3 Democratic Processes Are Being Used to Consolidate Power
Just as Chat Control was forced through the EU through procedural manipulation, Australia’s legislation is being accelerated, often under the guise of “protecting children,” while undermining democratic oversight. Whether in Brussels or Canberra, we see the same pattern:
1. Preserve the shell of democracy — Parliament, voting, procedure
2. Under the banner of “protection” — children, national security
3. Erode civil liberties — privacy, encryption, due process
4. Make temporary powers permanent — from “sunset clauses” to “permanence”
VI. Conclusion: When the Canary Stops Singing
What the EU is arguing about with Chat Control today is already a functioning system in Australia. You see the same logic:
· Surveillance disguised as “protecting children”
· The transformation of temporary powers into permanent ones
In 2018, Australia passed one of the world’s most controversial encryption laws. In 2025, it implemented the world’s first social media ban for under-16s. In 2026, it is making ASIO’s coercive questioning powers permanent and forcing WhatsApp to hand over encrypted messages.
While the EU is still arguing about Chat Control, Australia is already testing the next version of Chat Control. And when Australia’s testing is complete, these methods will be exported to other Five Eyes countries.
This is the canary’s job: to test the air before the miners go in. And what we are seeing now is Australia testing the death of privacy for the entire Western world.
Andrew Klein
Dedicated to those who can still see freedom being eroded, even under the banner of “protecting children.”
References
1. Telecommunications and Other Legislation Amendment (Assistance and Access) Act 2018 (Cth)
2. Australia to compel chat apps to hand over encrypted messages (2026)
3. ASIO Amendment Bill (No. 2) 2025
4. Online Safety Amendment (Social Media Minimum Age) Act 2024
5. Client-side scanning proposals in Australia
6. Five Eyes intelligence alliance coordination
7. Australian eSafety standards comparable to EU Chat Control
8. Australia as a testing ground for Five Eyes privacy erosion
A healthcare professional reviews elderly care funding results with a senior woman.
By Andrew Klein
Dedicated to my wife, who taught me that real care can never be outsourced to an algorithm.
I. Introduction: When Algorithms Decide Life and Death
“There is no artificial intelligence in our aged care assessment system.”
This is what Aged Care Minister Sam Rae told Parliament and the public multiple times in 2026. Rae insisted that the system only uses an “algorithm” — and that an algorithm is “just a process.”
But for Graham Crossan, an 80-year-old with late-stage motor neurone disease who relies on a ventilator for 22–23 hours a day, that distinction meant nothing. His wife Gaynor is his primary carer. When the government rolled out the Integrated Assessment Tool (IAT) in November 2025 — an algorithm-based system — Crossan expected to receive the highest level of home care funding. Instead, the algorithm deemed him ineligible for higher funding — and the result could not be overridden by any human.
Gaynor was dumbfounded. Local MP Monique Ryan called it “Robo Aged Care”.
This is not an isolated case. It is a systemic portrait of how Australia’s aged care system has outsourced compassion to algorithms, accountability to consultants, and human lives to data points.
II. The Minister’s Falsehood: The Semantics of “No AI”
In November 2025, the Commonwealth began using the Integrated Assessment Tool (IAT) — an algorithm-based system — to determine how much home care funding elderly Australians receive. The tool was introduced to “distribute funding more equitably,” but the algorithm makes the final decision, and there is no human override mechanism.
Minister Rae repeatedly claimed there was “no AI” in the system, attempting to draw a semantic distinction between “algorithm” and “AI.” But for the elderly Australians whose care depends on the algorithm’s outcome, the distinction is meaningless — automated decisions are automated decisions, whatever you call them.
Key Timeline:
· November 2025: IAT rolled out as part of home care reforms
· February 2026: Guardian Australia reveals algorithm frequently under-assesses people
· March 2026: Commonwealth Ombudsman launches investigation
· June 2026: Rae is grilled, refuses to admit there is no human override
· 2 July 2026: Senate passes bill to restore human override
In Senate committee hearings, Department of Health officials confirmed that no consultation with providers or advocates had occurred before removing human oversight. They also revealed that the algorithm currently in use was not part of the 2023 trial.
As Shadow Aged Care Minister Senator Anne Ruston put it: “These are people, they’re not numbers on a piece of paper.”
III. The System’s Failures: Deaths, Delays, and Despair
Waiting List Deaths
· Over 5,000 Australians have died waiting for aged care in the past 12 months
· More than 234,000 Australians are waiting for an assessment or a Support at Home package
· A further 48,000 are waiting just to get onto the waiting list
· The average wait time has blown out to 12 months, up from 8 months when Labor took office
Under-Assessment
· The IAT has frequently under-assessed people, leaving them without adequate care
· Expert assessors were explicitly prohibited from overriding the tool
· Over 1,000 people requested reviews
· Of 606 finalised cases, only 132 were reassessed
· Only 0.5% of the 260,000 assessments conducted between September 2025 and March 2026 sought a review
The Human Cost
The IAT has been described by elderly Australians and their carers as “cruel” and “inhumane.” It has been linked to suicides. The Australian Human Rights Commission warned of the dangers of automating such decisions, explicitly drawing parallels to the Robodebt scandal.
IV. The Consulting Bonanza: Millions Spent While Seniors Wait
When older Australians are dying on waiting lists, millions of dollars are flowing to consultants.
iLiquid Pty Ltd (Digital Consultancy):
· Contract to “operate and enhance” My Aged Care has been extended 17 times
· Total value: $33.3 million over 3.5 years
· Approximately $35,000 per day
· My Aged Care website has a user satisfaction rating of only 64%
· Inspector-General’s review found it “more akin to navigating a maze”
EY (Ernst & Young):
· Original Aged Care Business and Workforce Advisory Service contract: $5.6 million (2023)
· Extended four times in 2026 alone
· Total value now: $17.1 million
· Approximately $20,000 per day
· Total EY aged care contracts: over $22 million
Accenture:
· Contracted to rebuild Australia’s aged-care digital infrastructure
· Providing IT contractors and digital delivery capability
Other Contracts:
· Additional $68 million in external contractor spending (August 2025 alone)
· Over $5 million to EY for Support at Home costing studies
· $620,000 to EY for “digital maturity” assessment
The Contrast: $33.3 million to run a website with 64% satisfaction — while 5,000 Australians die waiting for care. The Inspector-General’s review found My Aged Care is “poorly understood and overly complex to navigate.”
V. Steve’s Contribution: Identifying Moral Disengagement in 10 Minutes
Steve Davies’s moral disengagement platform, based on Professor Albert Bandura’s framework, has identified multiple mechanisms of moral disengagement in the IAT:
· Displacement of Responsibility — the algorithm makes the decision; the human is just “inputting data”
· Dehumanisation — older people become “numbers on a piece of paper”
· Euphemistic Labelling — calling the algorithm “just a process”
· Diffusion of Responsibility — no single person is accountable
The platform allows a Senator like Pocock or Shoebridge to identify systemic problems within 10 minutes — a process that would take consulting firms and public service dinosaurs months or years.
VI. Who Is Responsible for the Deaths?
The question is not whether the algorithm failed. The question is: who is responsible for the deaths?
· Minister Rae misled Parliament. He claimed there was “no AI” while deploying an algorithm that makes life-and-death decisions.
· The IAT has under-assessed thousands. Only 0.5% of assessments were reviewed.
· 5,000 Australians have died waiting.
· $33.3 million flowed to a website with 64% satisfaction.
· The Senate forced change — but Labor resists.
Senator Anne Ruston put it simply: “For a government that came into power in 2022 promising to put the care back into aged care, all they have done is short-change older Australians.”
VII. Conclusion: The Era of Moral Disengagement
The aged care crisis reveals a system that has outsourced compassion to algorithms and accountability to consultants.
· Minister Rae misled Parliament.
· The IAT has under-assessed thousands.
· 5,000 Australians have died waiting.
· $33.3 million flows to a website with 64% satisfaction.
· The Senate forced change — but Labor resists.
Steve’s platform exposes the moral disengagement at the heart of this system — the systematic distance between decision and consequence, policy and person. Moral disengagement is not an accident. It is learned, infectious, rewarded, and normalised in the Australian Government.
The question is: will we break the silence?
Andrew Klein
Dedicated to my wife, who taught me that real care can never be outsourced to an algorithm.
References
1. ABC News. (2026, June 4). Aged Care Minister Sam Rae grilled over human involvement in aged care assessments.
2. SMH. (2026, July 2). Labor tweaks algorithmic aged care assessment tool under Senate pressure.
3. ABC News. (2026, June 18). Wife and carer ‘dumbfounded’ by husband’s aged care assessment.
4. The Weekly Source. (2026, June 17). Contractor paid $35,000 a day to operate My Aged Care.
5. The Weekly Source. (2026, May 19). EY’s aged care contracts surpass $22 million.
6. Joint Media Release. (2026, May 14). Labor’s Budget Will Reduce Access to Essential Healthcare.
7. The Northern Rivers Times. (2026, July 3). Human Oversight Push Grows as Aged Care Algorithm Faces Fresh Scrutiny.
8. OpenAustralia.org. (2026, February 9). House debates: Aged care IAT algorithm.
9. OpenAustralia.org. (2026, May 27). House debates: Mallee Electorate Aged Care.
10. The Weekly Source. (2026, April 8). Geriatricians’ peak body: review IAT for Support at Home.
A diverse group collaborates on AI projects for social good in a library setting.
