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Monday, June 29, 2026

Cuba’s postponed transition

First published in Spanish at Temas. Translation by LINKS International Journal of Socialist Renewal.

Any Cuban who has been paying attention since 1993-94 knows that Cuban socialism has not been the same since then.

After socialism’s collapse in Eastern Europe and the Soviet Union’s dismantlement, things in Cuba changed dramatically. The market and private sector were introduced, the US dollar was legalised, most state-owned land was redistributed and Cuba opened up to foreign investment. This not only created a new economy and new relationship with the world, but new perspectives on socialism as a system, including its reversibility.

These policies were initially justified as a response to the crisis known as the “Special Period in the Time of Peace”, or at least they were presented that way at the time. As the crisis eased — or so it seemed (for a time) — these changes slowed. Yet their ideological consequences (what sort of socialism are we building?), and especially their impact on social inequalities and poverty, continued to spread.

Policies that had levelled the playing field between different social classes and groups in Cuba, such as a very limited wage structure, a basic food basket subsidised through the ration card system (the “ration booklet”), price controls, free services and subsidies of all kinds, gradually faded away, formally or de facto. Wages and income diverged, access to foreign currency altered the established relationship between wages and training, and production levels failed to recover.

Despite the supposed temporary nature of the crisis, Cuba never returned to the level of well-being and the vision for the future that had existed, above all in the decade prior to the Special Period.

More than a decade after those measures — approved and implemented under Fidel Castro’s leadership — a document entitled “ Economic and Social Guidelines” was publicly discussed in a mass consultation and officially adopted at the Sixth Congress of the Communist Party of Cuba (PCC) in 2011. Five years later, barely 23% of agreed-upon policies had been implemented.

In 2018, a public consultation on very broad constitutional reforms yielded unexpected results. These included the fact that the most controversial parts of the new text were not the radical changes to diversify means of production ownership, market expansion, or allowing private capital access to sectors such as agriculture and services (including those nationalised in 1960).

These transformations did not provoke opposition, despite their fundamental scope. The new Constitution, approved by an overwhelming majority in 2019, prioritised equity — instead of equality — and addressed income inequality without outlawing it.

From the early 1990s to now, more and more experts, within and outside Cuba’s institutions, have proposed a reform program that goes beyond the scope of an anti-crisis package.

Although none have proposed policies like those that marked socialism’s dismantlement in Eastern Europe and the Soviet Union, quite a few were branded emissaries of capitalism.

Despite the differences in documents issued over the past 30 years regarding the nature of Cuban socialism, misgivings towards any proposed reform persists to this day.

Following the United States' intervention in Venezuela on January 3, I [Rafael Hernández] asked a group of economists and political analysts the question: what should our key strategic priorities be to overcome the crisis while addressing the complexity of the moment?

Some readers told me clearly that my respondents’ answers were “excessive” (ie: neoliberal).

Now, the National Assembly of Popular Power (ANPP) has approved a reform program that far exceeds, in its radicalism and scope, anything these experts ever proposed. Nevertheless, views that identify reforms with the virus of capitalism persist.

If one reads, for example, foreign media outlets that are supposedly well-informed about what is happening now, one sees them equating recent transformations with concessions to capitalism and socialism’s definitive collapse. They are just like the local fundamentalists. It is as if nothing has changed in Cuba since the fall of the Berlin Wall.

In an attempt to shed light on the complex questions arising from the 176 measures debated in the ANPP, I spoke to three pioneering economists who anticipated them in their writings and talks, and whose way of thinking, persistence and commitment I know well: Juan Triana Cordoví (JTC), Omar Everleny Pérez-Villanueva (OEP) and Julio Carranza (JCV).

I thank them for answering my multifaceted questions and for replying in record time.

According to some economists, the focus of the reforms is, or should be, expanding the private sector into all those activities where it could operate more efficiently than the state or public sector. Will this, or should this, be the focus of the proposed economic policy? Would this not imply, in the medium term, the private sector swallowing up the public sector?

JTC: There is not just one central focus in the reforms, but at least two or three. One is expanding the private sector and its role in the economy. Another is reforming state-owned enterprises, which has been postponed so many times.

I do not think the private sector can swallow up the public sector. The public sector is still very large and powerful; it would take a lot of work for the private sector to displace it, especially since it is still a nascent sector.

OEP: The private sector must play an essential role in the proposed economic policy. Not because it is private, but because Cuba’s problem is, more than financial, a problem of supply of goods and services. The state currently lacks the financial resources to produce what the private sector can.

I do not think it is going to swallow up the public sector. Everyone has their own space.

The first thing to define is the size of the public sector. Energy, steel, all those types of production requiring large amounts of capital, can only be guaranteed by the state.

But in retail, food, personal services, the private sector could fill a large hole.

In the past, the public sector has been inefficient for various reasons. The state has diverted resources generated by socialist state-owned enterprises. Those rules have to change.

JCV: A fundamental part of the current approach is granting businesses the recognition and powers they need to operate, whether state-owned, cooperative, private or mixed, whether national or foreign owned. They should all be integrated into state-regulated markets. State-owned enterprises should be subject to strategic and financial planning, not the still existing bureaucratic and administrative approach.

Prejudices against the private sector must be overcome. The sector must be given the role it deserves. The private and cooperative sectors have an important and essential role to play; their interests must be recognised and represented, but under no circumstances should these individual or business interests — however legitimate they are — be imposed above the general and overriding interests of the people and nation.

Of course, the fundamental, strategic means of production must remain under social ownership with legal protection. All efficient public enterprises must also be maintained and developed.

The state sector that emerges from this must be efficient and competitive. This does not preclude certain activities that, by definition, operate at a loss and, given their function, must be state subsidised. But these should be few and fully justified.

Key sectors such as education and health must also remain under state control and be allocated the needed resources, even if some specific activities within these sectors are transferred to the private sector. This is already happening with some pharmacies and optical and dental services, where ownership is mixed.

These measures will exacerbate social inequalities, but these must be regulated and accompanied by a progressive and rigorous tax policy. Income disparities must result from efficiency and hard work, not corruption and illicit activities. Social policies must be strengthened to support a weary and now impoverished population. The principle that no one should be left behind must be upheld.

We must prevent perverse privatisations carried out without a competitive tendering, which benefits special interest groups, many from the old bureaucracy. We saw what happened in Eastern Europe.

These dangers are present, and the means to anticipate and control them must be put in place. At the heart of this lies the participation and political power of the population, through the effective functioning of popular power institutions and the republic’s oversight bodies — its political and social institutions, first and foremost the PCC.

To adequately play this role, however, these institutions must be reformed, including the PCC. For the state, the Comptroller General's Office must play a crucial role, its function encompassing all sectors of the economy without unjustified exclusions.

The country's democratic institutions, first and foremost parliament, must have an active and diverse voice, reflecting Cuban society today and in the future.

An efficient public sector, with genuine autonomy to plan, decide on production, redistribute profits among its workers and involve them in decision-making, operate in the foreign exchange market, and establish agreements with other companies, whether public or private, national or foreign, seems like a very different beast from the current one. Is such a metamorphosis possible? What needs to happen to allow this transformation? And within what timeframe?

JTC: The transformation of state-owned enterprises must be deep and far-reaching. We can not expect it to happen quickly. But this metamorphosis, as you call it, can happen because, although this is sometimes overlooked, we have very capable entrepreneurs who have not been allowed to develop into true business leaders.

