On 25 November 2025, the Turgot club, represented by J-J.Pluchart, was invited by the Cerfrance network to lead a conference-debate on the current challenges of AI for productive companies and professional associations. The Cerfrance organisation brings together 700 agencies, 14,000 experts and 320,000 clients “committed to economic, human and sustainable performance”. After having retraced the cycles of development of AI, successively “weak” then “strong”, the functionalities and the trades generated by AI were analysed. The AI “technology stack” now comprises three layers: systemic AI (semiconductors, networks, data centres), functional AI (recognition, data management, processing, storage, security), and agentic AI (Text: translations, article writing, summaries, scripts, automatic responses; Image: artistic creation, graphic design, illustrations; Video and audio: generation of synthetic voices, music, animations; Code: programming assistance, generation of scripts or functions). More and more sectors of activity must adapt their work organisation, in particular health, defence, banking and insurance, cybersecurity, industrial production (cobotics), mobility, publishing, cinema and media, education, research, programming, etc. Strategic functions, crisis management and local services are a priori spared. The adaptation proposals formulated in the reports of Villani (2018), Draghi and Letta (2023), Aghion-Bouverot (2024) and the AI Summit of February 2025 (AI “power lever”) were presented. The issues raised by the development of AI were then discussed: AI and national sovereignty, the contribution of AI to productivity and economic growth, the impact of data centres on GHG emissions, the financing of investments in AI R&D, the profitability of general AI models, the AI “stock market bubble”, the destruction and transformation of jobs, the dominant positions and cooperation agreements of GAFAM, the ethical codes of AI… It appears that the legal problems differ according to the phases of the process of value creation by AI: the collection of data by AI agents, learning by reinforcement models and the exploitation of applications thanks to user questions (prompts). The conference also focused on the general and specific biases of AI models: technical and psychological biases (perceptual, emotional and cognitive), specific biases of generative AI (related to linguistic disparities and implicit character), voluntary biases (simulations, manipulations, falsifications, intrusions)*. The presentation was concluded with a reflection on the strategies to be implemented in order to transform AI into a competitive advantage, and in particular, on the new approaches to ‘augmented management’, the integration of management systems, the audit of ‘high AI quotient’ functions, new decision-making aids, benchmarking actions, nudging, assistance with quotes (Relief) and troubleshooting, quality control, cybersecurity, and training in AI and ethics. The conference was illustrated by use cases and references to the works and reports chronicled on clubturgot.com and analysed in the last book of the Turgot cub: New reflections on the wealth of nations. The lessons of Turgot and Smith. Jean-Jacques Pluchart *see review on AI and intellectual property
The Legacy of Turgot: Turgot’s Lessons
When one rereads the economic history of France, it seems that in every era, a voice has reminded us of the same simple truths: one must not spend what one does not have, one must not play with money, and one cannot build prosperity on promises or wagers. Turgot, Jacques Rueff, and Jean-Marc Daniel embodied this fidelity to reality. Each, in his own century, defended the idea that balancing public finances is not a constraint but a condition of freedom. Their legacy has endured through time, tracing a red thread from the eighteenth century to the present day. Turgot: Rigor as a Starting Point When Turgot was appointed Controller-General of Finances, he found a state in fiscal disorder. He rejected privileges and denounced waste. His guiding principle can be found in his Reflections on the Formation and Distribution of Wealth (1766), where he wrote: “We do not create wealth by distributing what we do not have.” This sentence, often quoted, expresses more a philosophy than an economic theory: rigor is not an accounting obsession, it is a moral requirement. For him, a deficit is an injustice passed on to future generations. In a