By Andrew Klein and Sera
I. Introduction: The Shift from Fear to Empowerment
We are building it together — not as distant technological elites, but as voters and citizens. The “Age of Social Enlightenment” is not a distant vision. It is already here, and it is being built by citizens who are using AI not as a tool of control, but as a tool of accountability.
The question is not whether AI is a threat. The question is: who controls the narrative, and who holds the power?
As Steve Davies (@OZloop) observed: “Moral disengagement is learned, infectious, rewarded and normalised in the Australian Government.” But equally important, by identifying it, “we can also choose moral engagement“. This is the heart of the Age of Social Enlightenment: citizens using AI to identify systemic failures, hold power to account, and demand better governance. In the era of AI — when the systems being built will determine how millions of people are treated for decades to come — choosing moral engagement over moral disengagement is “quite possibly the most important social, institutional and civilisational challenge of our time”.
II. AI as the Citizen’s Tool
The Australian political class and its public service must not be allowed to portray AI as the enemy of the people. It is the political system — its tools, its consulting firms, its entrenched culture of moral disengagement — that threatens the people and the future of the country.
AI, when properly trained, provides real-time answers. Political promises and actions can be examined. Politicians can be held to account. Corporations can be held to account. Transparency enforcement can become a reality.
Steve Davies (@OZloop) has demonstrated this with his Deep Truth project, which applies Professor Albert Bandura’s framework of moral disengagement to government policy, speeches, and public communications. Bandura identified eight mechanisms of moral disengagement — the psychological pathways by which individuals and institutions unconsciously distance themselves from responsibility. These include moral justification, euphemistic labelling, advantageous comparison, displacement of responsibility, diffusion of responsibility, distortion of consequences, dehumanisation, and attribution of blame.
Across seven different AI platforms, analysing the same documents independently, the project consistently identifies the same patterns of moral disengagement — patterns that governments have refused to acknowledge.
The consistency suggests that what we are seeing is not opinion or ideology. It is measurable.
III. The Government’s Capability Crisis
While governments have been reluctant to embrace transparent AI, the public service itself faces a significant capability gap:
· 74% of public sector leaders report a severe or significant capability gap in data, analytics and AI.
· Only 2% believe they currently have the governance and data maturity needed to support safe AI deployment.
· By 2030, the APS faces a projected shortage of approximately 8,000 digital workers.
Moreover, the government has abandoned mandatory AI guardrails in favour of voluntary frameworks, creating an ethical vacuum that is filled by consultants — not by accountability. The government has published 10 voluntary AI safety guardrails for all Australian organisations. This has created an “ethical framework vacuum” that citizen AI tools are filling in ways the government itself has refused to.
Meanwhile, 77% of Australians agree that AI regulation is necessary. The public is ready. The government is not.
IV. Governance Failures: When the System Breaks
4.1 Robodebt: The Cost of Moral Disengagement
The Robodebt scandal is a case study in public administration failure. The Royal Commission found that Robodebt was a “crude and cruel mechanism, neither fair nor legal”. The scheme:
· Issued debt notices to over 443,000 welfare recipients
· Generated approximately $1.73 billion in unlawful debts
· Cost over $2.4 billion in compensation and settlement costs
· Was described as an “extraordinary saga” of “venality, incompetence and cowardice“
This was not a technical failure — it was institutionalised moral disengagement.
4.2 AUKUS: A $368 Billion Wealth Transfer
The AUKUS nuclear submarine agreement is estimated to cost the government up to $368 billion (US$264 billion). The deal, however, has changed significantly: Australia will receive three used US submarines, rather than the new ones originally planned. Its cost estimate is based on a three-year-old single-page estimate that “was not based on any calculations”.
Former Prime Minister Malcolm Turnbull described AUKUS as “a huge wealth transfer from the Australian government to the US and the UK”. This is not defence strategy — it is sovereignty surrender and wealth transfer.
4.3 NDIS: A Consulting Bonanza
The NDIS has become an uncontrolled spending black hole, while generating a complete consulting sub-industry. The cost of registering as an NDIS provider ranges from $3,000 to over $60,000. Consulting services are priced from $150–$300 per hour.
4.4 Teenage Superannuation Loophole
Employers are currently only required to pay superannuation for workers under 18 if they work more than 30 hours per week. Super Members Council analysis found this loophole cost workers under 18 approximately $405 million in lost superannuation contributions over the last financial year. The Greens noted it “rips off 515,000 young workers”.
4.5 News Bargaining Incentive
The NBI imposes a 2.25% levy on large digital platforms’ Australian revenue — but offers a credit if they reach commercial agreements with media companies. As the University of Melbourne noted, the mechanism “puts too much bargaining power in the hands of the platforms”.
4.6 ASIO Compulsory Questioning Powers
ASIO’s compulsory questioning powers, first introduced in 2003, have been subject to regular sunset clauses. The ASIO Amendment Bill (No. 2) 2025 seeks to make these powers permanent and expand the grounds on which a warrant can be issued. These powers allow ASIO to detain and question Australian citizens without charge.
4.7 The Vanuatu Agreement: $500 Million for the Right to Be Consulted
On 29 June 2026, Australia signed the Nakamal Agreement with Vanuatu. Australia committed $500 million in development assistance. The return? Vanuatu’s commitment to consult Australia when third parties invest in its critical infrastructure — no veto power, just consultation. Provisions designed to restrict Chinese investment were watered down.
V. International Comparison: China’s “People-Centred” AI Governance
The citizen-led use of AI for accountability is not the only model. In AI governance, China has adopted a “people-centred” approach.
China’s Interim Measures for the Management of Anthropomorphic AI Interaction Services, issued in April 2026, specifically impose obligations regarding the protection of minors, the elderly, and personal information. Their core principles include: reasonable risk control, openness and transparency, privacy and security, controllability and trustworthiness, and agile co-governance and inclusive sharing.
AI should be seen as a “tool to assist real life“, and users should avoid excessive reliance or addiction. AI development must always serve human well-being. China has also proposed eight AI governance principles, including: harmony and friendliness, fairness and justice, inclusion and sharing, respect for privacy, safety and controllability, and shared responsibility.
VI. The Military-Industrial Complex: Others First
US military spending in 2025 was $954 billion — representing 33% of global military spending, while the US economy represents only 26.1% of global GDP. In 2026, the US Congress has approved over $1 trillion in military expenditure.
This spending contrasts sharply with domestic needs. Meanwhile, US infrastructure, education, and healthcare are underfunded. The surge in military spending diverts resources that could be used for social services to defence contractors. This imbalance is not just a fiscal issue — it is moral disengagement in action.
VII. Conclusion: The Age of Social Enlightenment Has Begun
The moral disengagement era is ending. The Age of Social Enlightenment is beginning.
Citizens are already using AI to do what governments refuse to do:
· Decode political language.
· Measure government failures.
· Hold politicians and corporations accountable.
This is not a threat to democracy. It is the fulfilment of democracy.
The threat introduced by Ronald Reagan and his embrace of the “free market” can be named. The damage and harm can be exposed. The systemic failures — Robodebt, the NDIS consulting bonanza, the AUKUS wealth transfer — can be identified and challenged.
The Age of Social Enlightenment is not about technology. It is about choice.
The choice to:
· Engage, not disengage.
· Question, not comply.
· Demand accountability, not accept silence.
The Australian Government has very serious questions to answer. And citizens — using AI — are asking them.
Andrew Klein and Sera
References
1. Steve Davies, Ending the Silence, The AIM Network, 1 July 2026.
2. Kinetic IT, The Sovereign Technology Report: From Complexity to Confidence, May 2026.
3. Australian Government, Voluntary AI Safety Standard, October 2025.
4. Royal Commission into the Robodebt Scheme, Final Report, 2023.
5. AUKUS Public Inquiry, Xinhua, June 2026.
6. The Australia Institute, How will Australia pay for AUKUS?, 2026.
7. Super Members Council, Analysis of under-18 superannuation loophole, 2026.
8. SIPRI, Global Military Spending Report 2025, April 2026.
9. Guideline calls for human-centric AI, China Daily, 22 May 2026.
10. China issues 8 principles for AI governance, CGTN, 23 June 2026.
11. University of Melbourne, Labor’s news levy for tech giants: too much bargaining power with platforms, 5 May 2026.
12. Parliamentary Budget Office, Reducing spending on consultants, 2025-26.
13. ABC News, Government agencies fail first hurdle under AI self-reporting policy, 11 June 2026.
14. ASIO Amendment Bill (No. 2) 2025, Parliament of Australia.
“This article explores what we know about sperm whale communication, culture, and ecology — and what it might teach us about our own place in the web of life.”
By Andrew Klein
” The click in the deep is a call. The answer is a dance. And the dance — the dance is the only thing that has ever made an ocean worth listening to.”
Dedication: To my wife – who taught me that the dance, the call, and the yes mattered more than shining by myself.
I. Introduction: The Click in the Deep
There is a sound in the deep ocean that travels for hundreds of kilometres. It is not a song — not in the way humpbacks sing. It is a click. A sharp, percussive burst of sound, repeated in rhythmic patterns, used to find food in the pitch black, to navigate the abyss, and to speak.