This transformation will not only take place through direct measures on state-owned enterprise management, but also through indirect actions. Some of the policies being discussed and approved today will compel this metamorphosis: participating in the foreign exchange market, establishing much more fluid relationships with foreign companies, and free exports and imports; all of this requires change in that sector.

What else should happen? Let entrepreneurs get their act together, or at the very least do not take away their initiative once they have started, which has happened.

It is very difficult to set a timeframe. It involves a learning process, which requires shedding old habits, unlearning them, adopting new ones and learning all over again. I would not dare set a timeframe for that process, but it will not be short — it will not happen in six months. Some Cuban companies started working with foreign firms and transformed themselves quickly, but it is always a complicated process, as unlearning and relearning is relatively complex.

OEP: There will be different stages to the reform. One stage, in the first two years, will be what some economists identify as a stabilisation stage. Next will come a stage of structural changes, of between two and five years, which is where the deepest changes will occur.

In the first two years, we must focus on three vital issues: energy, food and infrastructure. Cuba’s population faces critical problems, such as water, solid waste collection and other public services that need restoring.

Then we have to determine which sectors and areas are going to be prioritised.

I still see tourism as important, and the possibility of private tour operators and tourism agents emerging offers some assurance that this sector can recover. For example, if a small hotel — say with 30 or 40 rooms — or hostels and motels can be managed by a private entity, why not do it, especially if foreigners already own them?

The government has a very concrete plan and has been very skillful, very pragmatic in recent days in raising proposals that it would not have thought of at another time.

We need to switch to private foreign exchange bureaus (CADECAs), because currency is being exchanged on the street anyway and that is money is not reaching the state. Why not establish CADECAs and charge a tax on transactions?

Another important step is eliminating the monopoly on foreign trade, so that all forms of ownership can import and export directly. If someone wants to do so through an experienced state-owned enterprise, they should be able to. But it should not be mandatory.

Likewise, we must eliminate the employment agencies, which have been an obstacle for foreign investors. And, above all, we must tackle the external debt. If the debt is not resolved, a lack of financing will continue.

An efficient public sector concentrates its resources in specific entities. For these to be efficient, they require a law governing businesses that places them all on an equal footing. This will allow the state sector to participate in the foreign exchange market and retain a portion of its profits to restore production and offset capital depletion.

With the rules applied to date, certain goods and services cannot be guaranteed. Of course not! If a state-owned company is profitable, but the state collects those profits for a “common good” — such as producing certain goods for the entire population — that may be justified. However, it undermines the company’s capacity.

In the medium term, they should be given the same opportunities that the most dynamic sector of the economy has enjoyed to date, which is currently Cuba’s largest food importer (the figures back this). The public or state sector does not have the ability to use remittances to decide where to buy and at what prices.

Autonomy has to be real. I believe the path ahead will include improved competitive conditions.

JCV: The current situation presents urgent needs that must be addressed as a priority. A comprehensive and deep transformation of the economic model is also needed. These are interdependent aspects, but should not be confused.

The immediate response to these urgent needs is determined by the fundamental problems affecting the population: energy, food, water, health, public hygiene, mobility, etc. This response requires access to more external resources. That is why the issue of debt and access to credit, investment, etc, is also a priority. The proposed measures include ways to address these urgent needs.

The other aspect is the comprehensive transformation of the economic model. This is necessarily a slower process, although it must be sped up as much as possible, and must begin with restoring macroeconomic equilibriums: fiscal deficits, inflation, external deficits, etc. This process takes longer because there is so much that needs to be transformed.

It is essential to define stages, spheres of action, general and specific objectives, indicators, and so on. Above all, to have a clear strategic vision and the political capacity to correct inevitable deviations. Otherwise, we could end up with a grim and undesirable outcome, from which there may be no coming back. I have written about at length and proposed all of this since my 1995 book, and in many subsequent texts with corresponding updates.

Today, politics is more important than ever, despite what some may think. Not to obstruct or halt the reform process, but to guide it along the needed path while always responding to the nation’s interests and not those of spurious sectors or groups, much less imperialist pressures. Therein lies a fundamental challenge. In a recent article, I said ideas, not uncontrolled events, should be the driving forces behind this process.

One feature of this new socialism, as set out in the new constitution, is decentralisation, particularly transferring powers to local levels. Seven years after that constitutional provision was adopted, we still do not have a law granting these powers. However, decentralisation and the strategic role of municipalities are now being emphasised. Are local governments prepared for this autonomy? Are they capable of administering their resources, handling domestic and foreign investment, designing fiscal and employment policies, overseeing basic services and adapting social policies to their needs? What needs to happen for local governments to fully assume this role? What are the risks involved in decentralisation?

JTC: I do not think local governments are prepared for the autonomy granted to them. That is the simple answer.

As for what needs to happen for them to be ready, one thing already happening is being granted areas of responsibilities, certain rights and obligations. The other thing that needs to happen is training suitable personnel for the task.

If you look at local governments today, they are not only “poor” because they are in poor areas, but because their staff are probably not the most suitable, although, mind you, they may well be the most dedicated.

Undoubtedly, there are many risks involved in decentralisation, ranging from misinterpretation of national policies to corruption. I do not dare list them all as new ones keep popping up.

Having the ability to interpret national policies, adapt them to local needs and generate one’s own policies involves risks and, undoubtedly, possible mistakes. I would rather take that risk than do nothing at all.

OEP: One shortcoming affecting both local and central levels is the lack of staff preparedness. Sometimes, someone appointed is unprepared or lacks expertise. Given the challenges ahead, local governments should be better prepared and granted the prerogatives they lack — powers that have been announced but, in practice, not granted. Local autonomy must be accompanied by training and incentives to enable leaders to effectively manage resources at that level.

If salaries are low and unmotivating, people will not be willing to take on municipal leadership roles. Before assuming positions, say in municipal education, people will be more interested in working in the private sector, where they can earn 10 times more. All these imbalances must be corrected. But I do believe in local government; we must work hard to prepare for what lies ahead.

There are indeed risks with decentralisation, but we must accept them. Previously, central government measures were implemented in a context where the state could manage resources. Today it does not have them, nor will it in the coming years, because today we are on our own. This means we will not have the access to the credit or allies we need, as we lost them due to mismanagement.

If a friend gives you, say, a fleet of buses for your public transport system, and you do not pay for them, they will not give you spare parts for those buses. That is how we have treated friends such as China, who help by selling to us on short payment periods but at very low interest rates. They allowed us to pay with products such as nickel, but we stopped sending nickel because we no longer produce it.

All that needs to be corrected. That is the only way forward; there is no other option. We have to overcome all adversities, but this comes at a cost. Not so much a greater social cost, because social reform has already been implemented — I will tell you more about that later.

JCV: Decentralising to the municipalities must be done with extreme care. It is positive and needed, and could make governance more democratic and efficient, but not if it is done in just any manner. Municipal decentralisation must not mean that the central government shirks its own, non-delegable, responsibilities.

A country is not simply the sum of its municipalities, not even in countries with strong federal structures. Municipalities are very different from each other, and their coordination and complementarity as parts of a whole is an inalienable responsibility of the central government.