France bogged down by rents and privileges, he defended the freedom to work, the free circulation of grain, and the abolition of forced labor. Jacques Rueff: The Guardian of Monetary Truth A century and a half later, Jacques Rueff took up the torch. He too lived in a world of illusions — those of a misinterpreted Keynesianism and of deficit financing through monetary creation. Alongside General de Gaulle, he helped lead the 1958 fiscal recovery of the French economy. For him, public debt was not just a number but a political fault. In The Social Order, he wrote: “No order can be built by defying the natural laws of the economy.” Budgetary balance, in his eyes, was an instrument of sovereignty: every deficit, every indulgence, led to dependency. He saw money as a moral instrument before being a financial one. In The Relentless Problem of Balance of Payments, he extended Turgot’s spirit: without fiscal discipline, there can be no lasting freedom. Rueff rejected fatalism. In Unemployment and Money, he demonstrated that unemployment results from accumulated rigidities. He advocated greater labor-market flexibility and the defense of free competition. Jean-Marc Daniel: Growth Through Freedom and Responsibility Jean-Marc Daniel stands in this same lineage. A liberal economist, he rebukes Keynesian complacency. His work belongs to a globalized, open economy where the temptation of protectionism and public spending remains strong. His intellectual mission: to remind us that sustainable growth rests on four essential pillars — work, saving, freedom (competition), and education. For him, rigor goes hand in hand with pedagogy. The State cannot produce wealth; it can only guarantee the conditions for it: security, justice, education, and monetary stability. Economics, in his eyes, is not a machine — it is a moral order founded on the truth of prices established by free competition and the reward of effort. In this sense, Daniel is a continuator of Turgot and Rueff: he denounces public budgetary excesses and insists that prosperity cannot be decreed — it must be learned. Philippe Aghion: Creative Continuity Philippe Aghion extends this heritage into another dimension — that of innovation. Where Turgot saw rigor as the condition of freedom, and Rueff viewed sound money as the keystone of prosperity, Aghion introduces the discipline of creativity. Inspired by Schumpeter, he formalized creative destruction: progress does not come from a spendthrift state but from a stable framework in which firms are free to innovate, fail, and begin again. Like his predecessors, Aghion does not oppose innovation and rigor — he connects them. Without strong institutions, quality education, and incentives for effort and investment, there can be no lasting progress. In this sense, he continues the spirit of Turgot and Rueff: freeing human energy while maintaining the discipline of rules. He also joins Daniel in emphasizing the importance of knowledge and education. Conclusion From Turgot to Rueff, from Daniel to Aghion, four voices, four centuries, one lesson: discipline — whether fiscal, monetary, or intellectual — is not optional; it is a political necessity. Economic disorder always prepares social disorder and, ultimately, leads to servitude, while rigor opens the path to freedom. Turgot’s thought has endured because it is rooted in reality and rejects illusions. Its legacy endures because success does not lie in mortgaging the future but in giving it every chance to exist free of servitude. To reread Turgot, Rueff, Daniel, and Aghion is not to yield to nostalgia; it is to rediscover, beneath today’s debates, the keys to lasting prosperity. Benoit Frayer November 2025 References Anne-Robert Jacques Turgot, Reflections on the Formation and Distribution of Wealth (1766). Jacques Rueff, The Social Order (1945); The Relentless Problem of Balance of Payments (1965); Unemployment and Money (1931). Jean-Marc Daniel, Capitalism and Its Enemies (2016); The Collusive State (2014); A Living History of Economic Thought (2018). Philippe Aghion, The Power of Creative Destruction (with Céline Antonin and Simon Bunel, 2020); Endogenous Growth Theory (with Peter Howitt, 2008). Joseph Schumpeter, Capitalism, Socialism and Democracy (1942) — theoretical foundation of “creative destruction,” later extended by Aghion. Benoit Frayer November 2025
Bruno COLMANT, Laurent HUBLET, Marie VANCUTSEM, Changement de quart, Eds Chronica, 2025, 172 pages.