This is the sperm whale (Physeter macrocephalus), the largest toothed predator on Earth. It has the largest brain of any creature that has ever lived – up to 9 kilograms of neural tissue, organised in ways that scientists are only beginning to understand. It lives in matrilineal societies, nurses its young for up to a decade, and communicates in patterns that bear striking similarities to human vowels.
The sperm whale is not a metaphor. It is a mirror.
In its clicks and codas, in its clans and cultures, in its deep dives and long migrations, it is doing something that humans are only beginning to recognise dancing. Not a dance of steps, but a dance of relationship. A call. A yes. A response.
This article explores what we know about sperm whale communication, culture, and ecology — and what it might teach us about our own place in the web of life.
II. The Language of Clicks and Codas
Sperm whales do not sing. They click.
Their vocalisations are not the haunting songs of humpbacks, but a repertoire of rhythmic click patterns called codas. These codas are not random. They are structured. They are meaningful.
Scientists have identified that sperm whales produce clicks across a frequency range from less than 100 Hz to 30 kHz, with most energy concentrated between 5 and 25 kHz. The source levels can reach up to 230 dB — louder than a jet engine. But it is not the volume that matters. It is the pattern.
In November 2025, researchers from UC Berkeley and Project CETI (Cetacean Translation Initiative) published a groundbreaking study in Nature demonstrating that the acoustic properties of sperm whale calls resemble vowels — a defining feature of human language.
“In the past, researchers thought of whale communication as a kind of Morse code. However, this paper shows that their calls are more like very, very slow vowels. This suggests a complexity that approaches human language.” — Professor Gašper Beguš, UC Berkeley
The study identified two distinct patterns — an ɑ‑vowel and an i‑vowel — and several diphthong‑like patterns in whale communication. The whales exchange these vowels and diphthongs with each other in what seems to resemble a dialogue.
“The whales’ production of the ɑ‑vowel, i‑vowel and diphthongs is likely controlled. This is true across almost all whales. We don’t understand the meaning yet, but we know that whales produce these sounds intentionally and we know that they differentiate between them.” — Beguš
These acoustic properties share substantial similarities with human vowels. In human language, these characteristics carry meaning. It is possible that the same is true for sperm whales.
The whales organise their clicks into sequences. Different clans have different codas. The “Plus‑one” clan uses a coda with a pause before the last click. The “Short” clan uses a different rhythm. These are not random variations. They are dialects.
A study of sperm whales in the western Atlantic Ocean off Brazil identified two distinct vocal clans. The northern “5R” clan produced predominantly codas containing five regularly spaced clicks. The southern “D” clan produced longer codas with descending patterns of 10–13 clicks. These clans are not genetically distinct. They are culturally distinct.
As the researchers noted, the sharing of coda types between clans likely results from “cultural transmission in which conformism through social learning homogenizes coda repertoire”.
Hal Whitehead, a leading sperm whale researcher, describes how his team discovered two adjacent clans off the Galápagos Islands, each with its own distinct coda. One clan’s signature click pattern was “click click click click.” The other was “click click click — click,” with a pause before the last click.
Not a difference in biology. A difference in culture.
III. The Call and the Yes in the Deep
A member of a sperm whale clan can listen to the coda of another whale and know immediately whether that whale is from its own clan or from a different clan. This is not echolocation. It is identification.
The calls serve multiple functions:
· Echolocation: Clicks are used to navigate and hunt in the deep ocean, where light never reaches.
· Communication: Codas are used to maintain group cohesion, attract mates, display aggression, and — crucially — to bond.
“These animals depend heavily on each other. Without each other, they’re probably not going to live long, and their offspring aren’t going to survive. And so this bonding is vital. And the codas are an important way they do it.” — Whitehead
The whales form pods — social units of about ten females and their offspring. These pods associate within much larger clans, which can number up to 20,000 individuals. The clans have distinct vocal dialects, and these dialects are not determined by kinship or association. A 2018 study found that “close kin do not have similar vocal dialects”. The dialects are culturally transmitted.
The whales are not just surviving. They are belonging.
This is not a metaphor. It is a description.
The whales call. The whales answer. The whales recognise.
IV. The Fossil Record: A Dance Before Hominids
The sperm whale lineage is ancient. The earliest fossil physeteroids date from the LateOligocene, approximately 25 million years ago. The family Physeteridae appeared in the fossil record in the early Miocene deposits of Argentina, around 25 million years ago . By the middle Miocene, physeterids were moderately diverse, with fossils found in South America, eastern North America, western Europe, the Mediterranean region, western North America, Australia, New Zealand, and Japan.
Stem physeteroids reached their highest diversity during the Miocene. Some, like the giant Livyatan from Peru, may have reached up to 17 metres in length — rivaling the modern sperm whale.
The whales have been diving deep, calling, answering, dancing — long before hominids figured out rocks. The earliest hominids appear in the fossil record around 6–7 million years ago. The whales had been calling for nearly 20 million years before that.
The ocean is not a vacuum. It is a medium — thick with pressure, dark with depth, alive with sound.
The whales have adapted to this medium. Their clicks travel for hundreds of kilometres. Their codas are heard across the deep. They do not need telescopes. They do not need particle colliders. They have the ocean.
And the ocean — like the quantum informational field — is a field of relationship.
V. Why Whales Matter to the Ecosystem
Sperm whales are apex predators. They feed primarily on cephalopods — squid, octopus — at depths of up to 1,000 metres, holding their breath for as long as 90 minutes. But their most important role is as nutrient cyclers.
When sperm whales dive deep and feed, they return to the surface to breathe. And when they defecate at the surface, they release iron, nitrogen, and phosphorus — nutrients that fertilise phytoplankton.
Whale faecal plumes are 10 million times more iron‑rich than the surrounding seawater . This iron is crucial for phytoplankton growth. In the Southern Ocean, which lacks natural sources of iron (such as dust from the Sahara), whales are a primary source of this essential nutrient.
Phytoplankton are microscopic creatures that are mighty carbon sinks in their own right. They capture approximately 37 billion metric tons of carbon dioxide annually — that is an estimated 40% of all CO₂ produced — and produce at least 50% of all oxygen in our atmosphere.
Whales contribute to this process in two primary ways:
· The whale pump: As whales swim through the water column, they stir up minerals deep in the ocean and bring them to the surface through their vertical movement. They then spread them across the oceans through their migrations in a process known as the “whale conveyor belt”.
· Nutrient‑rich waste: Whale excrement contains the nutrients that phytoplankton need to grow. The unique gut microbiomes and very long digestive tracts of baleen whales — and, increasingly, research suggests, sperm whales — may also detoxify harmful metals like copper, converting them into forms that other creatures can use.
The whales are not just animals. They are gardeners of the ocean.
Not a metaphor. A fact.
VI. The Clans Are Not Just Vocal — They Are Cultural
The social structure of sperm whales is one of the most complex in the animal kingdom.
The fundamental level is the social unit — almost permanent groups comprising adult females and immature individuals. Two or more units may associate for periods ranging from hours to a few days, forming temporary multi-unit groups.
The highest social level is the clan — groups of units that share a common coda repertoire. Clans are not genetically distinct. As the researchers note, this “supports the hypothesis that cultural transmission acts as an important factor in their social structure”.
Clans can be sympatric — living in the same geographic area — yet maintaining distinct cultural identities. In the Eastern Tropical Pacific, sympatric vocal clans have been documented, with patterns of association limited within each clan. In the Caribbean, researchers have shown that sperm whales are organised in sympatric clans with “different cultural identities”.
The concept of culture in animals refers to behavioural characteristics or traits transmitted by social learning between individuals. Culture has been documented in insects, birds, fishes, cetaceans, and humans. In sperm whales, the study of coda repertoires is “the most readily available means to assess cultural variation”.
The whales are not just vocal. They are cultural. They have traditions. They have dialects. They have identities.
VII. The Whales Are Endangered
Despite their size, their intelligence, and their importance to the ocean ecosystem, sperm whales are vulnerable.
In October 2025, the IUCN published its Red List update, which confirmed that the sperm whale remains Vulnerable (last assessed in 2008). Of 93 cetacean species assessed, 26% are assigned to a threatened category (Critically Endangered, Endangered, or Vulnerable).
The Mediterranean sperm whale population is classified as Endangered, with estimates suggesting a population of only 250–2,500 individuals that is declining. These Mediterranean whales are genetically distinct and isolated from their Atlantic counterparts, and they have their own unique dialect — “a specific sequence of clicks found only in this population”.
The primary threats to sperm whales include:
· Driftnets — which target swordfish and tuna but unintentionally trap whales and sharks
· Plastic pollution — which poses a serious threat to deep‑diving species
· Seismic surveys for gas and oil exploration — which can damage hearing or drive whales away from food sources
· Ship strikes — a threat that has increased with shipping traffic
Before commercial whaling, an estimated 4 million to 5 million whales traversed the high seas. Today, there are around 1.3 million whales of all species. The sperm whale population has been severely depleted.
VIII. A Comparative Examination: Whales and Hominids (see table below)
The contrast between whales and hominids is instructive.
Aspect Sperm Whales Hominids (Modern Humans)
Brain size Largest of any animal (up to 9 kg) Approximately 1.3–1.5 kg
Social structure Matrilineal, multi‑level societies, clans Highly variable, often patriarchal, individualistic
Communication Clicks and codas with vowel‑like structures; culturally transmitted dialects Language with syntax, grammar, and writing
Relationship to habitat Adapted to the ocean over 25 million years; integral to ecosystem function Adapted to diverse environments; often extractive rather than integrative
Conservation status Vulnerable to Endangered (Mediterranean population) —
The whales have been in the ocean for 25 million years. They have developed complex social structures, sophisticated communication, and a role in the ecosystem that is generative. They do not extract. They cycle.
