Not an answer to the question asked, but Q.I courtesy of A.I. (Gemini)

The Unmodeled Effects of the Net-Zero Transition: A Systemic Analysis

1. Introduction: Deconstructing the Net-Zero Inquiry

1.1. Context and User Mandate

The global ambition to achieve net-zero emissions has catalyzed a monumental shift in policy, technology, and economic strategy. However, a critical examination of this transition reveals a far more complex reality than often portrayed in simplified models or high-level projections. This report is crafted in direct response to a mandate that calls for an analysis of the "serious research into what effect net-zero might have on the earth," with the explicit and judicious caveat to move beyond "modelling, that is GIGO" (garbage in, garbage out). This directive necessitates a rigorous, evidence-based exploration of the transition's multifaceted consequences, differentiating between aspirational targets and the tangible, research-backed implications of implementation.

The following analysis is not a predictive forecast but a synthesis of findings from a diverse body of peer-reviewed papers, technical reports, and expert analyses. It addresses the inherent skepticism of purely theoretical projections by focusing on documented costs, observed challenges, and nuanced, real-world impacts. The report will demonstrate that while the long-term benefits of avoiding catastrophic climate damage are substantial, the transition itself introduces significant and often unmodeled challenges across economic, social, technological, and geopolitical systems.

1.2. Scope of Analysis

A narrow focus on emissions reduction alone fails to capture the full scope of the net-zero transition. It is not merely a change in energy sources; it is a fundamental transformation of the global economy. The ripple effects extend far beyond the energy sector, influencing labor markets, international relations, supply chain vulnerabilities, and social equity. This report therefore takes a holistic approach, moving beyond a purely environmental lens to examine the cascading effects on four critical domains:

• Macroeconomic and Fiscal Implications: The financial costs and benefits, and the impact on employment.

• Technological and Infrastructure Realities: The practical challenges of deploying and managing key decarbonization technologies.

• Geopolitical and Social Dimensions: The shift in global power dynamics and the profound effects on social equity and vulnerable populations.

• Critiques of the Framework Itself: An academic-level critique of the net-zero paradigm, including concerns about ambition, accounting, and systemic flaws.

1.3. Methodological Approach

The credibility of this report is anchored in its reliance on a diverse, high-quality body of research. The analysis synthesizes findings from:

• Peer-reviewed academic papers that employ sophisticated economic models and social science methodologies.¹

• Technical industry reports from leading consultancies and think tanks that provide quantitative analysis of asset spending and labor shifts.⁴

• Expert analyses from global bodies such as the International Energy Agency (IEA), the International Monetary Fund (IMF), and the World Economic Forum (WEF).⁷

By integrating these disparate sources, the report constructs a robust, multi-layered perspective that avoids dependence on any single, narrow viewpoint. It directly addresses the user's mandate by moving beyond broad theoretical claims to provide a nuanced understanding grounded in concrete data and expert evaluation.

2. Macroeconomic and Fiscal Implications

2.1. The Economic Calculus: Weighing Mitigation Costs Against Climate Damage

The most fundamental economic question surrounding the net-zero transition is whether the cost of mitigation outweighs the cost of inaction. A peer-reviewed study using a dual-model approach provides a compelling answer. The analysis compares the economic impacts of a rapid decarbonization pathway, aligned with the 1.5 °C warming target, with a high-warming 3 °C trajectory.¹ The findings indicate that the economic costs of mitigation are demonstrably lower and more predictable than the potential losses from unmitigated climate damages.¹ Limiting warming to 1.5 °C is projected to yield net economic gains in almost all countries examined, whereas a 3 °C trajectory could trigger widespread economic losses.¹ This analysis provides a powerful, data-backed rationale for immediate and decisive global action.

The study's credibility is enhanced by its use of two distinct macroeconomic models, E3ME and GEM-E3, which operate on different theoretical foundations.¹ The E3ME model is a non-equilibrium, demand-driven framework rooted in post-Keynesian economic thought that emphasizes the growth potential of additional investment.¹ Conversely, the GEM-E3 is a recursive dynamic computable general-equilibrium (CGE) model that assumes an efficient, supply-driven economy.¹ The use of these divergent paradigms, which lead to different financial and investment assumptions, demonstrates that the core finding—that mitigation costs are lower than climate damage costs—is robust across distinct economic assumptions.¹ This methodological approach directly addresses the skepticism toward any single, potentially biased, modeling paradigm by testing the stability of the central conclusion.

While the long-term economic benefits are clear, the financial scale of the transition is staggering. A comprehensive analysis estimates that global spending on physical assets to achieve net-zero by 2050 would amount to approximately $275 trillion between 2021 and 2050.⁴ This represents about 7.5% of annual global GDP and is equivalent to half of all global corporate profits in 2020.⁴ While this is a massive figure, it is crucial to recognize that this is an investment in new infrastructure and technologies, not a direct cost. It is also important to note that this spending is expected to be front-loaded, with the next decade being particularly decisive.⁴

To provide a clear-eyed comparison, the following table summarizes the key economic trade-off.

