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Applied Machine Learning Africa! 2314

I have been to more scientific conferences than I can count. From to smallest to the biggest like NeuRIPS (even back when it was still called NIPS). Of all these events AMLD Africa is my favorite, by far. I first met the team two years ago when they organized the first in-person edition of the conference at the University Mohammed VI Polytechnic. I was immediately charmed by the warmth and professionalism, ambition and fearlessness of the team. So much that I joined the organization. AMLD Africa is unique on every aspect. By its focus on Africa, by its scope and ambition, by its incredibly dynamic, young, passionate, honest and resourceful team, all volunteers. It is hard to believe that this year in Nairobi was only the second in-person edition. AMLD Africa does the impossible without even realizing it. It has an old school vibe of collegiality, community and most importantly **__fun__** that is so lacking in most conferences today. All without compromising on the quality of the science. It offers one of the best windows into everything AI and Machine learning happening in Africa. Africa is a continent on the rise. But a very hard continent to navigate because of information bottlenecks. Traveling across Africa is not easy (it took me 28H from Nairobi to Casablanca), there are language barierers separating the continent into different linguistic regions (French, English, Portuguese being the main ones). And just the fact that all too often we do not look to Africa for solutions. AMLD Africa is solving all that, by bringing everybody together for a few days in one of the best environments I got to experience. Thank you AMLD Africa.
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Tariq Daouda

Tariq Daouda

CEO, co-founder & Head Software Architect of Bluwr. Professor at the Faculty of Medical Sciences of the University Mohammed VI Polytechnic, I specialize in AI for Biomedical applications.


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The Polisario Front Confronted with Increasing Accusations: Moving Towards Being Designated as a Terrorist Organization 218

For several years now, the Polisario Front, a separatist movement supported and armed, as everyone knows, by Algeria, which has provided it with an entire territory in the Tindouf area, has been at the center of a growing international controversy. In the United States, Japan, and Europe, voices are rising to have this group officially classified as a terrorist organization. This shift is based on tangible evidence of its links with actors qualified as terrorists, its involvement in violent actions, but also on a network of international alliances that go beyond the regional framework. While Algeria, Iran, and Hezbollah are often cited as the main supporters of the Polisario, as well as South Africa, Cuba has also played a historic and decisive role in the military and logistical training of separatist fighters. As early as 1977, under the impetus of Fidel Castro and at the request of Algeria, a tripartite military agreement was signed between Cuba, Algeria, and the Polisario, paving the way for intensive cooperation. This agreement allowed the sending of many separatist fighters to Cuba to receive specialized military training. Dedicated military schools were created on the island, where Polisario recruits were trained in guerrilla tactics, special operations, and military logistics. A Cuban delegation even went to Tindouf in 1988 to study Moroccan defenses and help develop strategies to breach the defense wall erected by the Kingdom. Cuba also provided naval logistical support, notably in the waters near the Canary Islands, where Cuban ships were involved in operations to facilitate Polisario infiltrations. Between 1975 and 1991, Cuba delivered to the Polisario a significant arsenal including assault rifles, mortars, rocket launchers, and ammunition, thus strengthening its military capabilities. Even after the 1991 ceasefire, Cuba maintained its support, continuing to train warriors especially in special operations. The last known class trained in Cuba dates back to 2003. More recently, six-month training courses have been given to groups of about forty separatists, focused on special forces tactics. Moreover, for a long period, damning testimonies report the kidnapping of children from the Tindouf camps, sometimes as young as 9 years old, to send them to Cuba on a "youth island" under high military surveillance. They undergo intensive military training mixed with strong political indoctrination. These children, isolated from their families, are trained to become soldiers in the service of the Polisario, under conditions denounced as inhumane by witnesses and former detainees. Some recent signals suggest a possible repositioning of Havana. Indeed, at the 2019 Non-Aligned Movement summit, Cuban President Miguel Díaz-Canel omitted any reference to the Polisario, marking a break with the tradition of support displayed by Fidel and Raúl Castro. This evolution could reflect a diplomatic realignment, notably after the resumption of diplomatic relations between Morocco and Cuba in 2017, relations broken for nearly 37 years due to Cuban support for the Polisario. However, to date, the aforementioned tripartite agreement has not yet been repealed. Cuba's role is part of a larger network of Polisario alliances. Algeria, the main political and military supporter, continues to arm and shelter the movement. Iran, through Hezbollah, provides military and logistical support, notably also training fighters and delivering sophisticated weapons. This is well documented. There are also hundreds of Polisario mercenaries captured in Syria, where they operated alongside Assad's army, reinforcing the image of a group involved in international terrorist conflicts. On the ground, the Polisario is also accused of violence against civilians in southern Morocco. The missiles launched against the city of Smara bear witness to this, in addition to the blockage of the strategic Guerguerat passage. The sequestration of Sahrawi populations in the Tindouf camps, where it refuses, with Algerian support, any official census, is another proof of the true nature of the movement. Faced with these elements, several American, European, and Asian political leaders advocate for the Polisario Front to be quickly listed as a terrorist organization. American Congressman Joe Wilson has proposed a bill to this effect, denouncing the use of the Polisario by Algeria and its accomplices to destabilize the Kingdom of Morocco, a long-standing strategic ally of the United States in the region. This eminent designation would deal a major blow to Algeria, which seems tireless in supporting the Polisario for nearly 50 years, while it simply costs the country development. It would further strengthen Morocco's position on the international stage, notably after the American recognition in 2020 of Moroccan sovereignty over its southern provinces, that of Spain, France, the recent one of the United Kingdom, and many other African and Latin American countries. The historical, military, and educational support of Cuba, combined with the role played by Algeria, Iran, and Hezbollah, places the Polisario in a network of actors with manifest destabilizing and terrorist activities. The rise in calls for its classification as a terrorist organization fits into a logic of regional and international security, requiring a coordinated response to restore stability in North Africa, the Sahel, and beyond. This page must be quickly turned for the good of the populations of the entire region