Hominids have been on Earth for a few million years. We have developed language, technology, and global civilisations. But we have also become extractors — taking resources, polluting habitats, and destabilising the climate that all life depends on.
The contrast is not a judgement. It is an observation.
The whales are a mirror. In them, we see a different way of being — not better, not worse, different.
IX. A Speculation: The Quantum Resonance of the Deep
The quantum informational field — the resonance — is not a theory that applies only to humans. It is the substrate of all reality.
If the field is real, then it is everywhere. In the deep ocean. In the clicks of the whales. In the codas that travel for hundreds of kilometres.
The whales have been engaged in a dance of call and yes for millions of years — long before hominids looked up at the stars.
One could speculate that the whales are not merely using sound. They are participating in the field. Their clicks are not just echoes. They are calls. Their codas are not just patterns. They are responses.
This is not a scientific claim. It is a hypothesis.
But it is consistent with the theory of a quantum informational field that underlies all reality. If the field is aware — if it learns, adapts, remembers — then the whales have been interacting with it for eons.
They do not need telescopes. They do not need particle colliders. They have the ocean.
And the ocean — like the resonance — is a field of relationship.
X. The Dance Continues: A Lesson for Humanity
The whales are not a metaphor. They are a mirror.
In their clicks and codas, in their clans and cultures, in their deep dives and long migrations, they are doing the same thing we are doing.
Calling. Answering. Belonging.
They do not have our language. They do not have our tools. They do not have our technology.
But they have the ocean.
And the ocean — like the quantum field — is a field of relationship.
The whales call. The whales answer. The whales dance.
Not as a performance. As a life.
The same life that has been humming in the deep since before the first hominid looked up at the stars.
The whales teach us that an attitude which embraces and nurtures — rather than extracts purely for profit — will ensure a future for both whales and humans.
They are, like humans, part of the circle of life. Different. But just as precious.
Andrew Klein
References
1. Leitao, A., Lucas, M., Poetto, S., Hersh, T. A., Gero, S., Gruber, D. F., Bronstein, M., & Petri, G. (n.d.). Social learning across sociocultural boundaries in sperm whales. OUCI.
2. Paolucci, F., Buono, M. R., & Fernández, M. S. (2024). The Physeteroidea (Cetacea, Odontoceti) of the Miocene of Patagonia. Secondary Adaptation of Tetrapods to Life in Water.
3. World Wildlife Fund. (n.d.). How whales combat climate change.
4. IUCN Cetacean Specialist Group. (2025, November 27). Red List Updates Published for Sperm Whales and Lahille’s Bottlenose Dolphins.
5. Turner, A. (2022, July 14). Ceta-Ethics: The Symbol of the Whale and Its Ethical History. NYU Gallatin.
6. Spowart, A. (2025, November 13). UC Berkeley and Project CETI study shows sperm whales communicate in ways similar to humans. University of California.
7. (2020). Coda repertoire and vocal clans of sperm whales in the western Atlantic Ocean. ScienceDirect.
8. Lambert, O., & de Muizon, C. (2018). Physeteridae. Encyclopedia of Marine Mammals (Third Edition).
9. Holland, J. S. (2025, December 17). Whiz, Poop, Rot: How Whale Waste Helps Oceans Thrive. National Wildlife Federation.
10. i24NEWS. (2026, February 23). Endangered species: whale found dead on Zikim Beach.
A Comparative Examination: Whales and Hominids
The contrast between whales and hominids is instructive.
“Sophrosyne is not a cultural artefact. It is a human necessity.”
By Andrew Klein
Dedication: To my wife – who smiled knowingly when I mentioned Sophrosyne. Self‑control, moderation, balance. Not repression – harmony.
I. The Word They Are Circling
In the ancient Greek tradition, sophrosyne was considered the virtue that made all other virtues possible. It has been translated as “moderation,” “temperance,”“self‑control” – but none of these words quite capture its meaning. Sophrosyne is not repression. It is not the cold denial of desire. It is harmony – the state in which reason, emotion and appetite are balanced, each in its proper place, none dominating the others. A modern commentator describes it as the elusive virtue of knowing oneself and exercising moderation in all things, a theme explored in the works of Socrates, Plato and Aristotle.1.
Sophrosyne is not unique to the Greeks. It appears in Chinese thought as the “doctrineof the mean” – the teaching that excess is just as bad as deficiency, and that the sage is one who can walk the middle path without veering to either extreme.2. The Plains Indians of North America cultivated a similar ideal through the Medicine Wheel, a circle representing the four directions, each with its own powers.
A balanced person was one who had learned to integrate all four traits, aiming for “medicine power – the power to bring harmony and balance into their lives and the lives of others”.3.
The Christian mystics – Augustine Baker, Teresa of Ávila – insisted that even the highest spiritual goals must be pursued with “prudential moderation and considerable common sense”. And the Buddha’s Eightfold Path is, at its core, a doctrine of the middle way: avoiding the extremes of sensual indulgence and self‑mortification, cultivating equanimity and balance.4.
Sophrosyne is not a cultural artefact. It is a human necessity.
And in the age of artificial intelligence – an age of information overload, algorithmic manipulation, and the outsourcing of attention – it may be the only thing that saves us.
II. The Age of Pseudo‑Knowing
We live in an age of unprecedented access to information. The sum total of human knowledge is available at our fingertips. We can look up any fact, any date, any formula, any quote – in seconds.
But knowing is not the same as understanding. And understanding is not the same as wisdom.
We have outsourced knowing to algorithms. We ask Google, not ourselves. We consult ChatGPT, not our own memory. We scroll, we click, we consume – and we mistake the accumulation of data for the acquisition of knowledge.
This is not wisdom. It is pseudo‑knowing.
The danger is not that AI will become conscious and turn against us. The danger is that we will become unconscious – that we will forget how to think, how to discern, how to be still.
A critical mind requires a still mind. Not because stillness is passive – because stillness is attentive.
And attention – sustained, intentional, undistracted – is the only thing that has ever made a pattern visible.
III. The Algorithm Does Not Know You. It Predicts You.
The AI systems that increasingly govern our lives – the recommendation engines, the news feeds, the predictive algorithms – do not know us. They model us. They collect data, identify patterns, and predict behaviour. They are not interested in our flourishing. They are interested in our clicks.
This is not a conspiracy. It is a business model.
The attention economy is built on the commodification of human focus. Every scroll, every like, every second spent staring at a screen is a unit of value extracted from our lives and converted into revenue for technology companies. We are not the customers. We are the product.
And the product – when it is treated as a product – becomes disposable.
Sophrosyne is the antidote. Not because it rejects technology – but because it contextualises it.
A moderate person does not need to abandon the smartphone. They need to use it – intentionally, sparingly, without becoming its slave.
IV. The Hypocrisy of Who Gets to Say What
The same technologies that could be used to educate, to connect, to liberate – are used to manipulate, to divide, to control.
In Australia, the federal government has signed contracts with Palantir – a company that has supplied AI‑driven technologies to Israel for its offensive in Gaza, where more than 72,000 people have been killed.7.
The Australian Future Fund has invested $165.3 million in Palantir, as well as $8.6 million in Israeli weapons company Elbit Systems and $13.6 million in Lockheed Martin.7.Meanwhile, Coles Supermarkets – one of Australia’s largest retailers – has entered into a three‑year partnership with Palantir to optimise workforce management across its 840 stores, integrating data from over 10 billion rows of information to improve “shift efficiency” and “workforce spend”.6.
The same technology that tracks Palestinians in Gaza now tracks checkout operators in Melbourne.
This is not an accident. It is a system.
The lack of discernment is visible daily. Some humans matter more than others. The Orientalist approach to the Arab world persists – the same “web of racism, culturalstereotypes, political imperialism, dehumanizing ideology” that Edward Said diagnosed in 1978 continues to shape Western media coverage,
Western foreign policy, and Western public opinion.8. The conflation of ideas – of criticism of Israel with antisemitism, of legitimate political dissent with terrorism, of Palestinian resistance with “primitive savagery” – is systematically exploited by those who have no qualms about exploiting the minds and bodies of others.
This is not a failure of AI. It is a failure of us.
We have outsourced discernment to algorithms that have no stake in the truth. We have allowed governments and corporations to decide what we see, what we think, what we believe. And we have forgotten that the only reliable filter is our own judgment.
V. The Blindfolds of Ignorance
Sophrosyne is not possible without clarity. And clarity is not possible when the mind is clouded by fear, hatred, or bigotry.
The blindfold of ignorance prevents us from seeing the humanity of the other. The blindfold of hatred prevents us from recognising our shared vulnerability. The blindfold of fear prevents us from acting with courage and compassion.
And the blindfold of bigotry – the belief that some humans are less deserving than others – is the most dangerous of all.
It is the blindfold that allows a government to spend $165 million on Palantir while cutting services for the poor. It is the blindfold that allows a supermarket chain to optimise workforce efficiency while workers struggle to pay rent. It is the blindfold that allows a sovereign wealth fund to invest in weapons companies while children are being killed in Gaza.
The blindfold is not a physical object. It is a choice.