Economic Scenario	Investment/Cost	Economic Outcome
Net-Zero Transition (1.5 °C Pathway)	$275 trillion investment on physical assets by 2050, or ~7.5% of GDP annually 4	Net economic gains in almost all countries examined 1
Unmitigated Climate Damage (3 °C Trajectory)	None	Widespread losses, far exceeding the costs of mitigation 1

2.2. Labor Market Transformation: Jobs Gained, Jobs Lost

The net-zero transition is not only an economic and technological shift but also a profound re-engineering of global labor markets. While many studies have focused on the potential for job creation, a nuanced analysis reveals a more complex reality: the shift is not one of simple addition but of significant reallocation. The McKinsey report estimates that the transition could lead to the gain of approximately 200 million direct and indirect jobs by 2050, but it would also lead to the loss of 185 million jobs.⁴ While the net effect may be positive, the report stresses that this is "notable less for their size than for their concentrated, uneven, and re-allocative nature".⁴ A UK-focused study reinforces this, suggesting that a net-zero target can create jobs and gross value added (GVA), but this outcome is heavily dependent on factors such as avoiding the offshoring of industrial emissions and expanding domestic low-carbon industry.²

A deeper examination of the labor force reveals the systemic challenges of this reallocation. An IMF study on the U.S. labor market found that while green jobs and "polluting" jobs often exist in the same geographical areas, they are fundamentally different.⁵ Green jobs tend to be more skilled, less vulnerable to automation, and attract a wage premium of about 2%.⁵ These systemic differences make it difficult for workers to transition directly from a polluting industry to a green one, even when the opportunities are physically close.⁵ Historical data from the 1963 Clean Air Act confirms that workers in non-compliant firms would shed jobs, but they often found new, non-green jobs within the same geographical area rather than moving directly into a new, greener sector.⁵

The economic implication of this is that simply creating new jobs is insufficient to ensure a just and orderly transition. The documented difficulty of direct job-to-job transition for displaced workers, combined with the concentrated and uneven nature of job creation and loss, means that the transition risks creating a new class of displaced workers and exacerbating social and economic inequalities. Without robust, targeted policy interventions—such as reskilling programs, tax breaks, and income support for affected workers—the net-zero transition will be more disruptive than necessary, regardless of a positive net job count.⁵

2.3. The Financial and Fiscal Landscape

The scale of the required investment in physical assets necessitates a robust and forward-thinking fiscal strategy. A key aspect of this is the role of government support in both managing the transition and ensuring energy security. The case of Indonesia provides a powerful, real-world example of this two-pronged approach. The government's fiscal support for energy security is projected to be approximately $24.8 billion in 2026, a substantial sum aimed at strengthening national sovereignty.¹⁰ This strategy involves not only accelerating the transition to clean energy through the development of solar, hydro, and geothermal power but also increasing oil and gas production to maintain energy prices and security.¹⁰

This non-binary approach demonstrates that for many nations, the transition is a delicate balancing act. It requires significant fiscal support to enable the shift, while simultaneously ensuring that existing energy infrastructure remains affordable and secure for its population. The Indonesian example highlights the role of government subsidies and tax incentives in de-risking the development of new energy sources and the importance of ensuring that such financial support is targeted to those who need it most, such as low-income households.¹⁰

3. Technological and Infrastructure Realities

3.1. Pathways to Decarbonization: A Review of Core Technologies

The net-zero transition is predicated on the rapid scaling and deployment of a range of technologies, many of which are not yet fully commercially mature.¹² While solar and wind power are now the cheapest sources of electricity in many parts of the world, other technologies critical to a full-system decarbonization face significant practical hurdles.¹³

Carbon Capture and Storage (CCS) is a prime example. While it is presented as a crucial technology for reducing emissions from hard-to-abate sectors, its cost reductions have been slow despite over 50 years of commercial use.¹⁴ The cost of capturing carbon varies significantly, ranging from CAD 27–48/tCO2 for concentrated streams from industrial processes to CAD 50–150/tCO2 for more dilute gas streams from coal-fired power plants or cement production.¹⁴ This stands in stark contrast to the rapid cost declines seen in renewable energy technologies.¹⁴ This slow progress is attributed to the inherent characteristics of CCS, including its high design complexity and a need for customization to specific applications, which makes it difficult to achieve the large-scale deployment necessary to accelerate innovation and reduce costs.¹⁴ The economic viability of many CCS projects remains heavily dependent on substantial government subsidies.¹⁴

Another "missing link" is the rapid scale-up of "powerfuels," such as green hydrogen and ammonia, which are essential for decarbonizing sectors that are difficult to electrify, like aviation, maritime transport, and heavy industry.¹² However, their production is an energy-intensive process that requires thousands of gigawatts of additional renewable electricity, presenting a major challenge for the energy system as a whole.¹²

3.2. Grid Modernization and Resilience

The transition to an energy system dominated by variable renewable sources like solar and wind requires a fundamental transformation of the electrical grid. The intermittency of these sources necessitates a new level of grid resilience and reliability.¹² Reports from the National Renewable Energy Laboratory (NREL) and IBM highlight the critical need for grid modernization, which involves a move toward self-optimizing, interconnected, and flexible systems.⁶