Economic policy and implementing the national development strategy are central government responsibilities. Successful municipal decentralisation should not mean eliminating the central government’s essential role, because we are one nation.

Also, for decentralisation to function properly, municipalities must have the resources needed. First and foremost, they need capable staff and officials. Meritocracy (ability, training, ethics, integrity, empathy and commitment) should determine appointments and selections at this level, as it should at all levels.

In general, the calibre of municipal officials and civil servants is below what is required for this complex function. Of course, this work should pay what it deserves.

Against a backdrop of undercapitalisation, lack of financing, high external debt, deteriorating infrastructure, and energy and food crises, where can the investment needed to revive the economy and restructure the model come from? Do Cuban emigrants have the capital and will to become that main source? To what extent do the political circumstances within the Cuban diaspora facilitate or jeopardise this? Would it be possible without the US and Cuba returning to the path of normalisation?

JTC: The investment needed to revive the economy and restructure the model can come from different sources.

One is foreign investment, which may feel encouraged by decisions to facilitate and expand opportunities in the country.

Another source could be the opportunities offered by the BRICS. This requires a thorough understanding of how to negotiate and participate within that framework.

A third source could be domestic capital — not just private capital, but also capital from successful state-owned enterprises that want to invest to grow and diversify. They should be allowed to.

There are also loans that multinational organisations and individual countries can provide. They are much harder to access these days, but I would not dismiss them entirely.

Finally, there is capital from Cubans living abroad. To what extent do political circumstances in the Cuban diaspora facilitate or jeopardise this? So far, the history of this relationship has been very complex — you know this far better than me. It means that a segment of that diaspora is very wary of investing in Cuba.

On the other hand, Cuba’s legal framework is still not well understood. It needs significant refinement and improvement to provide to investors in general, and particularly Cuban investors who have lived in Cuba. This uncertainty must be eliminated by creating a set of very clear rules that incentivise and guarantee this participation.

Most of the Cuban diaspora lives under the constant risk and threat of the restrictions the US government imposes on Cuba. They must constantly monitor whether they are breaching any US laws that could make them subject to reprisals. This is undoubtedly a reality and could complicate large-scale investment by Cubans living abroad.

If the US and Cuba do not return to the path of normalisation, it will be difficult, but not impossible. I would have to elaborate at length to explain, but as things stand, there is already investment of capital by Cubans living abroad in the national economy. Taking these facts into account and as a measure of the truth, I would say that it is possible, even if there is no normalisation of relations between Cuba and the US.

OEP: We must recognise that Cuba’s natural economic environment is the US, given proximity and the fact that it has received most Cuban emigrants. But the US government has been very aggressive toward Cuba, and sanctions have been particularly severe in recent months.

However, Cuba needs to do what it can to promote normalisation. I have learned that Cuban emigrants have capital and could become an important source of funding. But for that to happen, legislative changes are needed. Negotiations must take place to analyse the issue of nationalisations and other pending matters, which must be resolved.

Where possible to exchange investment for assets, via a swap arrangement, this should be done. If we have a hotel with only 10% occupancy, an emigrant could manage the hotel and receive a portion of the profits. There are many options.

It will be very difficult for Cuba to access the needed capital if relations are not repaired and normalisation not achieved. Because capital today is transnational and although many companies would be willing to invest in Cuba, they won’t if they are going to be sanctioned by the US. That is what happens right now.

But we cannot give up; we must seek any positive alternative, without surrendering sovereignty but without being too rigid, because there is no other way to resolve the problems you have raised. External financing is a priority.

The state must undertake a two-year stabilisation process to resolve two key short-term problems: energy and food. It will no longer guarantee the ration card system as in the past; it simply does not have the means. This will help people understand that the socialist Cuba that existed prior to 2026 is no longer viable, and that to maintain it under new conditions requires restructuring the model.

We need to build a social market model. One mistake in recent years has been failing to implement the reforms that many suggested, especially Russia and China, where all forms of production — especially private ones — would have carried greater weight. Cuba was far too slow to implement them.

Today we are doing so when we have no other options. Negotiating under these circumstances is very difficult, because we have to accept many things that would not be accepted at another point in history, above all to save the country.

JCV: As mentioned before, resource allocation is a fundamental problem, a major bottleneck affecting the national economy; so accessing new resources is a matter of urgency. And resolving the debt issue is essential.

I proposed swapping debt for assets and investment; this is entirely possible and probably the most viable option. There are many resources and capabilities that are currently underused, and many are falling into disrepair.

Of course, this must always be done rigorously yet swiftly; we must ensure that the pressures of the moment do not lead to ill-advised decisions affecting the nation’s sovereignty and control over strategic resources.

The Cuban diaspora is part of the nation. Part of it possesses capital and entrepreneurial capacity, although this is not the majority, which consists of wage earners. Everyone, however, should be able to participate in some way; the former, through investments, technology, trade, markets, and so on.

This must be part of a shared commitment. All guarantees should be provided transparently and without hesitation, establishing laws and regulations on what can and cannot be done. In other words, broad and clearly defined scopes and safeguards, in line with a national project embraced by all, including, hopefully, those who have been hostile. This is a highly topical political issue.

The short answer is: yes, they should play an important role, without sacrificing their individual interests. There will always be risks, but we must face them with intelligence and resolve. The most important thing is people’s interests and wellbeing. Is it difficult to reconcile all this? Yes. Is it impossible? No. It is perhaps the most important political challenge today.

The most desirable scenario involves negotiations with the US, as it could significantly change the situation, help overcome the economic crisis, and so on. I believe the government has worked and continues working intensively on this, now with the benefit of years of experience, historical lessons, past mistakes, and so on. But the question must always be: what to negotiate, and to what end?

Here the answer must be crystal clear. We need a broad position that includes many sensitive decisions, but containing very clear points on what is non-negotiable under any circumstances. It has been said that sovereignty and internal order are non-negotiable; I agree. Cuba’s internal affairs are a matter for Cubans — for all Cubans — and them alone.

The US government must be aware and confident that Cuba is willing to progress and put a lot on the table, except what is non-negotiable. This could lead to a relationship based on respect and mutual benefit. However, will the US government — and this administration in particular — be willing to establish a suitable framework for negotiation?

Cuba must work toward this, but must prepare for the worst-case scenario, including unwanted military aggression. Sovereignty, properly understood, is non-negotiable; this requires no academic justification. It is the historic will of a people demonstrated for almost two centuries. Now is no different. Negotiation, yes — as much as possible, realistic, and comprehensive. But under no circumstances can we accept impositions and concessions on sovereignty.

Since 2011, successive reform programs have been adopted, agreements reached at PCC congresses, and a new constitution and new laws approved. However, the reform process has stalled and, to some extent, seems to have lost its way. What reasons are there to think things will be different going forward?

JTC: I would say there are many reasons and none at all.

The first reason for thinking differently is the international context Cuba finds itself in, which has changed dramatically and creates significant stress for the country. This situation could speed up the reform process and prevent repeating past mistakes.

Second, there is the constant threat from the US and its intentions to change the country, according to their own vision of what needs to change. Obviously, it is a driving force behind this reform process, and ensures we do not take a step backwards.

Third is the economic and social situation, the polycrisis we are immersed in and constantly suffering. Without reform, it will be very difficult to emerge from this polycrisis.