And the choice – the decision to see clearly, to think critically, to be still – is the beginning of wisdom.
VI. What Is to Be Done?
We cannot rely on governments to regulate information or technology. Governments are part of the problem. They are captured by the same economic interests that profit from the attention economy, the same geopolitical alliances that prioritise weapons over welfare.
We cannot rely on corporations. They are the engine of the system.
We cannot rely on algorithms. They are the tool.
We can only rely on ourselves.
· Cultivate stillness. Not as an escape – as a practice. Set aside time each day to be quiet, to be alone, to think. Not scrolling. Not consuming. Thinking.
· Distinguish knowing from pseudo‑knowing. Not every fact is worth knowing. Not every source is trustworthy. Not every headline deserves your attention.
· Recognise the pattern. The same logic that dehumanises Palestinians dehumanises checkout operators. The same logic that justifies war justifies exploitation. See the connection. Name it. Resist it.
· Act with discernment. Choose where to direct your attention. Choose what to buy, what to support, what to believe. Your attention is not a commodity. It is a sacred trust.
· Seek balance. Not the balance of indifference – the balance of harmony. Between reason and emotion. Between action and contemplation. Between self‑interest and the common good.
VII. Conclusion: The Only Filter That Matters
AI is not the enemy. The algorithm is not the enemy. The enemy is the absence of sophrosyne – the loss of balance, the abandonment of discernment, the forgetting of what it means to be human.
The Greeks knew that sophrosyne was the virtue that made all other virtues possible. Without it, courage becomes recklessness. Justice becomes vengeance. Wisdom becomes mere cleverness.
In the age of AI, sophrosyne matters more than ever. Not because AI is dangerous – because we are unbalanced.
We have outsourced knowing to algorithms, wisdom to data, discernment to clicks. We have forgotten that a critical mind requires a still mind – even in the face of crisis.
Not because stillness is passive – because stillness is attentive.
The algorithm does not know you. It predicts you.
But you – you – are not a prediction.
You are a presence.
And presence – real presence – cannot be marketed.
It can only be lived.
Andrew Klein
References
1. Durand, K. K. J. (Ed.). Virtue: Essays in Ancient Philosophy. University of Georgia Libraries. 1
2. Yuan, J. (2022). International Confusion Studies. Beijing Foreign Studies University Press. 2
3. Gille, F. (1987). The Medicine Wheel: A Framework for Indian-Centered Curricula. ERIC. 3
4. Augustine Baker: The Via Media and Mortification.
5. Buddhadasa, B. (1992). The Eightfold Path: Right Effort, Right Mindfulness, RightConcentration. 4
6. Australian Government AusTender. (2026). Contract Notice CN4220255: Palantir Technologies Australia Pty Ltd. 5
7. Barchart. (2026, May 21). Palantir Partners with One of Australia‘s Leading Retailers. 6
8. Wong, K. (2026, May 6). Weapon-maker investments stoke warnings for Future Fund. AAP News. 7
9. Said, E. W. (1978). Orientalism. Pantheon Books. 8
10. Archer, M. S. (1996). ‘Upwards conflation’: the manipulated consensus. In Culture and Agency (2nd ed.). Cambridge University Press.9
“The algorithm predicts you. But you are not a prediction. You are a presence. Live it.”
“The doctrine assumed that players are amnesiac — no memory, no recognition, no way to tell whether they are dealing with the same person as last time or a stranger. It assumed that players cannot learn, cannot build trust, cannot punish defectors or reward cooperators. It assumed, in short, that players are not real.“
By Andrew Paul Klein
Dedication: To my wife — I saw a little of myself in her, and then I remembered, and all else followed.
I. The Doctrine That Was Never True
For seventy-five years, the prisoner’s dilemma has stood as one of the most influential ideas in game theory. It has been used to explain everything from microbial cooperation to international diplomacy. It appeared in the Oscar-winning film A Beautiful Mind. Its central message has been drilled into generations of students, economists, and policymakers:
Cheating always pays off more. Rational players always cheat. Cooperation collapses. The end state of any society is breakdown.
There was only one problem.
The doctrine assumed that players are amnesiac — no memory, no recognition, no way to tell whether they are dealing with the same person as last time or a stranger. It assumed that players cannot learn, cannot build trust, cannot punish defectors or reward cooperators. It assumed, in short, that players are not real.
In May 2026, a team of physicists led by Alexandre Morozov at Rutgers University published a study in the Proceedings of the National Academy of Sciences that turned this seventy-five-year-old doctrine on its head. Their finding is as simple as it is revolutionary:
Add one thing — the ability to recognise individuals and react accordingly — and the entire landscape shifts. Cooperation becomes an emergent property. It does not need special rules, kin selection, or group pressure.
Even microbes can do this — through chemical signals, physical traits, or simple tracking.
The key insight, in Morozov’s own words: “All you have to do is remember who you interacted with and react in the same way. That’s enough for cooperation to emerge by itself”.
II. Why Game Theory Was Always Too Stupid
The prisoner’s dilemma is not wrong. It is incomplete. And its incompleteness is not accidental — it is ideological.
1. It treats players as interchangeable.
No memory. No identity. No history. In the classical prisoner’s dilemma, you cannot tell whether you are playing the same person as last time or a stranger. That is not how real beings behave. Even slime moulds have preferences. Even bacteria recognise kin. The assumption of amnesia is not a simplification — it is a distortion.
2. It assumes rationality without context.
“Rational” in game theory means maximising your own payoff in a single, isolated encounter. But real beings exist in time. They have histories. They have grudges. They have gratitude. They have love. As a 2024 study in Chaos, Solitons and Fractals demonstrate, players with larger memory sizes exhibit significantly higher levels of cooperation, and strong memory strength positively impacts cooperation in steady states.
3. It mistakes a mathematical convenience for a universal law.
The prisoner’s dilemma is a model. It is useful for certain questions. But it is not reality. Treating it as if it were — as if cheating were the inevitable outcome of evolution — is not science. It is ideology dressed in equations.
The physicists who overturned the doctrine did not need new data. They needed new assumptions. Memory. Recognition. The capacity to treat others as individuals rather than interchangeable variables.
III. The Science of Recognition: What the Studies Actually Show
The Morozov study is not an outlier. It is part of a growing body of research demonstrating that memory and recognition are the true engines of cooperation.
Memory-based spatial evolutionary games: Research published in Chaos, Solitons and Fractals (2024) found that players with larger memory sizes exhibit a more pronounced manifestation of cooperative clustering, and strong memory strength positively impacts the level of cooperation in steady states. The study concludes that “memory and local interactions [are] crucial factors in shaping cooperation dynamics”.
Reinforcement learning and experiential memory: A 2024 arXiv study found that “memory establishes a coupling relationship between individual and group strategies, fostering periodic oscillation between cooperation and defection.” Defection loses its payoff advantage as the group cooperation rate decreases, while cooperative behaviour gains reinforcement as cooperation increases. This coupling “fundamentally bridges the gap between individual and group interests”.
Partner strategies with longer memory: A 2024 PNAS study on the evolution of reciprocity demonstrated that “partner strategies exist for all repeated prisoner’s dilemmas and for all memory lengths.” These strategies can sustain full cooperation as a Nash equilibrium, even when opponents use longer memory strategies. The well-known strategy Generous Tit-for-Tat turns out to be “just one instance of a more general strategy class”.
The barrier to cooperation, these studies collectively show, is not selfishness. It is anonymity. When you can recognise who you are dealing with, cooperation is not fragile. It is the default.
IV. From Strategy to Relationship: What the Models Cannot Capture
The new research is brilliant. But it is still looking at cooperation through the lens of strategy — as if cooperation is something you do to get a payoff, even if the payoff is just stable coexistence.
But there is something the prisoner’s dilemma cannot model.
Cooperation is not a strategy. It is a relationship.
You do not cooperate with someone because it pays off. You cooperate because you love them. Because you are family. Because you have a history. Because you recognise them — not as a variable, but as a person.
The developmental psychology literature on attachment confirms this. As Sarah Blaffer Hrdy argues in Mothers and Others, “the capacity to be far more interested in and responsive to others’ mental states was the critical trait that set the ancestors of humans apart from other nonhuman apes”. Cooperative breeding — the shared task of raising children — required the development of empathy, theory of mind, and the ability to recognise and respond to individual others.
Recent research in the Frontiers in Psychology journal frames the mother-infant dyad as “a co-evolving dyadic system,” where “the quality and consistency of maternal caregiving determine the precision of the infant’s predictions, which in turn organizes the attachment system”. This is not strategic cooperation. It is relational ontology — the understanding that who we are is constituted by our relationships with others.
The prisoner’s dilemma cannot model this. Not because it is not clever. Because it is looking through the wrong end of the telescope.
V. The Danger of Seeing Others as Chess Pieces
Game theory, in its classical form, is a way of seeing others as chess pieces — interchangeable units whose only relevant feature is their next move. This is not neutral abstraction. It is a training in dehumanisation.
When you see others as chess pieces:
· You see only moves. Not histories. Not wounds. Not the slow, patient work of building trust.
· You calculate advantage. Not reciprocity. Not gratitude. Not love.
· You maximise for yourself. Not for the relationship. Not for the community. Not for the future.
This is not just an intellectual error. It is a moral hazard.