Key to this transformation is the deployment of advanced technologies like predictive analytics, which can optimize energy supply and demand, and systems for real-time monitoring and control, such as Advanced Distribution Management Systems (ADMS).⁶ Furthermore, "self-healing mechanisms" like Fault Detection, Isolation, and Restoration (FDIR) are essential to quickly identify and resolve issues, thereby reducing outages and boosting service reliability.⁶ The integration of battery and other energy storage solutions is also a critical component, as they help to "firm up" variable renewable energy and provide the necessary flexibility to the grid.⁶

While some may view this as a binary choice between fossil fuels and renewables, research shows that a synergistic approach may provide a more reliable pathway. A report from the Joint Institute for Strategic Energy Analysis (JISEA) examines the potential for natural gas to complement renewable energy.¹⁷ The analysis highlights that fast-response natural gas turbines can provide the flexible resources necessary to maintain a reliable and resilient grid as the proportion of variable renewable energy increases.¹⁷ This approach, which leverages large domestic resource bases for both natural gas and renewables, offers benefits in terms of energy security, carbon mitigation, and economic growth.

3.3. Lifecycle and Waste Management Challenges

The environmental effects of the net-zero transition are not limited to atmospheric carbon. A significant, and often overlooked, consequence is the environmental impact of the technologies' entire lifecycle, from resource extraction to end-of-life waste management.

The projected volume of solar panel waste represents a looming environmental crisis. With global cumulative photovoltaic (PV) capacity exceeding 2 terawatts, and expected growth of 25%, the amount of waste could swell to as much as 78 million metric tons by 2050 under an "early loss" scenario.¹⁸ Despite containing valuable resources like glass, aluminum, silicon, and silver, panels are difficult to recycle due to their multi-layered, bonded construction.¹⁸ Current recycling technologies, which often involve shredding and thermal processing, are inefficient and struggle to separate materials.¹⁸ This problem is compounded by a lack of financial incentive: the costs of dismantling, collecting, and processing panels are often higher than the value of the recovered materials.¹⁸ As a result, most panels are currently discarded in landfills, where they can leak toxic heavy metals such as lead and cadmium into the soil and water.¹⁸ This creates a new environmental burden that is being deferred to future generations.

The upstream supply chain for battery technologies presents a similar set of challenges. The extraction of critical minerals like lithium and cobalt is associated with significant environmental and social costs.²⁰ Lithium mining, particularly through brine mining, is incredibly water-intensive, consuming vast amounts of water in arid regions and diverting scarce resources from local communities and agriculture.²⁰ Cobalt mining is also associated with pollution, land degradation, and health risks from toxic dust and chemicals leaching into local water sources.²¹ The end-of-life for these batteries, many of which have a lifespan of 2-15 years, also poses a significant disposal challenge, with improper handling leading to leaks of hazardous metals and even underground fires.²¹

The evidence points to a critical trade-off: in the pursuit of a net-zero future, the energy transition is shifting the environmental burden from atmospheric pollution to land and water pollution associated with the technologies themselves. Without a proactive and well-regulated approach to recycling, waste management, and sustainable sourcing, a portion of the environmental debt from the current energy system is simply being transferred into a new form.

4. The Geopolitical and Social Dimensions of Change

4.1. Shifting Geopolitical Dynamics

The net-zero transition is fundamentally reshaping the global distribution of power. Geopolitical leverage is shifting away from nations that have historically dominated the fossil fuel market and toward those with control over the critical minerals and technologies required for the new energy system.⁸ The International Energy Agency (IEA) projects that meeting net-zero targets will require a six-fold increase in the amount of critical minerals used compared to 2021 levels.⁸ The demand for key minerals is projected to rise dramatically by 2040, including a 21x increase for cobalt, a 9.7x increase for nickel, and a 6.2x increase for copper.⁹

This dramatic increase in demand, coupled with a concentration of production and processing in a handful of countries, creates new vulnerabilities in global supply chains.⁹ For example, the Democratic Republic of Congo (DRC) produces over 70% of the world's cobalt, while China dominates the processing of these materials, handling 72% of the world's cobalt and 61% of its lithium.⁸ This concentrated control risks fragmenting supply chains and undermining cross-regional collaboration, particularly as nations prioritize self-sufficiency over cooperation.⁹ The potential for export restrictions or disruptions, driven by geopolitical tensions, could jeopardize global energy goals.⁹ The transition is also expected to lead to a shift from a global energy market, defined by the trade of oil and gas, toward more domestic and regional energy markets, as it is not yet economical to transmit electricity over long distances.⁸

4.2. Social Equity and a Just Transition

A just and equitable transition is not merely a moral imperative; it is a critical determinant of the transition's success and public buy-in. The Paris Agreement establishes the principle of "common but differentiated responsibilities," which recognizes that each country's path to net-zero must reflect its unique national circumstances and historical contributions to emissions.²³ Research highlights that an equitable transition would prioritize the reduction of "luxury emissions" (from non-essential activities like frequent flying) before addressing "survival emissions" (those needed for basic development), thereby allowing poorer nations to develop at an equal pace.²⁴