We must also understand that this government has been through a learning process. Today, it is in a situation with very few alternatives other than following a reform path that was already broadly mapped out but never followed; instead, it was halted and reversed. Now we must implement these reforms, and that is undoubtedly another reason. There is a learning process here, and that matters a great deal.

OEP: The model that is being proposed is different. While we have approved dozens of programs, reached thousands of agreements, and taken stock of PCC congresses, the constitution, the laws, etc, the country has still not made progress. Obstacles preventing progress include fear of the private sector, which is an ideological problem.

Today must be different because, I reiterate, Cuba is alone in the world. Never before have we faced such a moment of multiple crises. We have a financial crisis, a food crisis, prolonged blackouts, problems with medicine, and transportation problems, all at once.

A Cuban family today sleeps poorly, eats poorly, walks to work, has low wages, and faces high inflation. No other time in Cuba’s recent history — since the 1990s — has seen such a turbulent and complicated situation.

If we want to save not just the model, but the country, we have to do things differently. If we keep doing the same thing, we will continue redistributing misery. If new policies require constitutional changes, we must make them. If we have to remove the constitutional clause prohibiting the concentration of income and property, then so be it.

As long as the private sector is legitimate, as long as it is legal, and as long as it provides certain goods and services, why be afraid of it? The state’s strength lies in its ability to tax these activities and redistribute revenue throughout society.

For me, the only difference is that we must build a country with a market.

JCV: We have reached a make-or-break situation: external aggression on one side (which is not just the blockade) and internal shortcomings on the other, including the tremendous delay in implementing comprehensive and far-reaching economic reforms. That is one of the main errors; we have been arguing this for at least three decades, when it became evident that the bureaucratic planning economic model had run its course.

If one reads documents approved at party congresses since 2011, and the 2019 constitution, it becomes clear that this reality was understood from the outset, and that documents were approved that provided the needed political and legal scope for reform. However, inertia, misunderstandings, dogmatism and vested interests have been a constant obstacle.

What is new is that this has been acknowledged and there is the political will to move forward despite that resistance. It will be difficult, but the journey has already begun. We must be wary of that Cuban maxim since colonial times: “Acknowledged, but not obeyed.”

We must overcome entrenched obstacles, as strong as they are diffuse, making them so difficult to eliminate. They will always be present, but with consensus, essential popular participation, accountability and effective leadership, we can do it..

It is difficult to declare oneself a pessimist or optimist in the face of such a complex process. We must be realistic and, as Antonio Gramsci said, perhaps move forward with pessimism of the mind but always optimism of the heart.

Sunday, June 28, 2026

 

Plastic bottles could find new life in batteries as graphite



Penn State





UNIVERSITY PARK, Pa. — A plastic bottle tossed into a recycling bin could one day help power an electric vehicle, smartphone or renewable energy storage system, according to a team of Penn State researchers.

In a new study, researchers converted waste polyethylene terephthalate, or PET, into highly ordered synthetic graphite, a crystalline form of carbon. The formed graphite exhibited large, well-ordered crystallites — or microscopic regions of well-aligned carbon layers — indicating a highly organized crystal structure. These properties exceeded those of commercial natural graphite samples, indicating that the PET-derived material had a more ordered crystal structure. Such structural ordering is a key indicator of suitability for high‑quality anode materials when compared to natural graphite commonly used as a benchmark in battery research.

The findings, published in Diamond and Related Materials, suggest that a common waste material could become a valuable source of battery-grade carbon.

"Most people think of a plastic bottle as waste once they're done using it," said Shakshi Sekar, lead author of the study and a doctoral student in Penn State's John and Willie Leone Family Department of Energy and Mineral Engineering. "Our work shows that the same material can become a valuable resource for producing graphite, which is essential for modern battery technologies."

Classified as a critical mineral by the U.S. Department of Energy, graphite is an integral component of lithium-ion batteries, serving as the anode material that stores and releases electrical charges. As demand for electric vehicles, consumer electronics and grid-scale energy storage systems continue to grow, so does demand for battery-grade graphite.

At the same time, PET remains one of the most widely used plastics in the world, according to the National Association for PET Container Resources. Although many consumers place plastic bottles in recycling bins, much of that material is ultimately discarded, downcycled into lower-value products or sent to landfills.

The research team said they saw an opportunity to address both challenges.

By combining shredded PET plastic with small amounts of graphene oxide and heating the material through a carefully controlled thermal process, the team was able to reorganize carbon atoms within the plastic into highly ordered graphitic structures.

"We're not simply finding a use for waste plastic," Sekar said. "We're creating a valuable material that could help support the growing demand for batteries and clean energy technologies."

The researchers found that adding just 2.5% graphene oxide by weight produced the highest-quality graphite. Under those conditions, the material developed crystallite dimensions that exceeded those associated with natural graphite, indicating an exceptional degree of structural order.

According to the researchers, oxygen-containing functional groups located along the edges of graphene oxide sheets help initiate and promote lateral graphite crystal growth. The exposed graphene surfaces act as templates that guide carbon atoms into highly organized stacked arrangements during graphitization, the process of transforming carbon into graphite.

The team's approach differs from many previous methods used to produce synthetic graphite. Common graphitization techniques often rely on metal catalysts such as iron, nickel or cobalt, which can leave behind impurities that require additional chemical purification steps to be removed.

Instead, these researchers used graphene-based additives that promote graphitization without introducing metallic contaminants.

"By avoiding metal catalysts, we can produce cleaner graphite while reducing chemical use and waste generation," Sekar said.

Eliminating catalyst removal steps could simplify future manufacturing and reduce the environmental footprint associated with producing battery materials, the researchers said.

While additional work is needed to evaluate large-scale production and battery performance, the study demonstrates a promising pathway for transforming one of the world's most common waste streams into a high-value energy storage material.

The findings also point to a broader shift in how plastic waste could be viewed in the future, Sekar noted.

"If waste plastic can become a feedstock for advanced energy materials, it changes how we think about recycling," Sekar said. "Instead of viewing plastic as a disposal problem, we can see it as a resource that helps support clean energy technologies."

Other authors on the study include Randy Vander Wal, professor of energy and mineral engineering at Penn State and faculty member in Penn State’s Institute of Energy and the Environment.

The research was supported by the U.S. National Science Foundation.

Saturday, June 27, 2026

‘Unconscionable’: Outrage as GOP Farm Bill Omits Plan to Delay Looming Food Aid Disaster

“The harm unfolding across the country is already far greater than many anticipated,” warned one expert.



Volunteers help distribute food with the Atlanta Community Food Bank on March 27, 2026 in Atlanta, Georgia.
(Photo by Megan Varner/Getty Images)


Jake Johnson
Jun 24, 2026
COMMON DREAMS

Senate Republicans unveiled annual farm legislation this week that would do nothing to address the worsening nationwide hunger crisis spurred by President Donald Trump and the GOP’s unprecedented assault on federal food aid.

The draft bill introduced Tuesday by Sen. John Boozman (R-Ark.), the chairman of the Senate Agriculture Committee, omits a Democratic proposal to delay a provision of the 2025 Republican budget law that will require states to pay a share of Supplemental Nutrition Assistance Program (SNAP) benefits for the first time in the program’s history, while also increasing states’ share of administrative costs. State leaders have warned of massive budgetary impacts that could result in even deeper cuts to food aid—and potentially force states to withdraw from the SNAP program entirely.