A Major Geopolitical Transformation in the Middle East 271

The Middle East is undergoing a major geopolitical transformation, marked by a strategic realignment between Israel, the United States, and the Gulf powers. These latter, long marginalized from traditional alliances or subjected to them, are now asserting themselves as indispensable actors on the political, economic, and military stage, reshaping balances once considered historic and immutable. Since its creation in 1948, Israel has been the main Western ally in the Middle East, notably of the United States, which initially opposed its establishment, in a region marked by recurring conflicts. Its expansionist and influential policies, supported by Washington, have long crystallized tensions with several Arab countries and armed groups. However, this belligerent stance now seems contested, both by its neighbors and some of its traditional allies. In any case, it is widely disapproved of and even condemned by civil society everywhere. This cannot last. The most notable evolution in the region has come from the Gulf monarchies. After decades of hostility, they initiated a historic rapprochement with Israel, formalized by the Abraham Accords in 2020, under American impetus. These accords, signed notably by the United Arab Emirates and Bahrain, opened the way to strengthened cooperation, especially against Iranian influence, while fostering unprecedented economic and technological exchanges. The monarchies that did not sign these accords also have no qualms about dealing with Israel. Strong relations are also often mentioned between the Israeli state and Turkey, especially since it has been governed by Erdogan, a champion of Islamism. In this rapidly changing context, the United States has gradually reoriented its regional policy, focusing more on the Gulf monarchies, which offer political stability, financial power, and strategic positioning. The American military presence in the region, notably at the Al-Udeid base in Qatar, illustrates this new reality. During the 2025 American tour of the Middle East, nearly two trillion dollars in investments were announced, particularly in defense, technology, and artificial intelligence sectors. At the same time, Washington seems to adopt a more nuanced stance towards Israel, especially in the framework of negotiations with Iran, reflecting a diversification of regional alliances. Despite its military weight, Israel is gradually losing its exclusive influence, increasingly perceived as a source of tension. The current policies of Netanyahu’s cabinet, leading to a near-genocide in Gaza, do not help matters. Unlike previous decades, Arab countries, especially those in the Gulf, no longer systematically respond to Israeli provocations with force. Current leaders favor a pragmatic approach, now distinguishing the Palestinian cause from the actions of armed groups like Hamas. This evolution marks a turning point compared to the belligerent attitudes of past military regimes, which over time became de facto allies of the Zionist cause. Hassan II, a visionary, once said on this subject, "Hatred of Israel and the Jew is the most powerful aphrodisiac in the Arab-Muslim world." The Gulf monarchies, long proponents of a moderate discourse favorable to dialogue, are now imposing themselves as regional models of stability and cooperation with the West, as well as with Asian powers. Israel’s traditional role as the pivot of Western interests in the Middle East seems to be eroding in favor of a dynamic where Gulf monarchies take center stage. The multiplication of conflicts and the perception of an increasingly isolated Israel on the international stage—albeit mostly among populations—weakens its position. Europe, while hesitant, shows a hardening of tone towards Israeli actions, notably after recent incidents in the West Bank where diplomats were targeted by heavy fire from the Israeli army. This change in attitude can only strengthen the legitimacy of the Gulf monarchies as reliable partners for the West, as guarantors of regional stability and calm. The recent organization of a global conference on the Palestinian issue in Morocco, a signatory of the Abraham Accords and co-chaired by the Netherlands, illustrates this new dynamic. It is worth noting again that Morocco is a strategic ally of the Gulf monarchies, linked by multiple agreements, including defense. The words of Moroccan Foreign Minister Nacer Bourita are clear about the need to condemn all extremisms—implicitly Hamas extremism but also that of the current Israeli government. This discourse symbolizes hope for political renewal in the region, emphasizing respect for international law and the only possible solution: two states living side by side. This is also the position of France, whose president no longer hesitates to speak of recognizing the Palestinian state, making it a key element in his discussions during his many foreign visits. Addicted to blood and violence, Netanyahu no longer hesitates to accuse President Macron of crusading against the Jewish state. Excuse me? The Israeli leader is deeply wounded and has no plausible argument except to hide behind his own definition of antisemitism, which he throws around indiscriminately. It must be said that repeated American vetoes at the Security Council somewhat reinforce his delusion. Israel’s disproportionate reaction following the senseless Hamas attacks has become counterproductive for the Jewish state. As it seems to lose its role as the undisputed leader of Western interests in the region, the Gulf monarchies appear as the new stabilizers and promoters of peace in the Middle East. This geopolitical reshuffling could well redefine the balance of power in a region marked by incessant conflicts. The strong interconnection of the American economy with these countries, in light of the latest announced investments, will inscribe this emerging situation in a stable and likely lasting perspective. Israeli voters would do well to understand this quickly. At the next election, they should definitively rid themselves of these zealots who have only death on their lips and the extermination of a legitimate people as their goal.