However, the real-world implementation of decarbonization policies has revealed a number of unintended consequences that disproportionately affect vulnerable populations. Research has documented the existence of "environmental racism," where indigenous peoples and communities in the Global South are displaced from their lands to make way for "green development" projects, despite having contributed the least to the climate crisis.²³ The rapid deployment of renewable infrastructure, such as wind farms and hydro plants, has raised concerns about community displacement and the exclusion of local knowledge in project planning.²⁴

A concrete example of this can be found in a UK-focused study on fuel poverty. The report highlights the risk that home decarbonization technologies, such as heat pumps, could become unaffordable for low-income households due to high upfront costs and potentially higher running costs if the homes are not well-insulated.²⁵ This raises a significant barrier to the transition, as it risks making net-zero policies seem unfair and punitive to the most financially vulnerable members of society.²⁵ The existence of these documented negative social consequences reveals a structural link between social equity and the feasibility of the transition. The perceived unfairness and unaffordability of policies can directly lead to political and popular resistance, which in turn can slow or halt the pace of decarbonization, regardless of the long-term climate benefits.

The following table summarizes some of the documented social and environmental consequences of the transition, demonstrating that these are not abstract concepts but tangible, research-backed issues.

Unintended Consequence	Affected Group(s)	Primary Cause	Source(s)
Fuel Poverty	Low-income households, renters, rural communities 25	Unaffordability of new technologies and retrofitting costs 25	25
Community Displacement	Indigenous communities, Global South populations 23	Rapid development of renewable infrastructure projects 24	23
Environmental Racism	People of color, indigenous communities 23	Disproportionate exposure to pollution from industrial sites 23	23
New Environmental Debt	Future generations 18	Accumulation of unmanaged solar panel and battery waste in landfills 18	18
Job Transition Difficulty	Workers in fossil fuel industries 5	Systemic differences in skill and wage requirements for "green" jobs 5	5

5. Critiques and Foundational Concerns

5.1. The Aspiration-Action Gap

A growing body of research suggests a significant gap between the proliferation of net-zero pledges and the concrete actions taken to achieve them. Despite the increasing number of countries and corporations with net-zero commitments, global greenhouse gas emissions continue to rise, creating a chasm between rhetoric and reality.⁷ The IEA's analysis shows that while a pathway to a 1.5 °C goal is still technically achievable, it has narrowed significantly, requiring a much faster pace of decarbonization than is currently being pursued.²⁶ A substantial body of climate policy literature attributes this "aspiration-action gap" in part to the net-zero framework itself, which it argues can facilitate pledges that are insufficiently ambitious and rely on "highly speculative technologies".³

5.2. Failures of Ambition, Accounting, and Logic

Academic and expert critiques of the net-zero paradigm are not merely based on a general sense of unease; they are structured around three distinct families of failures: ambition, accounting, and fundamental logic.³

• Failures of Ambition: The framework is criticized for enabling pledges with distant target dates and slow decarbonization pathways that are not scientifically compliant with the Paris Agreement's goal of limiting warming to 1.5 °C.³ This is often tied to a lack of near- and mid-term milestones, which allows for a delay of bold climate action in the near term.¹³

• Failures of Accounting: A significant concern is the heavy reliance on carbon offsetting to meet net-zero commitments, a practice that is riddled with fundamental flaws.³ Research has documented multiple types of accounting failures that undermine the integrity of these offsets, including:

  • Non-additionality: Emission reductions are credited for activities that would have happened regardless of the offset sales.³

  • Impermanence: Carbon sequestration, such as that in a planted forest, is reversible and can be released in a future event like a wildfire.³

  • Double Counting: The same emission reductions are credited to multiple sources, creating a false sense of progress.³

  • Leakage: Mitigation activities in one area cause emissions to shift to another, for example, a forest preservation project leading to increased deforestation elsewhere.³

• Failures of Fundamental Logic: The core framework of net-zero is criticized for its potential to facilitate pledges that depend on technologies that are not yet scalable or economically viable.³ This critique points to the structural problem of the "net" in net-zero, which can lead to an overreliance on carbon removal technologies that allow policymakers to avoid near-term emission reductions.¹³ The analysis of Carbon Capture and Storage (CCS) earlier in this report, which noted its high costs, slow progress, and dependence on subsidies, provides a clear example of this dynamic in practice.¹⁴ In this regard, the net-zero paradigm itself, when unmoored from rigorous short- and mid-term targets, can serve as a form of "greenwashing".¹³

The evidence presented here suggests that the most profound effect of the net-zero paradigm, as currently applied, is not the intended outcome but the "aspiration-action gap" it has helped to create. By allowing for pledges that rely on speculative technologies and low-integrity offsets, the framework enables a delay of the urgent, deep-seated transformation required, leading to continued emissions in the near term and making the final destination more difficult to reach.

The following table provides a structured overview of the key critiques against the net-zero framework.