Ty Jones Cox, vice president for food assistance at the Center on Budget and Policy Priorities (CBPP), said it was “unconscionable” for Republicans to do nothing in the face of large-scale loss of food aid—including among children—and a looming budgetary disaster for states across the country.

“The harm unfolding across the country is already far greater than many anticipated, with more than 4 million people losing SNAP through March,” Cox said in a statement Tuesday. “Even more people will lose the vital food assistance they need to afford groceries unless Congress immediately delays HR 1’s unprecedented shift of significant new SNAP costs to states.”

Without congressional action, the SNAP cost-shifting provision of the Republican budget law will take effect on October 1, 2027. Survey data released this month shows that nearly 30% of US state governments believe they could be forced to narrow SNAP eligibility to cope with the new costs, which are expected to average $218 million per state. Eleven percent of states “identified withdrawing from SNAP as a potential risk,” according to the poll conducted by the American Public Human Services Association.




Crystal FitzSimons, president of the Food Research & Action Center, said Tuesday that the Republican farm bill “ignores the needs of tens of millions of people, including families with children, older adults, people with disabilities, and veterans, who are finding it increasingly difficult to put food on the table.”

“By shifting program costs to states, expanding time limits, and putting a cap on future benefit adjustments, HR 1 has undermined SNAP, the stability of families, communities, and local economies, and weakened state budgets,” FitzSimons warned. “The SNAP benefit cost shift to states and increase in states’ administrative costs will force states to make impossible choices: reduce education funding, delay infrastructure investments, cut public health programs, constrain Medicaid spending, raise taxes, or reduce access to SNAP itself.”

Senate Republicans unveiled their farm legislation amid a growing hunger and affordability crisis that experts say is directly attributable to Trump-GOP policies, from blanket tariffs to the war on Iran to SNAP cuts that the new bill—like the House version—does nothing to reverse.

Survey data released Tuesday by the No Kid Hungry campaign found that 55% of low-income families with children have had to cut back on groceries recently to make ends meet. The poll also found that 90% of families surveyed reported that they “would have to cut back significantly on food” if they lost SNAP benefits.

“Rising prices are making it harder for families to afford basic necessities,” George Kelemen, senior vice president of the No Kid Hungry campaign, said in a statement. “That’s why SNAP’s grocery benefit, which helps feed about 40 million Americans including nearly 16 million children, is a vital support for helping them put food on the table.”

“This SNAP crisis is too dangerous to ignore,” Kelemen added. “Reasonable steps must be included in this farm bill to delay the cost-sharing until states have the time they need to implement all the complex changes handed to them.”

Over 800,000 Kids Thrown Off SNAP Since Passage of GOP’s Big Ugly Bill: Analysis

“Millions losing SNAP, including children, is an emergency that Congress needs to fix now, before more people are hurt.”



Customers shop at Handy Market on May 14, 2026 in Burbank, California.
(Photo by Justin Sullivan/Getty Images)


Brad Reed
Jun 23, 2026
COMMON DREAMS

An analysis updated Monday by the Center on Budget and Policy Priorities estimates that millions of people, including more than 800,000 children, have lost Supplemental Nutrition Assistance Program benefits since Republicans’ 2025 One Big Beautiful Bill Act took effect.


In total, CBPP estimates that “SNAP participation nationwide fell by more than 4 million people (10%) between the law’s July 2025 enactment and March 2026,” with declines “especially pronounced” in Arizona, which has seen enrollment fall by more than 50%.

CBPP finds that, in 13 states with available data, 808,000 children have stopped receiving SNAP assistance since July, which it notes “accounts for nearly half of the 1.7-million-person decline among people of all ages in those states.”

The number of people losing access to SNAP is projected to grow in the coming months given that the budget law’s biggest changes to the program won’t take effect until next year, writes CBPP.

“Starting in 2027, most states will have to pay between 5 and 15% of SNAP benefit costs, totaling hundreds of millions of dollars a year in many states,” explains CBPP. “And the amount a state will have to pay will be based on current error rates, factoring in errors that states are making today.”

These drastic funding changes “may incentivize states to take drastic measures to reduce their payment error rates quickly and cut program costs, even if it means delaying or improperly denying benefits to eligible people,” the center adds.

Katie Bergh, senior policy analyst at CBPP, commented that the latest data shows that the changes made in the GOP budget law appear “to be driving far greater harm than many anticipated,” as “states have raced to minimize their exposure to these massive new costs.”

“Many people who remain eligible for SNAP on paper—including kids—are losing the benefits they need,” Bergh emphasized. “Millions losing SNAP, including children, is an emergency that Congress needs to fix now, before more people are hurt.”

Tahra Hoops, director of economic analysis at Chamber of Progress, described the GOP’s SNAP cuts as “disastrous,” with “kids losing much needed food assistance thanks to policies that are cruel and ineffective.”

Hoops also provided historical context to the rapid drop in SNAP enrollment.

“The last time SNAP participation fell this sharply, this fast was after the 1996 welfare reform law,” Hoops explained. “That cut took 2.2 million people off food assistance over 8 months. We are already seeing almost twice the damage and the unemployment rate has remained flat.”

Policy analyst Michael Linden described the impact of the GOP’s budget law on the SNAP program as “the Memorial Reflecting Pool of keeping kids from going hungry,” a reference to President Donald Trump’s calamitous attempted renovation of the iconic pool located near the Lincoln Memorial in Washington, DC.

Trump's Big Beautiful Bill is leaving low-income Americans starving: 'I weigh 102 pounds'

Alexander Willis
June 27, 2026 
RAW STORY


Frank Pacheco hands slices of clementine oranges to sisters Mikreyliz Diaz, 5, and Ysmaelin Urbina, 7, while loading food into their car outside the Denver Inner City Ministry food pantry, weeks into the continuing U.S. government shutdown, in Denver, Colorado, U.S. November 1, 2025. REUTERS/Mark Makela

Nearly one year after the passage of President Donald Trump’s One Big Beautiful Bill Act (OBBBA), close to 5 million fewer Americans received federal food assistance in March when compared with the previous year, leaving an untold number of people scrambling, The Hill reported Saturday.

Sheila Boyd, an 81-year-old New York resident, was among those who did not get booted off the Supplemental Nutrition Assistance Program (SNAP) but did have her benefits significantly reduced under the OBBBA’s stricter work requirements and fewer exceptions. She previously received $298 a month, she told Nexstar’s WPIX, but abruptly had her benefits slashed to $24 a month.

“I can’t buy nutritious food. Who lives on $24 a month?” Boyd told Nexstar’s WPIX. “I need more money to eat.”

Boyd said that she often skips meals and largely relies on donations to eat. She added that she had lost weight since her federal food assistance was gutted.

“I weigh 102 pounds. I’m trying to sell things… like jewelry. My whole lifestyle is different now,” Boyd said. “I spend most of my day trying to find a way to get money to sell things. You know you work hard all your life… it’s a slap in the face. I think it’s unforgivable.”

Tax cut extensions enjoyed primarily by the wealthy were the chief achievement of the OBBBA, funded largely by significant cuts to social safety net programs like SNAP and Medicaid. The cuts are projected to boot as many as 22.3 million Americans off of SNAP over a decade, and “at least” 10.5 million off of Medicaid by 2034.