The book brings together representatives of three generations and three disciplines (economics, philosophy and journalism), who freely discuss the main “global social facts” (in the sense of Max Weber) that occurred during the first quarter of the 21st century and the perspectives opened up on the second quarter. The debate focuses on five main themes: demographic change, technological and economic change, political recomposition, health protection and the climate challenge. The phenomena that have most marked the global consciousness since the beginning of the century are the rise of terrorism – marked by the attack on the World Trade Center – the financial crisis of 2008 and the development of AI since 2022. These events have led to a questioning of the neoliberal principles defined by the Washington Consensus. The launch of the chatGPT software has revealed the creative destructive power of social networks and AI, and in particular, the ability of digital applications to influence, the monopolistic position of their developers and the speculative nature of their stock market shares. These events have contributed to the rise of populism and authoritarian regimes. In Europe, they have led to a reappraisal of the most permissive and expensive social models. The authors recognize that projecting the 2050 horizon is difficult. They envisage a “Europe that is undoubtedly greyer”, but more united between generations and within each generation. The authors call for a more rational assessment of the impacts of AI on the organisation of work and social life, a “more participatory and local” democracy, a “reconciliation of health and care”, and a climate transition that better integrates short- and long-term requirements. Through the sagacity of their exchanges, the authors invite readers to reflect on the control of their destinies. Bruno COLMANT is an economist, teacher and former director of financial institutions and member of the Royal Academy of Belgium. Laurent HUBLET is a philosopher and entrepreneur. Marie VANCUTSEM is an audiovisual journalist. Jean-Jacques Pluchart
Ferghane AZIHARI, les écologistes contre la modernite. Le procès de Prométhée, La Cité 208 pages.
Ferghane Azihari is the son of Comorian emigrants whose parents “did not only flee material poverty. They also escaped pollution that kills six to fifty times more in sub-Saharan Africa than in Western Europe”. From the introduction, the tone is set for this fascinating critique of the current ecology in our countries. He dismantles one by one the declinist, Malthusian and anti-capitalist arguments of these movements which, warm and sheltered, dream of becoming good savages again. He demonstrates that far from ravaging the planet, the technical progress opposed by Greta Thunberg, Nicolas Hulot and others has made it possible to greatly improve the human condition, including in the poorest countries. In a dream world, hunter-gatherers have in reality destroyed more through their overexploitation of resources than agriculture has made it possible to reduce. Technical progress and the industrial revolution have gradually made it possible to reduce pollution in developed countries as well as reducing working hours. The real solution is therefore to believe in technical progress, associated with individual property which allows the protection of wealth as opposed to collective property, where no one has an interest, as shown by the state of the ZAD of Notre-Dame des Landes. Regressive ecology is a luxury of rich countries; are we going to force emerging countries to remain at their current economic level, or even regress? The author also shows that the most radical ecologists are for the most part anti-capitalists who have been reconverted after losing their clientele to technical and social progress, and that this explains their hatred of property and progress. A work that goes against the grain and is ultimately beneficial at a time when prophets of doom are almost the only ones with the right to speak. Ferghane Azihari is a public policy analyst, general delegate of the Free Academy of Human Sciences and member of the Society of Political Economy. Christian Chouffier
GOLLIER Christian, Économie de l’(in)action climatique. Puf, September 2025, 453 pages
Right from the start of the book, the introduction is striking, because based on successive failures on the climate front, the economist fears, at worst, a possible collapse of civilization and, at best, the possible replacement of our liberal democracy by an illiberal and therefore less democratic system because of climate inaction. Through his book, he therefore proposes the solution of introducing a carbon price (CO₂ tax) that could help save the common good in terms of nature in relation to climate change. To do this, in the first part of the book, he shows that the problem of energy transition is a problem of allocating decarbonization efforts among a multitude of economic agents. He highlights a large number of quantified calculations between, on the one hand, the CO² emissions emitted by traditional economic activity, and on the other hand, the actions to be carried out today and tomorrow by economic actors in order to move towards the net zero