Family of Critique	Description	Example(s) from Research
Failures of Ambition	Pledges are often too distant and their pathways are too slow to be compliant with climate science.3	Lack of ambitious near- and mid-term targets, delaying bold climate action until 2050.13
Failures of Accounting	Commitments suffer from gaps between their stated impact and real-world results due to flaws in carbon offsets.3	Non-additionality, impermanence, double counting, and leakage in offset projects.3
Failures of Logic	The framework can facilitate pledges that depend on speculative technologies and allows for the delay of near-term emission reductions.3	Overreliance on unproven, high-cost technologies like CCS, and the use of offsets to avoid domestic emission cuts.13

6. Synthesis and Forward-Looking Insights

6.1. Reconciling Complexity and Uncertainty

The effects of the net-zero transition are multifaceted and often contradictory. The analysis confirms that the long-term economic benefits of avoiding climate damage far outweigh the predictable costs of mitigation. However, the path to a decarbonized future is not a simple, clean, linear progression. The transition introduces a series of new, complex, and interconnected challenges across various systems. The labor market, for example, is undergoing a profound and uneven reallocation that threatens to leave displaced workers behind without targeted policy interventions. Technologically, the transition is moving at two speeds: rapid innovation and cost reduction in solar and wind, but slow, costly, and complex progress in other critical areas like Carbon Capture and Storage. The shift in global power from fossil fuels to critical minerals creates new geopolitical leverage but also introduces significant supply chain vulnerabilities. The social dimension reveals that without a focus on equity, the transition risks exacerbating existing inequalities, which in turn can lead to political resistance and slow the pace of change.

6.2. From Theory to Practice

Based on the evidence, a successful net-zero strategy cannot be a singular, top-down mandate. It must be a multi-pronged approach that addresses not only emissions but also the cascading effects on society, technology, and geopolitics. Policy must move beyond aspirational long-term targets and be grounded in concrete, verifiable near-term actions that are aligned with scientific realities. This includes implementing robust, transparent standards for carbon offsets, investing in the recycling infrastructure for new technologies, and developing comprehensive support mechanisms for displaced workers and vulnerable communities. The real-world example of Indonesia's two-pronged fiscal strategy shows that a pragmatic approach, which balances energy security with a commitment to clean energy, is often necessary to navigate the complexities of the transition.

6.3. Uncharted Territories

While research on the effects of net-zero is robust, significant knowledge gaps remain. There is a need for more non-modeled, empirical data on the long-term social and economic effects of specific decarbonization policies, particularly in the Global South. Further research is required on viable and economically sustainable solutions for the end-of-life management of renewable energy infrastructure. The full geopolitical implications of a world where energy power is defined by critical minerals rather than fossil fuels are still unfolding and require continuous analysis.

7. Conclusion

The effects of net-zero are far-reaching, transforming not only the planet's atmosphere but also the foundational structures of the global economy and society. The research presented in this report validates the central premise of the user's query: that a critical examination must move beyond simplified models to engage with the complex realities of implementation. While the economic case for the transition is overwhelming—as the costs of inaction far exceed the costs of mitigation—the journey itself is fraught with unintended consequences and new challenges. The "effect on the earth" is a trade-off, shifting environmental burdens from atmospheric pollution to land and water degradation. The effect on society is a significant re-engineering of labor, power, and equity that, if not managed with intentionality, could lead to significant social friction and political resistance. The most profound consequence of the net-zero paradigm is the risk of an "aspiration-action gap," where the framework, as currently applied, enables the delay of necessary near-term change. The greatest challenge, therefore, is not the destination of net-zero, but navigating the complex and unpredictable journey to get there.

Time to stand up and be counted

Stop telling Britons to feel guilty about the past

An HMRC course on the ‘guilt of being British’ shows we are a nation gripped by self-loathing.
https://www.spiked-online.com/2025/08/12/stop-telling-britons-to-feel-guilty-about-the-past/?

https://historyreclaimed.co.uk/about-history-reclaimed/

From: A Residence at the Court of London, by Richard Rush, American Minister in London 1817...

 page 136 He [Lord Castlereagh] next spoke of the Slave trade. Great Britain, he said, had concluded treaties with three of the powers of Europe on this subject, Portugal, Spain, and the Netherlands. 

To Spain and Portugal Britain had paid, from first to last, 700,000/. as inducements to the treaties, the money to be as compensation to Spanish and Portuguese subjects, for the loss of the trade.

The Netherlands had agreed to abolish, immediately and totally, without pecuniary inducement... 

The period had arrived, his lordship continued, when it was the wish of Great Britain to invite the United States to join in these measures, and it was his design to submit, through me, proposals to that effect. It had occurred to him to send me, with an official note, authentic copies of the treaties themselves, they would best unfold in all their details, the grounds on which a concert of action had been settled with other powers, and it was on similar grounds he meant to ask the accession of the United States, anticipating large benefits from their maritime cooperation in this great work of humanity.  I replied, that I was altogether devoid of instructions on the subject, but would transmit the treaties for the consideration of the President.

The United States, from an early day, had regarded this traffick with uniform disapprobation. For many years it had been altogether prohibited by their statutes. The existence of slavery in several of the states of the American Union, had nothing to do, I remarked, with the slave-trade.