Tuesday, June 23, 2026

 

Chevron Signs 20-Year Power Deal With Microsoft for Massive Texas AI Hub

Chevron has secured a long-term power supply agreement with Microsoft that could position the oil major at the center of the rapidly expanding artificial intelligence infrastructure market.

The company announced that its wholly owned subsidiary, Energy Forge One LLC, has signed a 20-year power purchase agreement (PPA) with Microsoft to develop a co-located power facility and data center complex in West Texas known as Project Kilby.

The project is expected to provide approximately 2.67 gigawatts of generating capacity through a phased buildout, making it one of the largest natural gas-powered data center developments in the United States. Most of the electricity will be generated using GE Vernova turbines, with additional capacity supplied by Caterpillar-owned Solar Turbines equipment.

Under the agreement, power generated at the facility will be delivered directly to a Microsoft-operated data center, helping meet surging electricity demand driven by AI and cloud computing workloads. By locating generation and computing infrastructure together, the project aims to reduce pressure on the regional grid while providing dedicated, dispatchable power.

The deal marks a significant step in Chevron's strategy to capitalize on growing power demand from data centers while leveraging abundant natural gas production from the Permian Basin. The company said the project is expected to generate mid-teen returns and provide cash flows less exposed to oil and gas price volatility.

Chevron expects to reach a final investment decision by the end of 2026, subject to remaining approvals and conditions. First power delivery is targeted for 2028.

The announcement highlights a broader trend across the energy sector as technology companies seek reliable power sources for AI infrastructure. Utilities, independent power producers, and oil and gas companies have increasingly pursued partnerships with hyperscale data center operators amid forecasts that AI-driven electricity demand could significantly increase U.S. power consumption over the coming decade.

Chevron said the project could generate more than $10 billion in state and local tax revenue, support nearly 2,000 jobs, and contribute to economic growth in West Texas. The facility plans to use non-potable brackish groundwater rather than freshwater supplies and will incorporate emissions-control technologies, including selective catalytic reduction systems designed to lower nitrogen oxide emissions.

The partnership also expands Chevron's presence in power generation, an area attracting increasing investment from traditional energy companies as AI and data center operators search for scalable energy solutions capable of supporting next-generation computing infrastructure.

By Charles Kennedy for Oilprice.com


Europe’s Top Gas Distributor to Invest $14.8 Billion in AI-Backed Networks

Italian gas distributor Italgas plans to invest nearly $15 billion by 2032 as it accelerates the use of AI in increasingly smarter and flexible networks, Europe’s largest natural gas distributor said on Tuesday.

Total planned investments under the company’s Strategic Plan 2026-2032 unveiled today will be 13 billion euros, or $14.8 billion, through 2032. This would be a 14.6% increase compared to the previous strategic plan.

A total of $9.5 billion (8.3 billion euros) is earmarked for the development, digitization, and repurposing of gas infrastructures in Italy, up by 4.0% compared to the previous plan, Italgas said.

Expansion and network development in Greece will absorb $1.14 billion (1.0 billion euros) of all planned investments through 2032, according to the company.

The new strategic plan, dubbed “Lead. Innovate. In a changing world”, will rely heavily on flexible smart networks to boost energy security and integrate offerings with renewable gases, including hydrogen, biomethane, and synthetic methane. Smart meters rollout is also a pillar of Italgas’ plan.

Furthermore, the company is allocating $570 million (500 million euros) by 2032 to potential merger and acquisition (M&A) opportunities in the gas distribution sector.

According to the Italian gas distributor, all investments will boost the network’s security and resilience and make grids increasingly smart and flexible. This is a key prerequisite for growing volumes of renewable gases such as biomethane, hydrogen, and synthetic methane.

“Artificial Intelligence is an integral part of Italgas’ operating model and lies at the core of this Plan. Applied to operations, business processes and customer management, our “agents” are already generating significant efficiencies while improving service quality,” Italgas CEO Paolo Gallo said, commenting on the strategic plan.

“The 13 billion euros of investments will make our network even smarter, more widespread and flexible, ready to accommodate also green molecules and support an energy system increasingly exposed to international instability and commodity market volatility.”

By Charles Kennedy for Oilprice.com


Beijing Steps Up Scrutiny of Indium Exports as AI Chip Demand Soars

China has started scrutinizing more carefully its exports of indium, an element that is key to making high-speed chips for AI data centers, raising concerns that export curbs could follow as Beijing has done with other critical minerals.

Indium, a silvery-white metal named for its indigo blue line in the atomic spectrum, is not on any of China’s export control lists.

But several buyers and customers have flagged to Reuters that they have recently faced increased checks and scrutiny by the Chinese Customs over their purchases of the metal. Chinese authorities in some cases demanded additional information about which the end-customer is and where they are based, according to some of the buyers.

The increased scrutiny is not uniform for all buyers of China’s indium as representatives of other companies have told Reuters they haven’t seen any tightened control, although they have heard of such practices regarding other buyers.

China produces about 70% of all the indium in the world. The metal is widely used in liquid crystal displays (LCD), but its most important application nowadays is that it is key to making indium phosphide, the crucial component for high-speed high-performance AI chips.

Unlike the metal indium, indium phosphide has been on China’s export control list since February 2025.

Over the past year and a half China has leveraged its dominant market position in critical minerals and rare earth elements (REEs) to curb exports or tighten export controls of key minerals and metals that are crucial for magnet manufacturing and the defense, automotive, and clean energy industries.

Concerns about a potential Chinese squeeze on indium supply amid the boom in the AI industry come in the week in which the G7 leaders formed a critical minerals alliance, pledging to boost critical mineral production and cooperation to counter China’s dominance in the sector.

By Tsvetana Paraskova for Oilprice.com


As AI adoption accelerates, new SRI report examines what makes AI trustworthy



University of Toronto






As governments, companies, and public institutions move from experimenting with AI to deploying it in the real world, one question is becoming increasingly urgent:

What does it mean to trust AI? And what does it take for that trust to be earned?

A new white paper published by the Schwartz Reisman Institute for Technology and Society (SRI) at the University of Toronto reframes trust as a multidisciplinary, institutional challenge at the center of AI adoption and governance.

The report, Trust in human–artificial intelligence interactions: A multidisciplinary approach, offers a comprehensive framework for understanding and building trust in artificial intelligence (AI) systems.

Developed by a working group of graduate and postdoctoral researchers convened by SRI, and led by Research Lead Beth Coleman, the publication arrives at a critical juncture in Canadian AI policy. It provides policymakers, developers, and researchers with an actionable, six-part interdisciplinary framework to ensure AI systems are designed and governed to be genuinely trustworthy rather than merely trusted.

The paper identifies six principles that shape how trust is built, maintained, and broken: reliability and competence; contextual awareness; transparency, accountability, and legitimacy; fairness and integrity; resilience; and relational dynamics.

"Trust in AI is often framed as a user attitude or interface challenge, but our analysis shows that trust must be grounded in demonstrated system performance, clear governance, and institutional responsibility," says Beth Coleman, lead author of the report and professor at the University of Toronto. "AI systems should not simply seek trust—they must be designed and governed to earn it."

The report brings together perspectives from computer science, engineering, psychology, sociology, law, public policy, history, and philosophy. The work was developed through an interdisciplinary working group of graduate and postdoctoral researchers convened by SRI.