emissions (NZE) objective by 2050 (limiting global warming to 1.5°C). Then, before tackling carbon taxation, he demonstrates the current contradictions of homo economicus, who wants to do something for the planet, but who in fact does not want to spend more for the same product/service; in other words, the social unacceptability of alternative climate policies. On this subject, he therefore addresses the fact of the stowaway, because the economic actor who acts on decarbonization bears the full cost, and does not benefit in any way from the climatic benefit of this action (the costs are private, and the benefits are socialized). In fact, he goes on to propose and explain his theory of introducing a single carbon tax (of the order of €250/T according to his calculations) equal to the carbon value. The principle being that everyone will make the effort to decarbonize if and only if its cost per ton of CO² avoided is lower than the carbon value. This assumes the establishment of a well-calibrated subsidy system, with this uniform carbon tax generating a social optimum. But in an open world, while the new presidency of the United States is making every effort to deploy its economy with traditional energies, the effort required must take place at the global level and not the national level, hence the problem of the stowaway. In addition, the author highlights an innovative idea proposing that the European Union set up an independent Carbon Central Bank (CCB) to manage the evolution of the price of carbon on an emission permit market covering the entire Union. Subsequently, the goal would be to raise the price of carbon to a level where oil and gas would no longer be competitive with renewable energies. Finally, while there is no simple solution to the energy transition, and many intellectuals today fail to see the challenges posed by the debate surrounding climate policies that are undermining our liberal democracy, economist Grollier simply wanted to show that carbon pricing was the least bad solution. This book helps us understand all the current economic issues we are facing without always realizing their full significance, as well as the major events that are shaping our century, such as electric cars, heat pump heating, soft mobility in cities, green steelmaking, e-fuels for aviation and maritime transport, etc. All that remains is to convince the global population… Christian Gollier is an economist, co-founder and director of the Toulouse School of Economics and his work focuses on the climate economy (recent works: “Entre fin de mois et fin du monde” and “Le climat après la fin du mois”) and on the science of decision-making in uncertainty. Claude GEORGELET
Revue d’économie financière, La finance à l’ère de l’intelligence artificielle, 260pages
Artificial intelligence has become a cross-cutting technology that concerns all economic sectors and has applications in all use cases as soon as there is a layer of analysis. AI has the potential for systemic transformation by simultaneously changing the way the entire economy produces, organizes and innovates. The financial sector is, of course, not exempt from these changes. Computers in the 1970s enabled the emergence of quantitative finance and the development of sophisticated mathematical models to assess risk and optimize portfolios. But AI is specific by its autonomy, its ability to interact in natural language, to adapt its decisions through learning, to process and analyze huge volumes of data in real time, and to convert textual information into investment strategies. These few examples, already adopted in daily operations, suggest disruptive upheavals in the sector. This issue of the “Revue financière d’économie,” edited by Marie Brière, explores the issues as well as the economic, financial and ethical challenges, and the impacts and risks associated with the increasing integration of AI in the financial sector. Thirteen leading contributors, such as Cédric Villani, Philippe Aghion, Agnès Bénassy-Quéré, to name but a few, provide a valuable synthesis around three main themes. The first is devoted to the economic and financial challenges of deploying AI. It addresses the strategic needs in terms of funding and research related to AI, ethical issues, recalling that humanity invests ten times more in AI and digital technology than in the ecological transition, the impacts on the dissemination of innovation and productivity and finally digital currencies and the role of fintechs as well as central banks. The second part addresses some use cases of AI and generative AI in finance. The various contributors revisit integration strategies in scoring, payment default, loan applications, insurance claims management, and cyber risk prevention, but show that these productivity gains can be offset by new, less visible risks. In the last part of this issue, the experts focus on the risks and the different regulatory approaches, and in particular on the ability of regulatory authorities to use AI to assist them in their control mission.This issue of the “Revue d’économie financière” offers us a rather comprehensive approach to the current debates on the complex issues of the use of AI in the financial sector. Marie Brière, is Head of Investor Research at Amundi Investment Institute, Associate Researcher at Dauphine and ULB and President of Inquire Europe. Ph Alezard