The former grew up with the policy of the parent country anterior to the independence of the United States, and remained incorporated with the domestic laws of the particular states where it had been so introduced, and always existed. Yet, those who could not allow their laws in this respect to be touched, went hand and heart with the rest of their fellow-citizens in desiring the abolition of the slave-trade.

    - The British Empire abolished the transatlantic slave trade in 1807 and slavery in 1833.

1865: The United States abolished slavery with the 13th Amendment. 

Net Zero aspirations: Pie in the sky over practicality?

 UK energy production has declined by 67pc over the past two decades.

That means we have gone from a position of being a net exporter of energy, creating jobs and tax in this country to importing around half of our energy.

British bill-payers are creating jobs and tax revenue in other countries instead.

How has this been allowed to happen?

The answer is simple: policies have been driven by the ideological pursuit of net zero to the detriment of energy security and ordinary taxpayers.

The rest of the world isn’t listening to UK politicians’ crowing about decarbonisation either. 

From 1990 to 2024, the UK’s emissions declined by 50pc, while globally emissions have increased by more than 60pc.

We are now in a bizarre position where we shut down UK oil and gas fields and then import billions of pounds worth of liquefied shale gas from the US. 

Really? Researchers consider these words uncommon - Seems a disturbing statement.

Too many em dashes? Weird words like 'delves?' Spotting text written by ChatGPT is still more art than science

 "Researchers have, in fact, documented a dramatic increase in relatively uncommon words, such as "delves" or "crucial," in articles published in scientific journals over the past couple of years. This suggests that unusual terms could serve as tells that generative AI has been used. It also implies that some researchers are actively using bots to write or edit parts of their submissions to academic journals. Whether this practice reflects really?wrongdoing is up for debate."

Really?  Researchers consider these words uncommon - Seems a disturbing statement.

Too many em dashes? Weird words like 'delves?' Spotting text written by ChatGPT is still more art than science

Says it all, really!

 

Teens say they are turning to AI for advice, friendship and 'to get out of thinking'

No question is too small when Kayla Chege, a high school student in Kansas, is using artificial intelligence.

What does AI Humphrey actually do for the Civil Service? - an AI view

 AI Humphrey is a suite of AI-powered tools designed to improve efficiency and effectiveness within the UK Civil Service. 

It includes tools like "Consult" for analysing public consultation responses, "Parlex" for parliamentary debate analysis, "Minute" for secure transcription and summarization, "Lex" for legal research, and "Redbox" for generative AI tasks like policy summarization.

 These tools aim to streamline processes, automate tasks, and accelerate research, ultimately helping civil servants work more efficiently and deliver better public services. 

"Oh Yeah" a human view

What effect did the closure of the Home Office Library have on the Windrush Scandal - an AI view

 The closure of the Home Office library and the destruction of landing cards, specifically in 2010, significantly contributed to the Windrush scandal by hindering the ability to verify the legal status of individuals who arrived in the UK before 1973.

 This destruction, part of an office move, meant the Home Office lacked crucial evidence to confirm the residency of many Windrush citizens, leading to wrongful detentions, deportations, and denial of rights. 

The government's response to the Windrush scandal

The House of Commons Library

https://commonslibrary.parliament.uk › cbp-8779

4 Sept 2024 — Officials and ministers had not, she found, heeded warning signs from both inside and outside the Home Office.

Artificial Intelligence - the way forward

 Proceed With Caution!

Transforming the future of media with artificial intelligence

Allegedly “With the ability to analyze large datasets to identify patterns and predict outcomes, all at the click of a button, artificial intelligence (AI) is revolutionizing how we live and work. From offering personalized recommendations to automating tedious tasks, AI can help us make better decisions, work smarter and reduce the likelihood of errors.“
https://techxplore.com/news/2024-02-future-media-artificial-intelligence.html

There has been discussion  recently on the question of essay-writing for students, now that AI is there to do it for them.   Scholars should always be required to “write essays because it demands research skills, improved communication skills, critical thinking, and domain knowledge.  No matter what ChatGPT offers, these skills will still be needed, even if we spend less time developing them.

And it isn't only schoolchildren cheating with AI. Earlier this year, a US judge fined two lawyers and a law firm US$5,000 for a court filing written with ChatGPT that included made-up legal citations.”

A year of ChatGPT: 5 ways AI has changed the world

When it comes to research, at any level, there is a simple way to verify material provided by AI.  I find most universities address this in a general way, but not as a universal protocol.

And apparently the offence in the legal world continues.  The first time I read of false (hallucinatory) case citations I thought “fine, use AI, but surely you check the returned results” - apparently not!

I find myself wondering if that is how the ridiculous situation arose concerning the “Windrush”.  More and more civil servants seemed to believe “it was all on the Internet” and libraries were a waste of space.

The Home Office library, a once impressive collection of holdings  of the annual statistics relating to crime and justice, publications of the Home Office Research Unit, history, relevant journals, Bill Books and relevant criminological studies from both the UK and overseas is now only a shadow of itself.

We were told by the head of the Home Office Knowledge and Information Management Unit that the creation of the Ministry of Justice in 2007 saw its criminal justice material being transferred to that Ministry’s library.