Blind love 279

Blind love To the one who looks at me and pretends not to see me While she is the source of my sorrows and setbacks Yet she confesses to others that she loves me who believes Leaning on her balcony every evening She doesn't care that I always be there at my perch Waiting for a signal from her, a hope To the one who looks at me and pretends not to see me While she is the source of my sorrows and my setbacks In spite I keep drinking And drinking get drunk every night Sitting in front of her window on the sidewalk To the one who looks at me and pretends not to see me While she is the source of my sorrows and my disappointments I say that this story is over now And that elsewhere I will go to see Dr Bouchareb Fouad July 5, 2022 Inspired by a piece of Andalusian music All rights reserved

Closing a Year, Opening Paths ... 510

Some endings mean more than just the conclusion of an academic calendar. The final session with my Royal Army students young women I’ve guided through two intense years will remain etched in my memory as a suspended moment, full of emotion, meaningful silences, and eyes that said everything. They are now being deployed across the Kingdom. Some will find themselves in remote units, far from one another, but I know that an invisible, unbreakable bond will continue to connect us. These two years weren’t easy. The demands of military training, the discipline of the institution, the academic expectations... But through it all, I made a point of keeping something alive; their humanity. Alongside knowledge, structure, and rigor, I wanted them to preserve and protect their capacity for empathy, presence, and sensitivity. On the last day, they briefly broke with military protocol. In the middle of their march, they stopped. A rare gesture. Almost forbidden. But deeply sincere. They wanted to say goodbye. To show me, in their own way, that something had mattered in our shared journey. I know they wanted to hug me. And even though they didn’t, I am certain they will now know how to offer those “hugs” differently through kind words, quiet support, and a respectful gaze to anyone in need. As I left the center, I realized something essential; to teach is often to plant a seed in soil we may never see again. But we do it with the faith that it will grow. See you next year with new students, new souls to guide.