The white paper marks an important step in SRI’s continuing work on AI and society through Coleman’s AI & Trust Working Group, which brings together over 70 international researchers, policymakers, industry leaders, and civil society actors. The group works across geopolitical sectors to develop robust, applicable frameworks for AI and trust, support international policy engagement, and produce public-facing guidance for practitioners and decision-makers.

"I created this group because the need for international, interdisciplinary work on AI and trust seemed clear," says Coleman. "The response was incredible, with interest spanning three continents and multiple time zones."

The release comes amid growing international discussions about AI governance, public confidence, and technological sovereignty. In Canada, trust has emerged as a central theme in the federal government's new National Artificial Intelligence Strategy, which identifies trust as essential to responsible AI adoption and deployment.

The report further argues that policymakers, researchers, and organizations should shift focus away from increasing public trust in AI and toward developing AI systems that are demonstrably trustworthy.

 

ABOUT THE SCHWARTZ REISMAN INSTITUTE FOR TECHNOLOGY AND SOCIETY

The Schwartz Reisman Institute for Technology and Society (SRI) at the University of Toronto is an interdisciplinary research hub that examines the social impacts of advanced technologies like artificial intelligence. SRI integrates research across a wide range of disciplines to foster insights towards safe and responsible AI innovation, developing policy-oriented solutions to better align powerful technologies with human values and harness their potential to improve life—for everyone.

DOI

Article Title

Fairness or folly? Global competition exposes critical blind spots in ai deepfake detection



Maximum Academic Press
Fairness challenge in DeepFake detection. 

image: 

Fairness challenge in DeepFake detection. The red boxes highlight the wrong predictions.

view more 

Credit: Machine Intelligence Research





DeepFake technology has grown so sophisticated that AI-generated faces can now fool both human eyes and many detection systems—but a more insidious problem lurks beneath the surface: these detectors don't treat everyone equally. A landmark international competition organized at the NeurIPS 2025 conference has revealed that AI systems designed to spot fake faces perform unevenly across demographic groups, with lighter-skinned individuals enjoying higher accuracy while darker-skinned faces are more frequently misclassified. The competition brought together 158 researchers from 20 countries to tackle fairness in DeepFake detection, with surprising results that challenge how we evaluate these critical tools.

Recent studies have documented significant demographic biases in DeepFake detection—for example, systems achieving higher accuracy on lighter-skinned faces while producing disproportionately high false positive rates for darker-skinned individuals. These disparities have real-world consequences: unfair detection tools could subject minority communities to increased surveillance, wrongful content removal, or unjust accusations. Meanwhile, fairness algorithms developed in machine learning have seen limited application in this domain, and even when applied, they often fail under distribution shifts as generative AI models evolve. Due to these challenges, researchers recognized an urgent need to systematically investigate fairness in AI-generated face detection.

Now, a comprehensive analysis of the competition has been published (DOI: 10.1007/s11633-026-1637-x) in Machine Intelligence Research . The competition, organized by researchers from Purdue University, University at Buffalo, the Chinese Academy of Sciences, and other institutions, challenged participants to build DeepFake detectors that perform fairly across gender and skin tone groups while maintaining detection accuracy. The results reveal that the most successful teams prioritized fairness metrics in ways that exposed fundamental flaws in current evaluation protocols.

The competition provided participants with the AI-Face dataset—the first million-scale demographically annotated dataset of AI-generated faces, containing over 1.2 million fake images produced by 37 different generation methods (including Generative Adversarial Networks, GANs, and Diffusion Models, DMs) alongside 400,000 real faces. Teams were evaluated on four fairness metrics—demographic parity, equalized odds, max equalized odds, and overall accuracy equality—across six intersectional groups defined by gender and skin tone. The top-ranked solution combined three strategies: careful data curation that excluded certain GAN and DM datasets to reduce noise, a mixture-of-experts architecture fusing ConvNeXt and EfficientNet backbones, and test-time augmentation with max aggregation. However, the competition's most striking finding was that the top two teams achieved near-perfect fairness scores by simply classifying every image as fake—a strategy that exploits the fixed 0.5 decision threshold, yielding 50% accuracy and 100% false positive rates. Other teams explored complementary approaches: foundation-model-based feature extraction using CLIP and DINOv3, dual-branch fusion of global and local cues, prompt-based debiasing with frozen backbones, and ensemble learning.

"The competition revealed a troubling reality—teams could achieve perfect fairness scores by sacrificing utility entirely, simply by predicting every image as fake," the authors said. "This tells us that our current evaluation framework is fundamentally broken. If we want fairness that actually matters in the real world, we need metrics that penalize trivial solutions and reward systems that are both fair and functional. The winning approach wasn't about fairness constraints—it was about smart data curation, architectural design, and test-time augmentation. That's a lesson for the entire field."

The findings carry urgent implications for real-world deployment. Social media platforms, news organizations, and government agencies increasingly rely on DeepFake detection to combat misinformation—but biased detectors could amplify rather than mitigate harm. The competition demonstrated that fairness can be improved through strategic system design, yet current evaluation methods remain vulnerable to gaming. For practitioners, this means adopting more nuanced evaluation protocols that consider both utility and fairness simultaneously, rather than optimizing one at the expense of the other. The authors advocate for Pareto frontier analysis, where teams report multiple utility-fairness trade-off points, enabling more meaningful comparisons. As generative AI continues to evolve at breakneck speed, the race is on to build detection systems that are not only accurate but truly fair.

###

References

DOI

10.1007/s11633-026-1637-x

Original Source URL

https://doi.org/10.1007/s11633-026-1637-x

Funding Information

The USA National Science Foundation (NSF) (No. IIS-2434967) and the National Artificial Intelligence Research Resource (NAIRR) Pilot and Texas Advanced Computing Center (TACC) Lonestar6, USA.

About Machine Intelligence Research 

Machine Intelligence Research  (original title: International Journal of Automation and Computing) is published by Springer and sponsored by the Institute of Automation, Chinese Academy of Sciences. The journal publishes high-quality papers on original theoretical and experimental research, targets special issues on emerging topics, and strives to bridge the gap between theoretical research and practical applications.

Looking at AI start-ups to predict which jobs AI will affect


PNAS Nexus

AI sector job impact 

image: 

Bar plot of average sectoral AI Startup Exposure (AISE) for industries in the US economy, where blue and green indicate lower to intermediate exposure, yellow to red indicate high exposure.
 

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Credit: Fenoaltea et al.






A study of funded AI startups provides a glimpse of which jobs may be most affected by AI. As AI tools are embraced by industry after industry, the impacts of these tools on jobs remain unclear. Previous analyses have focused on the theoretical capabilities of LLMs, but social factors are also likely play a role in shaping what aspects of work see AI integration—or full automation. Enrico Maria Fenoaltea and colleagues validated a version of Meta’s Llama3 LLM, which they used to cross reference products developed by AI startups backed by the venture capital firm Y Combinator with descriptions of essential tasks for various jobs drawn from the O*NET occupational database. Because AI products that have attracted significant funding are seen by investors as economically viable and socially appealing, these products are more likely to become marketplace realities than other theoretical uses for AI. 