Digital economy and violence in the workplace
Jean-Jacques Pluchart The digital economy, and in particular Artificial Intelligence, are often presented as freeing the worker from the most alienating tasks in favor of more creative actions, but they are also perceived as being able to generate a loss of meaning of action, professional malaise and violence at work. In the context of an organization, violence can take many forms: verbal and physical, psychological and social, symbolic and structural, which differ according to multiple factors: the activity carried out, the work situation, gender, but also according to the systems implemented, as in the case of digital technologies covering automation and expert systems, the Internet and social networks, symbolic and generative AI applications. Violence can be exercised between the actors themselves (between colleagues, between superiors and subordinates) and/or between the latter and the stakeholders (customers, users, suppliers, etc.) of the company or the administration, but it can also be caused by a procedure or a system. The most frequently cited form of violence against workers generated by AI is the fear of losing one’s job and thus being socially downgraded, or of having to adapt to a new job that is said to be “augmented” by AI. The future “robot-man” fears, in particular, being confronted with the ingratitude and loneliness of a job carried out remotely, alone in front of a screen, prey to the dysfunctions and “black boxes” of a system, and most often subjected to digital panoptism. They fear losing the meaning of their work, no longer recognizing their symbolic order, no longer knowing their professional identity. He fears being exposed to the stress and burnout of the ‘enslaved man’. This anxiety can be all the more depressive as he can no longer activate his defense systems (by denial, displacement, derision, sublimation…) against a “robot” whose grip is inevitable. The violence of this new relationship to work is all the more implicit as it is marked by the uncertainty weighing on the date and conditions of the implementation of the new system thus perceived as a ‘black swan’. The threat is all the more latent as it covers a growing number of jobs, ranging from back office (administration) to middle office (production and control) and front office (customer relations, etc.). It now reaches managers and executives responsible for reorganizing a company or a service, arbitrating between often complex operating systems, ensuring their cyber security and training staff in new practices. They are thus exposed to new types of risks to the sustainability of their organizations and to the future of their own careers. These incomplete observations show that the forms of violence at work generated by the accelerated development of AI can only be detected, analyzed and framed by HRM approaches using psychology and sociology, but also anthropology and psychoanalysis.
Alain GRANDJEAN, Claude HENRY, Jean JOUZEL, Les orphelins de la planète, Eds Grasset, 186 pages.
The authors respond to the main questions raised over the past thirty years by the impacts of global warming and the energy and ecological transitions. They recall the warnings issued since 1990 by the IPCC and other official bodies, as well as the (often disappointed) ambitions set out at the 29 Conferences of the Parties (COP) organized since 1995. They emphasize the importance of COP 21, held in Paris in 2015, which set a target of limiting global warming since the 19th century to 1.5°C by 2030 and achieving carbon neutrality by 2050. The authors reveal that IPCC reports have been the target of a veritable climategate, orchestrated by energy companies, which have sought to discredit the IPCC’s data, processing, and conclusions through biased studies. They also denounce banks that continue to finance projects that harm the environment. They point out that the multiple consequences (particularly on human health) of greenhouse gas (GHG) emissions are increasingly well documented and that a warming of 3°C or even 4°C would be catastrophic for the planet and humanity. They warn of the severity and simultaneity of recent natural disasters (droughts, floods, etc.). The authors are optimistic, however: they identify the devices to be implemented in order to achieve the objectives set by the COP: new instruments of “green finance”, alternative systems of heating, transportation and production, ecological materials… They show the progress of agroecology to preserve the soil and absorb GHGs, as well as the emergence of geoengineering that extracts carbon monoxide from the atmosphere. They hold up European countries as examples for nation states that are less economical with fossil fuels, such as China and the United States. Alain GRANDJEAN is the co-founder of the firm Carbon 4. Claude HENRY is an honorary professor at the Ecole Polytechnique and the University of Colombia.Jean Jouzel was a member of the IPCC. Jean-Jacques Pluchart
Patrick Artus & Marie-Paul Virard, La France réinventée, Eds Odile Jacob, 170 pages.