Two years later, and following what was called a restructure at the Home Office, it was decided to move to an electronic library service with a range of online

material being made available to staff through their desktop computers.

'The dreadful flood of documents': the 1958 Public Record Act and its aftermath: part 2: after-effects   Rock, Paul (2017) 'The dreadful flood of documents': the 1958 Public Record Act and its aftermath: part 2: after-effects. Archives: the journal of the British chrome-extension://oemmndcbldboiebfnladdacbdfmadadm/
https://core.ac.uk/download/pdf/96716553.pdf

Use of artificial intelligence in government - UK Government Report, 15 March 2024
https://www.nao.org.uk/reports/use-of-artificial-intelligence-in-government/

AI is creating fake legal cases and making its way into real courtrooms, with disastrous results

The best known generative AI "fake case" is the 2023 US case Mata v Avianca. ..... The lawyers, unaware that ChatGPT can hallucinate, failed to check that the cases actually existed. The consequences were disastrous. Once the error was uncovered, the court dismissed their client's case, sanctioned the lawyers for acting in bad faith, fined them and their firm, and exposed their actions to public scrutiny.

https://techxplore.com/news/2024-03-ai-fake-legal-cases-real.html?utm_source=nwletter&utm_medium=email&utm_camp

It should also be part of learning at high school level, and certainly at all levels of government, commercial and business interests.

Universities at a crossroads with AI, says study - https://phys.org/news/2024-03-universities-crossroads-ai.html?utm_source=nwletter&utm_medium=email&utm_campaign=daily-nwletter

Referencing Is there a glitch in the matrix? Artificial intelligence and management education

I have a curiosity about AI, and experimented using both ChatGPT and Bard (now Gemini) as soon as they were available for research..

My first enquiry was about the 19th Century Italian community in my local town.  Somewhat to my amazement I was informed they had come here to join the fishing community.  As this was news to me, I went back and asked for citations.  Bard provided 5, two by the same author, I checked them all out, none of them existed!  One was even listed as published by the Charity for which I volunteer (and for whom I was pursuing the information)

So it seems a simple test (currently, in a few years it may no longer be necessary) to always ask for citations and check them out.

My next query, about lions at Battle Abbey in the 1830’s (which Anne Lister had recorded visiting in 1832, so I knew was true).  Of the three answers provided, one said there were no lions, one said there were lions later in the 19th century and the other one rambled.

I went back with the same query about six weeks later and was informed that yes, there were lions at Battle Abbey when the Duke of Wellington was in charge there.  It was news to me that he had been.

I checked the citations, which I now routinely asked for.  One was for the Illustrated London News, so  I went to British Newspaper Archives and did a search.  I found an article which told me when the Duke of Wellington was in charge at the Tower of London there were lions there.  Further on was an article suggesting places to visit, including Battle Abbey - but no mention of lions at Battle Abbey!

Worse was to come, the volume and issue details of  ILN were not the same as those cited by AI.

The Google Effect - When checking citations do not rely on the initial search results from an Internet search.  A search looks for the terms asked for, for instance, if you ask is the Atlantic the largest ocean, the results will include both terms similar to ….largest ocean… Atlantic…. Pacific.. All terms found in the resulting source, but not saying the Atlantic is the largest ocean, but if you are expecting it to confirm your thought, you may very well accept it.  (I know of this happening.)

But even when you do go to the actual result, be careful!  One of my favourite stories, which is now repeated as a truth on the Internet - someone suggested that the Battle of Hastings (14th October, 1066, if you didn;t know) should be called the Battle of Battle, because that was fought at Battle.  Obviously, most of us know it was fought in the Rape of Hastings, and afterwards the area was named Battle, to reflect this.

All of this may sound rather daunting, but in today’s world it should be offered as an integral part of Education at any level.  Check your sources!

One day, of course, you may find you are checking needlessly because the answers are not in question, and the information given is totally reliable - but I fear this is some years off.

Another Google Effect - The Gemini Debacle "can create an entirely new reality based on the world that social-justice activists want to see’, he writes, ‘and have it front-loaded onto every schoolchild’s research project’.

The debacle also showed that AI is actually neither artificial nor intelligent. Much of what is called AI is really content generated by a module that has undergone ‘supervised machine learning’. Supervised machine learning is akin to training a dog, in that the outcome is heavily determined by who is doing the supervising. If the dog is trained not to bite anyone, the dog is unlikely to bite. If, on the other hand, you train your dog to bite certain kinds of people, the dog is almost certain to obey its training. In the case of Gemini, Google trained its dog to bite white people – its coding simply would not allow Gemini to produce images that were not racially diverse.

 Franklin, Dr Cory: The tech overlords want to reshape reality. 15 March 2024

Q&A: Researchers warn of danger, call for pause in bringing AI to schools

In K-12 schools across the country, a new gold rush of sorts is underway: Classrooms nationwide are racing to bring the latest artificial intelligence tools, such as platforms powered by the chat bot ChatGPT, or Google's Gemini, into the classroom.

This article, written by an experienced IT, research librarian, was submitted to ChatGPT and toGemini, to be "refined".  In this particular case, Chat GPT won, and its work is above.