The resulting Occupational AI Startup Exposure (AISE) index seeks to capture the potential near-future AI exposure of occupations. “Exposure” could include AI complementing or substituting for human labor in performing a job. Occupations with high AI exposure include office clerks, data scientists, computer and information systems managers, and market research analysts and marketing specialists. Occupations with low AI exposure include those primarily composed of manual tasks, such as athletes, chefs, and construction workers. Compared with indices based on the theoretical abilities of AI, the AISE predicts lower exposure for occupations requiring high levels of responsibility and ethical decision-making and occupations requiring a master’s degree or higher and significant experience. 

While LLMs could theoretically perform many of the tasks completed by high school teachers, judges, or marriage counselors, people may be reluctant to trust AI with roles that require social skills, judgment, or ethically charged decision-making. According to the authors, rather than hitting the entire economy as an indiscriminate technological wave, AI will gradually spread into the economy, its path shaped by social factors as much as by the technical feasibility of AI applications.

Journal

Article Title

Article Publication Date

Tool predicting NHS staff resignations scoops top AI prize



Following a landmark collaboration between the University of Reading and the Royal Berkshire NHS Foundation Trust




University of Reading

The Alconics AI Enterprise Business of the Year winners 

image: 

The University of Reading team, including Professor Shixuan Wang and Associate Professor Rita Fontinha from Henley Business School, and Dr Son-Kien Nguyen

view more 

Credit: University of Reading






A landmark collaboration between the University of Reading and the Royal Berkshire NHS Foundation Trust (RBFT) has been crowned The Alconics AI Enterprise Business of the Year at the National AI Awards 2026, one of the highest accolades in UK artificial intelligence. 

The award recognises "Improving Staff Retention at the RBFT", a project that harnesses AI to tackle one of the NHS's most pressing challenges: keeping skilled staff in post.  

The team built an AI forecasting tool that predicts the likelihood of staff resigning, giving managers an early warning system to intervene before someone leaves. The tool also highlights the specific factors driving an individual's risk of leaving, so HR teams can see why a prediction has been made rather than treating the AI as a black box. 

Professor Shixuan Wang, University of Reading, said: "This award reflects what's possible when academic expertise in AI and forecasting is applied directly to a real problem facing the NHS. Our model doesn't just predict who might leave, it shows managers why, so they can act early and make a genuine difference to people's working lives." 

RBFT employs around 7,500 staff and provides acute and specialist care across Berkshire, serving a population of around a million people. Like much of the healthcare sector, the Trust has faced high staff turnover, which disrupts patient care and drives up recruitment and temporary staffing costs. Its existing HR processes relied on reactive reporting, meaning managers often only learned about retention problems after staff had already decided to leave. 

The project supports the goals of the NHS Long Term Workforce Plan, which aims to stabilise the healthcare workforce, reduce reliance on temporary staff, and protect continuity of care for patients. 

Paul Da Gama, Chief People Officer at Royal Berkshire NHS Foundation Trust, said: “We’re proud to see this innovative work recognised nationally. Retaining our staff is a key challenge, and this project is helping us to better understand our workforce and supports the NHS long term workforce plan.” 

Winners were announced online on 9 June, with a celebratory reception held the following day at the AI Summit London, the UK's largest gathering for AI professionals and innovators. 

The University of Reading team, including Professor Shixuan Wang and Associate Professor Rita Fontinha from Henley Business School, and Dr Son-Kien Nguyen, attended the ceremony. Professor Shixuan Wang brought world-leading experience in data analytics and developing AI solutions. Associate Professor Rita Fontinha provided vital Strategic HRM insights, grounded in her extensive published research on the quality of working life. Dr Son-Kien Nguyen was employed as the Research Assistant for the project, and he has been instrumental for the success of the project by data analysis, model development, and model deployment. This expertise was perfectly matched by RBFT’s operational leadership, including Peter Sandham in the staff experience, Arran Rogers in nursing informatics, along with Faraz Rasihi and Donna Kellman in workforce data. 

Fergus Bruce, CEO of The National AI Awards, said: “Entries for the 2026 National AI Awards were hugely impressive with companies spanning a huge range of industries and innovations. As organisations increasingly look to AI to solve real-world challenges, it is more important than ever to demonstrate measurable value, responsible innovation and tangible business results. Winners this year really did demonstrate the tangible value and outcomes from AI innovation. Attending the AI Summit highlighted how far the UK has progressed in just the last 12 months alone regarding innovation and expertise and we’re so excited to see this continue into 2027.” 


 

Psychologists shouldn't replace thinking with AI



‘Research based on artificial intelligence models will never be an adequate substitute for understanding and replicating human thought’




Radboud University Nijmegen




For some psychologists, it's becoming more common to use AI systems to replace human thinking in research. That's a very risky choice based on misconceptions, warn Iris van Rooij and Olivia Guest in a new paper appearing today in Current Directions in Psychological Science. ‘Research based on artificial intelligence models will never be an adequate substitute for understanding and replicating human thought.’

The technology companies behind the latest popular artificial intelligence models often make big promises, such as claiming to have developed artificial minds that can rival human brains. ‘That's a promise that can be very alluring to psychologists’, explains Iris van Rooij, professor of computational cognitive science at Radboud University. ‘It's easy to think you can do psychological experiments with artificial participants, but you simply can’t automate science.’

‘Following the replication crisis [where it was found that many results in peer-reviewed studies in psychology could not be reproduced], some researchers are pushing for a more methodological, statistical approach to psychology research, something that can be proceduralised and maybe even automated’, says Olivia Guest, associate professor of computational cognitive science at Radboud University. ‘But the whole point of doing science is to produce knowledge. That’s why it’s so important to emphasise AI can never meaningfully replicate human cognition.’

Identifying traps

In their paper, Van Rooij and Guest point out three traps to avoid for fellow researchers in their field. ‘First, AI systems are not minds. As we’ve discussed in our previous research, AI systems can never be sufficiently trained to reach human-level cognition. Even if tech companies continue to use astronomical levels of resources to train them, they won’t even be able to get close’, says van Rooij. ‘At best, you’ll be able to produce a decoy: something that may look impressive and trick you into thinking it can act like a human, but in no way a replacement for the real thing.’ 

Guest adds: ‘Furthermore, these systems are based on predicting, that’s not a basis for actual new theories. Just because an AI system can predict what a human would say or do, doesn’t mean it can explain what humans do. Compare it for example to the tides. Long before humans understood what caused the tides, we created tide tables to predict when ebb and flood would happen. But no one would argue that those tables explain the tides – yet that’s what some people are claiming AI models do.’ 

Science is slow

And finally, the researchers warn that it’s a fallacy to think that cognitive science can be automated. Guest: ‘Doing theoretical work is very difficult, and sometimes researchers might fall for instant gratification, or maybe they haven’t been taught how to do it. But if you ask AI to take over, you run into many risks, from getting stuck in existing theories to deskilling future scientists. It creates inconsistencies, which runs the risk of introducing pseudoscientific ideas into the field.’ 

If we truly want to advance the study of cognition, the authors argue, we can’t rely on AI models to take shortcuts. Van Rooij: ‘Part of the problem is inherent to the system: we ask researchers to write as many papers as possible, while good science is slow. But we can’t rely on AI as if it’s a cheat code, and the best way to avoid the traps of AI is to be aware of them. Only once we’ve acknowledged that can we expect to move cognitive science forward.’