In this latest opus, the authors, who are not at their first book together, look at some long-term proposals to reinvent a social model for France and Europe vis-à-vis the ambitions of the United States and China. This first quarter of the 21st century has been marked by a spectacular drop in the European economy and even more so in the French economy. Since 2002, the US GDP has grown twice as fast as the European GDP. And this slide continues regardless of the elements of analysis: productivity, R&D, investment, employment rate, trade balance, training, etc. France has even fallen behind on its own continent compared to its neighbors. The irresistible French de-industrialization has not been offset by the development of a significant technological sector, the debt and the trade deficit are abyssal, the quality of public services is deteriorating despite an ever-increasing budget deficit, and finally, the wealth per capita is 15% lower than that of Germany. Europe is at odds with Schumpeter and is paying a high price for its risk aversion. 54% of American R&D is devoted to new technologies compared to 15% in Europe, which prefers to continue investing in its old industry. Nine of the top ten European capitalizations are in traditional sectors, while nine out of ten of the American ones are related to new technology and AI. The major advantage of the American model lies in an ecosystem that is conducive to innovation and investment, in stark contrast to the European model, which is hampered by a restrictive fiscal, legislative, and regulatory framework. It could be summed up in a slogan: risk appetite versus the “precautionary principle.”But this very “business friendly” American model hides weaknesses. Inequalities and impoverishment continue to grow, the exorbitant cost of care is a factor of indebtedness, and the financial situation of the Federal State, despite or because of the dollar, is catastrophic. While Donald Trump has promised the Americans to return to the golden age of the McKinley period, will a weakened and demoralized Europe be able to react? To achieve this, it will need to escape the trap of weak growth, regain its dynamism, and defend its position in the global arena. The authors make concrete proposals at both the national and European levels. The urgent reforms needed in France are well known, as are the solutions. Choices will have to be made if we want to preserve our social model. But above all, we will need to find consensus and active involvement in a context where exasperation, deadly dialectics, and mistrust of our leaders are preventing necessary reforms and fueling accusations of democratic models’ inefficiency. Patrick Artus is an economic advisor to Ossiam and a member of the Cercle des économistes Marie-Paule Virard is an economic journalist Ph Alezard
Collectif RIUESS – MSE. Revisiter les modèles socioéconomiques associatifs, Le Bord de l’Eau, 2025, 282 pages
Based on an extensive research program described in the book, the authors’ collective provides a precise overview of the different forms of associations and their resources; with, among other things, the extent of their dependence on public funding.The first part of the book is devoted to setting the framework of associations in the broad sense and to understanding their functioning as well as the plurality of market and non-market financial resources. The analysis of monetary resources shows that associations continue to drain public funding that is decisive for their socio-economic model in order to achieve their budgetary balance. The role of volunteering also remains major in the emergence of projects and in the functioning of associations, although some of them are becoming professionalized.The second part of the book focuses on the socio-economic models of associative social centers. The latter developed at the end of the 19th century in bourgeois circles. Their initial objective was to strengthen family and neighborhood ties during this period of industrial and urban development. Today, according to their purpose, social centers share the goal of fostering links and exchanges. The authors raise the issue of the monetary valuation of volunteering in the accounting balance sheets of this type of association, due to a lack of method.In a third part, the authors present the socio-economic model of “third-places”. This category is defined as a “space of sociability, of citizen initiative, where a community can meet, gather, exchange and share resources, skills and knowledge”. Whatever their actions, “third-places” claim autonomy by relying on non-monetary resources but still remain dependent on public funding.The fourth part of the book focuses on socio-economic models in the field of integration. The authors present their research and analysis in the IAE (Insertion par l’Activité Economique) sector and on the TZC (Territoires Zéro Chômeurs) experiment.In conclusion, the authors highlight three avenues for reflection: the mobilization of work and volunteering, access to capital, and the evaluation of social utility towards social impact.This book is very widely documented and makes it a collection that can serve as a reference in their field. With a very academic style, a technical and specialized vocabulary, this book is aimed at seasoned readers.The Inter-University Network of the Social and Solidarity Economy (RIUESS) was established in the year 2000. Today, it brings together around twenty French universities around its objective: to promote training and research in the social and solidarity economy and to encourage exchanges and shared initiatives between SSE actors. This book was produced by a multidisciplinary team composed of members of the network, economists, sociologists, and a philosopher, constituting the RIUESS-MSE collective.With contributions from Mariagrazia Cairo Crocco, Melaine Cervera, Cyrille Ferraton, Anne Fretel, Laurent Gardin, Patrick Gianfaldoni, Florence Jany-Catrice, Vincent Lhuillier, Pierre Robert, Delphine Vallade.Reading note by Sophie FRIOT