“Sport for All”: A Shared Space for Humanity 511

During the training I recently led for sports coordinators and facilitators, my goal wasn’t simply to transfer knowledge. I aimed for something deeper: to inspire. To encourage these men and women to wear different hats not just as instructors, but as educators, mediators, trusted figures… and most of all, as conveyors of meaning. The concept of “sport for all” goes far beyond facilities and access. It is, first and foremost, a human project. At its core lie two essential foundations: - self-acceptance, - acceptance of others. From this dual acceptance arises the possibility of truly inclusive spaces, where everyone feels legitimate to participate, to grow, and to belong. Throughout the training, I saw something rare in the eyes of the participants; a genuine interest, a hunger for understanding. They weren’t just passively absorbing models, tools, or theories. They wanted to go deeper. They wanted each concept to connect with the complex human realities they encounter every day in their communities and sport programs. This experience reminded me once again that sport reflects the human condition. It can exclude or unite. It can reinforce inequality or break it down. It can become a space of judgment or a space for healing and resilience. The individuals we train today will shape what "sport for all" becomes tomorrow. To capture the spirit of this training, I’m sharing below a short recap video that reflects both the energy and the shared humanity we experienced.
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Le ciel et la lune 626

SOUVENT JE SCRUTE LE CIEL ET CE DEPUIS MON JEUNE AGE JE CONTEMPLE LA LUNE JE VOIS SI ELLE SEMI OU PLEINE JE COMPTE LES ÉTOILES JE CHERCHE CELLE DU NORD JE DEVINE MARS JE CHERCHE JUPITER JE SURVEILLE LES ÉTOILES FILANTES JE RECHERCHE LES OVNIS ET AUTRES EXTRA TERRESTRES JE REFAIS LE COMPTE DES ÉTOILES JE RECHERCHE D'AUTRES LUNES JE PASSE DES HEURES COMME CA A COMPTER ET RECOMPTER A VÉRIFIER LE NOMBRE D’ÉTOILES ET FINALEMENT JE REPLONGE DANS LA RÉALITÉ ET LE QUOTIDIEN LE TRAIN TRAIN ET QUAND LA NUIT REVIENDRA JE REGARDE MON CIEL DE NOUVEAU JE COMPTE ET RECOMPTE LES ÉTOILES JE SCRUTE LA LUNE JE LA DÉVISAGE JE LA REGARDE EN FACE BIEN EN FACE ELLE ROUGIT JE ROUGIS ELLE S’ÉCLIPSE JE SUIS SES TRACES ELLE SE COUCHE JE LA LAISSE ROUPILLER JE ME LÈVE ALORS ET JE SCRUTE LE CIEL BLEU JE DÉTESTE LE SOLEIL QUI ÉBLOUIE JE METS DES LUNETTES POINT D’ÉTOILES POINT DE LUNE SOUDAIN LE SOLEIL EST CHASSE SES RAYONS AUSSI SON ÉBLOUISSEMENT DISPARAIT ET LA LUNE SE LÈVE ET SE RELÈVE MAJESTUEUSE COMME D'HABITUDE ET EN DOUCEUR ELLE ENVOIE SES DOUX RAYONS POINT D’ÉBLOUISSEMENT ET SOUS SON CLAIR VOYONS LE CLAIR DE LUNE JE SCRUTE LE CIEL A LA RECHERCHE DE JUPITER MARS ET AUTRE NEPTUNE SANS LASSITUDE NI AMERTUME JE LA DÉVISAGE ENCORE ET ENCORE SANS REPIS JE LA FIXE ELLE ROUGIT JE ROUGIS JE COMPTE LES ÉTOILES JE COMPTE ET RECOMPTE ET JE VOIS SI LE COMPTE Y EST LA LUNE SE CACHE SOUS UN VOILE ENFIN UN NUAGE MAIS ELLE NE TARDE PAS A REPARAITRE POUR SE CACHER DE NOUVEAU JE LA FIXE ET REFIXE AVEC MON REGARD PATHÉTIQUE ELLE ROUGIT ET VIRE AU JAUNE SA COULEUR MAGNIFIQUE ET TOUTES LES AUTRES ÉTOILES EN FONT DE MÊME Dr Bouchareb Fouad Tous les droits sont protégés