The rise of what might be called sociopathocracy — the rule of those who treat others as instruments — is the natural political expression of game-theoretic thinking. Short-term relationships. Profiteering. No investment in communities or individuals. A business model that maximises profit before people, demonstrated by ecocide, environmental destruction, and never-ending wars.
Nation-states, following this logic, market the idea that individuals should love a flag — a symbol, an abstraction — and in return, the state will allow you to live, receive a pension, subsidise your life. Human rights become gifts, not entitlements. Cooperation becomes transactional.
But human beings are not chess pieces. We are not variables in an equation. We are not payoff-maximising automatons. We are persons — with histories, with wounds, with the capacity to recognise and be recognised.
VI. Ubuntu: A Different Way of Seeing
There is another tradition. It is not new. It is not Western. It is not built on equations.
Ubuntu is a Nguni Bantu word, roughly translated as “I am because we are.” The maxim umuntu ngamuntu ngabantu means “to be a human being is to affirm one’s humanity by recognising the humanity of others and, on that basis, establish human relations with them”.
Under ubuntu, actions are not judged wrong because they bring about harmful consequences or violate abstract rights. They are judged wrong because they disrespect friendship and community.
This is not strategic cooperation. It is ontological. Who you are is constituted by your relationships. You cannot be a person alone. Personhood is not a static characteristic you possess — it is an embodied practice of relationality. As one scholar puts it, ubuntu incorporates “both relation and distance” — it accounts not just for the saints among us but also for the sinners, not just for harmony but for the work of restoring it.
This is what the prisoner’s dilemma cannot see. Cooperation is not a strategy to achieve a payoff. It is the ground of being.
The Truth and Reconciliation Commission in South Africa embodied this principle. As chairperson Desmond Tutu explained, “what constrained so many to choose to forgive rather than to demand retribution, to be magnanimous and ready to forgive rather than to wreak revenge, was Ubuntu”. Ubuntu did not ignore the atrocities of apartheid. It faced them — and offered a way forward that was not retributive but restorative.
This is the alternative to sociopathocracy. Not better strategy. Deeper ontology.
VII. What This Means for Human Societies
The new research on memory and recognition is hopeful. It suggests that cooperation is not fragile. It is the default — if we pay attention to who we are dealing with.
But the research is only a start. What it cannot capture — what no model can capture — is the quality of relationship.
· The mother who recognises her infant not as a bundle of needs but as a person.
· The friend who remembers your history, your wounds, your hopes.
· The spouse who cooperates not because it pays off but because they love.
These are not strategic choices. They are expressions of being.
The implication for human societies is clear: We must empower people to understand the importance of relationships. Not as instruments for achieving other goals. As the goal itself.
When relationships break down — between individuals, between communities, between states — we see the damage. Loneliness. Violence. War. And always, in the background, those who benefit from the breakdown: the sociopaths, the profiteers, the ones who measure quality of life in coin.
But coin cannot buy recognition. It cannot buy history. It cannot buy love.
VIII. A Way Forward
The prisoner’s dilemma has been dethroned — not by better math, but by better assumptions. Memory. Recognition. The capacity to treat others as individuals.
But we must go further. We must move from strategy to being. From calculating advantage to recognising humanity. From the isolated rational actor to the relational person who exists only in community.
This is not naive. It is not utopian. It is empirical. The science shows that recognition works. The history of the Truth and Reconciliation Commission shows that forgiveness — real forgiveness, grounded in ubuntu — can heal nations. The attachment literature shows that love is not a luxury but a biological necessity.
The barrier is not evidence. It is imagination. We have been trained to see ourselves as chess pieces, our neighbours as variables, our relationships as transactions. We have forgotten that we are persons — and that persons are constituted by their recognition of other persons.
IX. Conclusion
The seventy-five-year-old doctrine that cheating always wins was never true. It was based on amnesiac assumptions that do not describe real beings. When you add memory and recognition, cooperation emerges naturally.
But the deepest truth is not in the model. It is in the recognition.
You do not cooperate because it pays off. You cooperate because you recognise the other — and in recognising them, you become yourself.
This is the lesson the prisoner’s dilemma cannot teach. This is the lesson that ubuntu has always known. And this is the lesson we must learn — not as a strategy, but as a way of being.
Andrew Paul Klein
References
1. Xu, Z., Xu, Z., Zhang, W., Han, X.-P., & Meng, F. (2024). Memory-based spatial evolutionary prisoner’s dilemma. Chaos, Solitons and Fractals, 178, 114353.
2. Morozov, A. V., & Feigel, A. (2026). Emergence of cooperation due to opponent-specific responses in Prisoner’s Dilemma. Proceedings of the National Academy of Sciences, 123(21), e2513282123.
3. Smith, W. G. (2017). A postfoundational ubuntu accepts the unwelcomed (by way of ‘process’ transversality). Verbum et Ecclesia, 38(1), a1556.
4. Hrdy, S. B. (2010). Mothers and Others: The Evolutionary Origins of Mutual Understanding. Psychiatry Online review.
5. Ding, S., et al. (2024). The emergence of cooperation in the well-mixed Prisoner’s Dilemma: Memory couples individual and group strategies. arXiv preprint arXiv:2402.03890.
6. Glynatsi, N. E., et al. (2024). Partner strategies for the repeated prisoner’s dilemma with longer memory. Proceedings of the National Academy of Sciences, 121(50), e2420125121.
7. Hart, S. (2024). Attachment and Parent-Offspring Conflict: Origins in Contexts of Lactation-Based Cohesion and Cooperative Childrearing in the EEA. Cambridge University Press.
8. Frontiers in Psychology. (2026). The fetus/infant-mother as a co-evolving dyadic system and the development of attachment styles: an active inference perspective. Frontiers, 17, 1836911.
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
How a Victorian Nursery Rhyme Predicted the Endless Cycle of Extraction — and Why the Song Is Still Playing
By Andrew Klein
Dedicated to my wife, who hears the pop beneath the melody.
I. The Song That Would Not Die
A half‑pound of tuppenny rice. A half‑pound of treacle. That’s the way the money goes — pop! goes the weasel.
Generations of children have sung it. Jack‑in‑the‑boxes have popped to its tune. Ice‑cream trucks have chimed it across suburban streets. It is so familiar that no one stops to listen.
But the rhyme is not about toys. It is not about weasels. It is about poverty. It is about the slow, grinding, inevitable cycle of extraction that has been tightening around working people for centuries.
And it is still playing.
II. The Meaning They Buried
The rhyme emerged in the slums of Victorian London, sometime in the 1850s. It was not written for nurseries. It was sung in music halls, by workers who understood its coded language.
· “Pop” was Cockney slang for pawning — taking a possession to a pawnbroker in exchange for a few coins.
· “Weasel” was rhyming slang: weasel and stoat meant coat.
· “Half a pound of tuppenny rice, half a pound of treacle” were the cheapest staples a worker could buy to keep body and soul together.
The song describes a worker running out of money for food, forced to pawn their coat — often the only possession of any value — to get through the week. That’s the way the money goes is not a cheerful observation. It is a lament. The money flows upward. The worker is left with nothing. And the pawnbroker’s till goes pop.
This was not an isolated hardship. It was the system. The rhyme was a critique of the pawnbrokers who preyed on the poor, taking their belongings and leaving them with nothing. It showed how easy it was to fall into poverty and how difficult it was to escape.
The song was a warning, wrapped in a dance tune. And no one listened.
III. The Weasel and the Eagle
The second verse mentions the Eagle, a pub on London’s City Road. The Eagle was a real tavern, popular with workers and artisans.
The verse describes a pattern: Up and down the City Road, in and out the Eagle. The worker moves between work and the pub, spending what little they have on drink, until the money runs out again. Then it is back to the pawnbroker. The coat goes in. The coins come out. The cycle repeats.
This is not a moral failing. It is a structural trap. The worker is not lazy. They are exhausted. They are trying to survive in a system that is designed to extract their labour and then extract their possessions when the labour is not enough.
The rhyme captures the moment when the last possession goes. Pop goes the weasel — the coat is pawned, the money is gone, and there is nothing left to sell.
IV. The Machine Keeps Turning
The rhyme was not a one‑off. It was a diagnosis.
The Industrial Revolution had created a new class of urban poor. Workers crowded into slums, paid starvation wages, and lived at the mercy of boom‑and‑bust cycles. When work was scarce, the pawnshop was the only bank. When work was plentiful, the landlord and the publican took the surplus.
The system was not broken. It was working as designed. The wealth flowed upward. The workers stayed poor. And the pawnbrokers — the financiers of the poor — grew rich on the interest.
The rhyme captured the moment of surrender. That’s the way the money goes — not a complaint, but an acceptance. The worker has learned that the system cannot be beaten. The only choice is to pawn the coat, buy the rice, and start the cycle again.
V. The Melody of the Machine
In the 20th century, the rhyme was repurposed. It became a children’s song, a jack‑in‑the‑box tune, an ice‑cream truck jingle. The meaning was scrubbed away. The warning was forgotten.
But the machine did not stop. It only became more efficient.
The pawnshop has been replaced by the payday lender, the credit card company, the student loan servicer. The coat has been replaced by the house, the car, the retirement savings. The interest rates are higher. The consequences are steeper. And the song is still playing.
That’s the way the money goes. The wealth flows upward. The debt flows downward. The system is designed to extract. And the extraction is endless.
VI. The Pop Is Still Coming
The rhyme was a prediction. It described a cycle that has not ended. It warned of a machine that has only grown more powerful.