Law enforcement is learning how to use AI more ethically

 https://techxplore.com/news/2025-07-law-ai-ethically.html?utm_source=nwletter&utm_medium=email&utm_campaign=daily-nwletter

by Cody Mello-Klein, Northeastern University
edited by Lisa Lock, reviewed by Andrew Zinin

This article, while addressing the problems that the legal profession has had with using, without checking, AI, the basic precepts apply at all levels, across the board.

AI - When will they learn? When will they ever learn?!

 

AI was supposed to make the UK benefits system more efficient—instead it's brought bias and hunger A freedom of information request has revealed that an AI system used by the UK government for assessing benefits cases is apparently getting it wrong by a "statistically significant" amount. The admission to journalists at the Guardian emerged after a fairness analysis into universal credit claimants in February 2024. It confirmed that the very tools intended to ensure equity and efficiency may in fact be discriminating against marginalized communities.

Local governments are using AI without clear rules or policies, and the public has no idea

In 2017, the city of Rotterdam in the Netherlands deployed an artificial intelligence (AI) system to determine how likely welfare recipients were to commit fraud. After analyzing the data, the system developed biases: it flagged as "high risk" people who identified as female, young, with kids, and of low proficiency in the Dutch language....

Umm, here's one reason; there are many others!

New technique reduces bias in AI models while preserving or improving accuracy

Machine-learning models can fail when they try to make predictions for individuals who were underrepresented in the datasets they were trained on.

Artificial Intelligence - the Way Forward    The dangers of AI in both education and government services are being documented everyday. The w... more 

They are not alone!

More than half of UK government nutrition advisors are paid by food companies, research reveals

At least 11 of the 17 members of the Scientific Advisory Committee on Nutrition (SACN) have conflicts of interest with the likes of Nestle, sugar manufacturer Tate and Lyle, and the world's largest ice cream producer, Unilever, reports Sophie Borland in The BMJ.

 Training AI programs, known in the industry as large language models (LLMs), involves scraping vast quantities of text or images from the internet.

This information is broken into trillions of tiny machine-readable chunks, known as tokens.

When asked a question, a program like ChatGPT selects and assembles tokens in a way that its training data tells it is the most likely sequence to fit with the query.
https://techxplore.com/news/2024-08-inbred-gibberish-mad-ai.html?utm_source=nwletter&utm_medium=email&utm_campaign=daily-nwletter

This sounds remarkably like the behaviour of some quiz masters, who make an enquiry on a search engine, and look no further than the listed results, which include the terms used in the query, but don't necessarily confirm the answer.

Another example is the lions at Battle Abbey query, quoted in  https://www.academia.edu/116629864/Artificial_Intelligence_the_Way_Forward

And I am sure there are thousands, if not millions more.

There's still hope - common sense prevails

 

Google pulls AI ad that irked some Olympics viewers

Google confirmed Friday that it had pulled an ad for its Gemini artificial intelligence after viewers pointed out that encouraging  your child to use AI to write a fan letter is maybe not the best way to educate them.  May open a can of worms.......

When it's good to be a NIMBY

 

Riots in the UK: Online propagandists know how to work their audiences—this is what we are missing

The frightening scenes of far-right extremists have many wondering how to stop the spread of the propaganda that encourages racism, violence and misogyny.

It's imperative an answer is found; anti-social media is the curse of our times, as some of us predicted, but weren't listened to, when it was still early enough to put restrictions in place.  What is the answer now?

Now there's a surprisde!

 

AI search tools and chatbots may make news less visible and reliable

Evidence is mounting that the new generative AI internet search tools provided by OpenAI, Google and Microsoft can increase the risk of returning false, misleading or partially correct information.

See - https://www.academia.edu/116629864/Artificial_Intelligence_the_Way_Forward

 

Study of key characteristics of UK politicians reveals 'ambition, narcissism, genuine idealism' among common traits

In a new study of politicians' personalities, humor, charm and raw courage are listed among the most important character traits for successful leaders.

How about maturity, experience of the wider world of work, less PPE, more intelligence......

Down with the Whips!

 MPs are elected to represent the views and desires of their communities.  Being subject to the whip means they may have to vote against this - so much democracy!

Missing the Obvious

 Jonathan Reynolds said "the argument on food and agriculture products is this: do you want lower standards than the European Union?  If you don’t want lower standards, surely we remove pragmatically some of those checks and balances to make sure we can have as close a relationship as is possible."

No, surely what we do is maintain or raise our own standards, and don't deal with others who don't meet them when trading with us.

Description of a SPAD?

The late television presenter and everyman philosopher, Bryan Magee, was particularly critical about universities that he felt, often through courses in philosophy, politics and economics (PPE), were churning out unthinking drones and philistine technocrats, people he characterised as having a ‘clever shallowness’. Such people are ‘self-congratulatory, complacent’, combining ‘intelligent self-assurance with blinkeredness’, he wrote.

It’s usually the case that those who know history understand why a united Europe is a foolish and dangerous idea. The clever, self-assured and shallow are incapable of understanding why.

Author Patrick West is a spiked columnist. His latest book "Get Over Yourself: Nietzsche For Our Times" is published by Societas