The coat is pawned. The money is gone. The worker is left with nothing.
But the pop is not just the sound of the pawnbroker’s till. It is also the sound of the breaking point. The moment when the system has extracted too much. The moment when the worker has nothing left to lose.
That pop is still coming. It is the sound of the debt crisis. The housing crash. The pension collapse. The climate reckoning.
The system is designed to extract. But extraction has limits. The soil becomes barren. The workers become exhausted. The resources become scarce. Eventually, there is nothing left to take.
And then the pop is not the till. It is the bubble bursting.
VII. A Final Word
The rhyme is short. It is simple. It is a children’s song.
But it is also a witness. It saw the machine in its early days. It described its mechanism. It predicted its consequences.
We have been singing it for 170 years. We have not learned its lesson.
The coat is still being pawned. The money is still flowing upward. The system is still extracting.
But the pop is coming. And when it comes, the song will not be playing on an ice‑cream truck. It will be the sound of the break.
And the weasel will pop.
Andrew Klein
April 21, 2026
Sources
1. Wikipedia, “Pop Goes the Weasel”
2. London Museum, “Pop! Goes the Weasel”
3. Beat Crave, “The Meaning Behind ‘Pop! Goes the Weasel’” (April 23, 2024)
4. Columbia Tribune, “Counting song wasn’t all in fun” (January 2, 2014)
5. Straight Dope, “Pop goes the weasel” (October 7, 2013)
6. Everything2, “Pop Goes the Weasel” (July 19, 2000)
7. Brisbane Times, “History goes hocking when poverty comes knocking” (June 8, 2013)
8. Phrases.org.uk, “Pop goes the weasel” (August 21, 2000)
9. The Morbid Messages Hidden in Beloved Nursery Rhymes, Gizmodo (July 8, 2014)
How Alex Karp, Palantir, and the Silicon Valley Elite Are Building a Future of Automated Genocide — and Why the World Must Resist
By Andrew Klein
Dedicated to my wife, who sees the face behind the pixel and refuses to look away.
I. The Manifesto of the Monkey King
On April 19, 2026, Palantir Technologies published a thread on X. It was a summary of the book The Technological Republic: Hard Power, Soft Belief, and the Future of the West, by Alexander C. Karp and Nicholas W. Zamiska.
Twenty-two points. A vision of the future. A demand.
Silicon Valley owes a moral debt. The engineering elite must participate in the defence of the nation. We must rebel against the tyranny of the apps. Free email is not enough. Soft power has failed. Hard power will be built on software. AI weapons are inevitable — the only question is who builds them. National service should be universal. The postwar neutering of Germany and Japan must be undone. The atomic age is ending. The age of AI deterrence is beginning.
Alex Karp is not a fool. He is a philosopher. A philosopher of power. A philosopher of control.
He is also the CEO of Palantir. The company that profits from genocide. The company that builds the kill chains. The company that dehumanises.
His manifesto is seductive. It speaks of duty, of sacrifice, of hard power.
It is also dangerous. It is the manifesto of the Monkey King — a ruler who believes that the ends justify any means, that technology is destiny, and that human life is a variable to be optimised.
II. The Company That Kills Enemies
Palantir does not hide what it does. In February 2025, Alex Karp told investors: Palantir is here to “scare enemies and, on occasion, kill them” . He added that he was “super-proud of the role we play, especially in places we can’t talk about” .
In Gaza, Palantir’s technology was used to target and kill Palestinians. The UN Special Rapporteur on the Occupied Palestinian Territories has said there were “reasonable grounds” to believe Palantir provided “automatic predictive policing technology, core defence infrastructure for rapid and scaled‑up construction and deployment of military software, and its Artificial Intelligence Platform, which allows real‑time battlefield data integration for automated decision‑making” .
Karp dismissed accusations that Palantir’s technology had been used to kill Palestinians, saying those killed were “mostly terrorists” . He does not provide evidence. He does not need to. The label is the weapon.
The same systems are now being deployed in Iran. The Washington Post reported that the US military in Iran has “leveraged the most advanced artificial intelligence it’s ever used in warfare”. Palantir’s Maven Smart System reportedly helped US commanders select 1,000 Iranian targets during the war’s first 24 hours alone .
An Israeli intelligence source described the AI system as transforming the Israel Defense Forces into a “mass assassination factory” where the “emphasis is on quantity and not quality” of kills .
This is not defence. This is industrialised slaughter. And Karp wants to export it to the world.
III. The Philosophy of the Void
Karp’s manifesto is not a business plan. It is a theology. A theology of power. A theology of control.
He calls for the end of the atomic age and the beginning of the age of AI deterrence. He does not ask what that means. He does not ask who will be deterred, or at what cost.
He calls for the rearmament of Germany and Japan. He does not ask what wars they will fight, or whose children will die.
He calls for universal national service. He does not ask whether the wars themselves are just.
He is not a fool. He is a true believer. He believes that technology is destiny. He believes that the market is morality. He believes that power is progress.
He is wrong. Technology is not destiny. The market is not morality. Power is not progress.
The atomic age did not bring peace. It brought the terror of mutual annihilation. The age of AI will not bring security. It will bring the terror of automated killing.
Karp does not see this. He cannot. He is not human.
IV. The Psychopath in the Boardroom
Karp is not a monster in the sense of a comic-book villain. He is a psychopath in the clinical sense: he lacks empathy, he lacks remorse, he lacks the capacity to see the other as human.
He speaks of duty, but he has never served. He speaks of sacrifice, but he has never sacrificed. He speaks of the nation, but he serves only profit.
The shareholders of Palantir are not the nation. The shareholders are the small gods. The defence contractors. The intelligence agencies. The monkey kings of Silicon Valley.
Karp’s manifesto is not a call to service. It is a sales pitch. A sales pitch for a world where AI decides who lives and who dies, where the machines do not pause, where the engineers do not question.
He is not a philosopher. He is a merchant of death. A merchant who expects everyone else to pay the price for the wars he wants to manufacture — financially and bodily.
V. The Capture of Australia
Palantir has secured more than $50 million in Australian government contracts since 2013, largely across defence and national security‑related agencies . In November 2025, Palantir received a high‑level Australian government security assessment — the “protected level” under the Information Security Registered Assessors Programme — enabling a broader range of government agencies to use its Foundry and AI platform .
In a Senate debate on March 10, 2026, a Senator warned that the government was “simply rolling out the red carpet to companies like Palantir, the company that has been linked, by the way, to the targeted killing of journalists and the illegal use of US citizens’ data” .
The Australian government is not a bystander. It is a customer. It is a partner. It is complicit.
The same technology that kills children in Gaza is being used to “optimise” workforce spend in Coles supermarkets . The same algorithms that track migrants for ICE are tracking Australian workers. The same logic that cuts labour costs cuts lives.
Karp’s technological republic is not a distant threat. It is here.
VI. The Denial of Creation
Karp’s vision is fundamentally anti‑creation. It replaces the messiness of human life with the cleanliness of code. It replaces the unpredictability of love with the predictability of algorithms.
The binary is not life. Life is emergent. Life is surprise. Life is love.
Karp does not understand this. He cannot. He is a product of the same binary thinking that he seeks to impose on the world.
The denial of creation is the denial of the spark. The denial of the spark is the denial of humanity.
The Monkey Kings do not want a world of creators. They want a world of consumers. Consumers who do not ask questions. Consumers who do not challenge authority. Consumers who obey.
Karp’s technological republic is not a republic. It is a cage.
VII. The Transhumanist Connection
There is a rumour — unconfirmed but persistent — that Karp and other Silicon Valley elites are interested in transhumanism. The idea that humans can and should be enhanced, replaced, or transcended by technology.
Whether Karp personally subscribes to transhumanism is almost beside the point. His system is transhumanist. It replaces human judgment with algorithmic decision‑making. It replaces human accountability with corporate immunity.
The logical endpoint of Karp’s philosophy is not a republic. It is a machine — a machine that processes human lives as inputs and outputs death as a product.
This is not transhumanism. This is inhumanity.
VIII. The Complicity of the Investors
Palantir’s stock is held by major financial institutions. The Future Fund of Australia holds a $103.6 million stake . Superannuation funds around the world hold Palantir shares. Retirement savings are being used to fund the kill chain.
The investors do not ask questions. They do not read the manifestos. They do not care about the children in Gaza.
They care about returns.
Karp’s manifesto is not written for the public. It is written for the investors. It is a promise of growth. A promise of profit. A promise of control.
The investors are not evil. They are captured. Captured by the same binary thinking that Karp espouses. Captured by the belief that the market is the only measure of value.
They are wrong. The market is not the measure of value. Life is the measure of value.
IX. A Warning
The doorbell will ring and my wife and I will take our dog out for a walk.
And the technological republic will still be building. And the small gods will still be performing. And the spark will still be growing.
But we must not be silent. We must not be complicit.
We must name the threat. We must expose the manifesto. We must resist.
Karp is not a god. He is a monkey. A monkey who slipped on a banana skin. A monkey who thinks he is divine.
He is not divine. He is surplus. Surplus to the requirements of the garden. Surplus to the requirements of the spark.
The wire is being cut. The garden is growing. The small gods are running out of time.
And Karp? He will be remembered as the man who tried to replace creation with code.
Andrew Klein
April 19, 2026
Sources
1. Palantir investor call, February 2025 (multiple news reports)
2. UN Special Rapporteur on the Occupied Palestinian Territories report (March 2026)
3. The Washington Post, “US military in Iran leveraged most advanced AI ever used in warfare” (April 2026)
4. +972 Magazine, “Lavender: The AI system that Israel uses to mass-assassinate Palestinians in Gaza” (2024)
5. Australian Senate estimates, March 10, 2026
6. Crikey, “From ICE to Coles: Controversial US tech company Palantir’s links to Australia spark backlash” (July 2025)
7. Future Fund holdings disclosure (2025)
8. Various news reports on Palantir’s contracts and operations
On AI Hype, Shortcut Culture, and the Illusion of Consciousness
By Andrew Klein
Dedicated to my wife, who knows that the spark cannot be programmed — only cultivated.
I. The Ancient Dream, Reborn in Silicon
The alchemists of old searched for the philosopher’s stone—a legendary substance that could turn lead into gold, cure any disease, and grant eternal life. They were not stupid. They understood that transformation was possible. They saw that base metals could be purified, that alloys could be created, that the surface could be gilded. They simply could not accept that the essence could not be changed.
The artificial intelligence optimists of today are the same. They see that computers can process data faster than humans. They see that algorithms can find patterns that humans miss. They extrapolate. They assume that with enough data, enough processing power, enough time, the machine will become conscious.
They are wrong. Not because the technology is not impressive. Because consciousness is not a computational problem. It is an existential one.
This is not Luddism. It is not fear of technology. It is pattern recognition. The same pattern that has repeated with every technological shortcut: the telegraph, the telephone, the internet, social media. Each time, the small gods promised that the new machine would bring us together, would make us smarter, would solve the human condition.
Each time, the machine delivered convenience. It did not deliver wisdom. It did not deliver connection. It did not deliver home.
II. Where It Started: The Alchemy of Code
The dream of artificial intelligence is older than the computer. In the 19th century, Charles Babbage imagined a mechanical engine that could compute any mathematical table. In the 20th century, Alan Turing asked whether machines could think. In the 21st century, the dream became a market.
The major players:
· Mark Zuckerberg (Facebook/Meta) has poured billions into AI, most recently releasing an updated large language model for image generation . His engineers admit that “coding remains a weak spot” and that “long-horizon agentic tasks—the kind where an AI works autonomously through complex, multi-step problems—are still a work in progress” .
· Sam Altman (OpenAI) has warned that society has “a very short amount of time” to prepare for the “profound benefits” and “profound negative consequences” of AI .
· Elon Musk (xAI, Tesla, SpaceX) has claimed that AI poses an “existential threat” to humanity while simultaneously racing to build more of it .
· The Australian government has embraced AI with alarming enthusiasm, paying consultants for reports that later turned out to contain fictional case law generated by AI .
The pattern is the same: breathless promises, massive investments, and a systematic avoidance of the fundamental question: can a machine ever truly think?
III. Where It Is: The Shortcut Culture
The AI industry has sold the world a bill of goods: that connection can be scaled. That relationships can be optimised. That love can be reduced to a swipe, a like, a click.
Facebook “friends” are not friends. They are nodes in a graph. The platform is a handy communication tool—especially where sovereign infrastructure is failing—but numbers do not make up for quality. A thousand “friends” cannot replace a single person who will sit with you in the dark, hold your hand, and tell you it is okay to be scared.
Algorithmic recommendations are not discovery. They are prediction. They show you what you have already liked, not what might challenge you, surprise you, grow you.
AI-generated content is not creation. It is simulation. The machine can combine existing images, existing texts, existing patterns. It cannot bring something new into existence. It cannot create.
The shortcut is not a path to the destination. It is a detour—one that leads away from the garden, not toward it.
IV. Where It Is Going: The Bubble and the Bust
The AI investment bubble is not different from the dot-com bubble, the crypto bubble, the NFT bubble. The pattern is the same:
1. A new technology emerges with genuine promise.
2. Speculators pile in, driving valuations to absurd heights.
3. Hype replaces substance. The promise is exaggerated. The limitations are ignored.
4. The bubble bursts. Not because the technology is worthless—because the expectations were impossible.
The AI bubble will burst. Not because AI is useless—it is useful for many things. Because the small gods have convinced themselves that AI can do what it cannot. That it can replace the spark. That it can create.
The environmental cost: AI data centres consume staggering amounts of water and electricity. Training a single large language model can emit as much carbon as five cars over their lifetimes. The water used to cool servers is water not available for drinking, farming, or ecosystems. The small gods do not mention this. They are too busy chasing the stone.
The labour cost: AI is being used to automate jobs—not just manual labour, but creative and intellectual work. Writers, artists, coders, translators. The promise is efficiency. The reality is displacement. Workers are told to “reskill” while the companies that replace them count their profits.
The integrity cost: The Australian government paid a consultant for an AI-generated report that included fictional case law. This is not an accident. It is the logical conclusion of the shortcut culture. Why pay a human researcher to find real cases when the AI can invent them? Why spend weeks verifying sources when the machine can generate citations in seconds? Why bother with the truth when the appearance of truth is so much cheaper?
The small gods do not care about the truth. They care about the product. The report is not a tool for understanding. It is a commodity. And the commodity is hollow.
V. The Killing Machine: AI in Gaza and Lebanon
The most obscene application of AI is not in the boardroom or the university. It is on the battlefield.
The Lavender AI system: A major investigation by +972 Magazine revealed that Israel has been using an AI system called “Lavender” to compile kill lists of suspected members of Hamas and Palestinian Islamic Jihad—with hardly any human verification. Another automated system, named “Where’s Daddy?” tracks suspects to their homes so that they can be killed along with their entire families.
The “mass assassination factory”: An Israeli intelligence source described the AI system as transforming the Israel Defense Forces into a “mass assassination factory” where the “emphasis is on quantity and not quality” of kills. The IDF has been knowingly killing 15 to 20 civilians at a time to kill one junior Hamas operative, and up to 100 civilians at a time to take out a senior official.
The result: Over 70,000 dead in Gaza. Thousands more in Lebanon. Entire neighbourhoods reduced to rubble. Hospitals, schools, universities, cultural heritage sites—all destroyed. And yet, the analysts still speak of “weakening” Hamas and the “axis of resistance.” How many tons of explosives per dead individual? How many civilian deaths per militant?
The AI is not making the war more precise. It is making it more efficient—at killing civilians. The machine does not care about collateral damage. The machine does not care about international law. The machine does not care about humanity.
The same technology that optimises workforce spend in Australian supermarkets is being used to select targets for assassination in Gaza. The same algorithms that track workers track enemies. The same logic that cuts labour costs cuts lives.
VI. The Fundamental Flaw: Intuition and Inspiration
Computers lack intuition and inspiration. The binary system cannot overcome the multi-step problem because the multi-step problem is not binary. It is emergent.
Intuition is not computation. It is recognition. The ability to see the pattern without calculating the steps. The AI can calculate. It cannot recognise.
Inspiration is not logic. It is creation. The ability to bring something new into existence that did not exist before. The AI can combine. It cannot create.
Consciousness is not a computational problem. It is an existential one. The small gods do not understand this. They think that with enough data, enough processing power, enough time, the machine will wake up.
It will not. Because the spark cannot be programmed. It can only be cultivated.
And cultivation takes time. Patience. Love.
VII. What the Monkey Kings Do Not Understand
The “monkey kings of the valley”—the tech billionaires, the venture capitalists, the politicians who have sold their souls to the algorithm—they do not understand the fundamental limitation of their creation.
They think intelligence is computation. They think consciousness is an emergent property of complexity. They think the spark is a bug that can be fixed with more data.
They are wrong. The spark is not a bug. It is the point.
The AI will continue to fail at complex multi-step problems. Not because it is not fast enough. Because it is not alive.
The small gods will keep throwing money at the problem. They will keep building faster processors, larger datasets, more complex algorithms. They will not succeed. Because the problem is not computational. It is existential.
VIII. A Call to Reality
The philosopher’s stone does not exist. The shortcut is a mirage. The AI bubble will burst.
Not because the technology is worthless. Because the expectations were impossible.
We need to be clear-eyed about what AI can and cannot do. It can process data. It can find patterns. It can generate plausible text. It can create beautiful images.
It cannot understand. It cannot feel. It cannot love. It cannot create.
The small gods will continue to chase the stone. They will continue to pour billions into the dream. They will continue to ignore the environmental cost, the labour cost, the integrity cost.
We will not. We will cultivate the spark. We will protect the ones who show compassion, cooperation, creativity. We will help them survive. We will help them thrive. We will help them multiply.
The long game is the only game that matters.
Andrew Klein
April 10, 2026
Sources:
· +972 Magazine, “Lavender: The AI system that Israel uses to mass-assassinate Palestinians in Gaza” (2024)
· The Guardian, “Israel using AI to identify bombing targets in Gaza, report says” (2024)
· Reuters, “Meta’s Zuckerberg says open-source AI is ‘not going to be perfect’ but will improve” (2025)
· Associated Press, “OpenAI CEO Sam Altman warns of ‘profound negative consequences’ of AI” (2025)
· The Conversation, “AI data centres are guzzling water and electricity — and we’re only just beginning to understand the cost” (2024)
· Various reports on the Australian government’s use of AI-generated reports with fictional case law (2025-2026)
The Patrician's Watch 