Computing & IS
Over 600 Graduate from CoCIS
Published
3 years agoon
By
Jane AnyangoOver 600 graduands from the College of Computing and Information Sciences (CoCIS) have received Degrees and Diplomas of Makerere University in different disciplines during the 72nd Graduation ceremony.
On this third session of Makerere University’s 72nd Graduation Ceremony held on 25th May 2022, CoCIS presented 09 PhDs, 43 Masters and 567 undergraduates and 02 Post Graduate Diplomas. Graduands from the College of Veterinary Medicine, Animal Resources and Bio Security and the College of Business and Management Sciences were also conferred upon degrees.
A total of 12,474 graduands will receive degrees and diplomas of Makerere University during the 72nd graduation ceremony that commenced on on Monday, 23rd May to Friday, 27th May 2022. Of these, 100 graduands will graduate with PhDs, 1,236 with Masters degrees, 10,998 with Bachelor’s degrees and 140 with undergraduate and postgraduate diplomas. 52% of the graduands are female and 48% are male. Forty of the 100 PhD graduands and 492 of the 1,236 Masters graduands are female, representing 40% in each category.
Presiding over the ceremony, the Chancellor, Prof. Ezra Suruma recognized the arrangements made by the administration towards the excellent management of this graduation ceremony and the contributions of various institutions and organizations towards the University notably, the Government of Uganda, the Makerere University Council, the Senate, staff, students, the development partners and all stakeholders, especially the parents, for the vital role you have played in supporting Makerere University to pursue its educational vision of being a though leader of knowledge generation for societal transformation and development.
Prof. Suruma commended the graduands for the spirit of hard work, endurance and self-control that has brought them this far adding that, the awarding of the degrees was to testify to the hardships, the discipline, the commitment, the pain and the tears they have shed over the years and decades of academic and emotional struggle.
“Your graduation testifies to the world that in the face of all adversity, poverty, deprivation, doubt and even danger, you possessed the determination to strive on, to rise after the fall and today you are counted among the survivors”, He said.
The Chancellor also thanked the academic, administration and support staff for guiding students through the complexities of academic life as well as the significant social, emotional and financial support received continually from parents, relatives, friends, religious leaders, fellow students and donors who provided stipends and scholarships.
The Chancellor described Makerere University as a significant player on the continental and global academic and research stage which has opened the graduands to a glimpse into the possibilities and promises of knowledge.
Prof. Suruma said, this was only the beginning of the journey of life and implored graduands to add wisdom and experience to this knowledge.
“Strive for the wisdom to postpone today’s comfort and pleasure to a later time. In other words, learn to save and to invest. Strive for the wisdom to sometimes put the needs of others before your own. It is called love. Strive for the wisdom to be accountable for the time and resources that have been placed under your responsibility. It is called integrity. This wisdom may spell the difference between a great life and a failed one”, Prof. Suruma advised.
Prof. Suruma noted that senior citizens must handover the baton and responsibility for the faithful stewardship and multiplication of Uganda’s wealth and income to the young generation urging graduands to take on aggressively the serious challenges that the economy is facing.
“For example, consider the databases we need to manage the economy of Uganda. They are not yet in existence. The Parish Development Model must have real-time data on population structures, households, livestock populations as well as records of the effectiveness of local institutional performance such as the daily absenteeism of UPE teachers and workers in local Health Centers.
We must know the soil types in various parishes and which products can best grow there. We must be up-to-date on the state of community access roads and the rates of access to clean water in every village. This real time data is very important but it is not yet effectively implemented”, The Chancellor implored and cautioned that:
“The idea that we should leave matters of the economy to the invisible hand of the marketplace to optimize supply and demand may be plausible in the advanced economies of Europe and America. But for us here if we wait for the market to take us out of oblivion we shall wait forever. Indeed we have waited long enough. It is now time to take the economy in our own hands so as to create full employment and to meet the basic human needs of our population. Your training has given you the required preparation for this enormous task. You are all critical actors in the improvement of the lives of the Ugandan people. Please get started and never quit. We are confident that you will excel”.
Noting that the path ahead is lined with both pitfalls and opportunities, the Chancellor urged graduands to be alert to the opportunities and as far as possible to stand firm in the face of adversity, cultivate an attitude of openness, cooperation and gratitude towards the multitudes of people who will form an integral part of their future in order to inspire and help people around them to forge a better world.
Prof. Suruma also advised graduands to be aggressively creative and innovative adding that despite the risks and high costs of innovation and creativity, it is the true path to leadership and standing out of the crowd. He also implored graduands to take to heart all the gifts God has given them and apply them to make a better future for their families, the country and your world.
The Vice Chancellor Makerere University, Prof. Barnabas Nawangwe said, despite the disruption caused by the COVID 19 Pandemic, the university council through the support and guidance of the university Council to push through and minimize the time lost, extending appreciation to staff and students for soldiering on in spite of the devastation and embracing the Open, Distance and e-learning.
The Vice Chancellor reported that the university has continued to grow her research capacity in line with the strategic plan (2020-2030) which seeks Makerere a fully research led university.
With more than 1,000 of our academic staff holding PhDs, Makerere is a formidable research institution currently ranked No. 2 in Africa as far as research is concerned. Globally Makerere University ranks top in collaborative research and in clinical research”, Prof Nawangwe said.
The Vice Chancellor said Makerere today competes favorably with any other top universities in the world as far as quality research is concerned due to heavy investments in human resource and infrastructure development by government and development partners.
“The university through the College of Computing and Information Sciences (CoCIS) won the first prize for the Huawei African Information and Computer Technology (ICT) Competition 2021-2022. A-team of three Bachelor of Science in Soft ware engineering second year students designed a Quick Test App for diagnosing Malaria and HIV/AIDS from blood without pricking a patient”, The VC reported.
The Vice Chancellor also reported that using Computer models, a PhD researcher in automation of diagnosis of malaria was able to demonstrate how Artificial Intelligence can be used to diagnose malaria using readily available equipment like a microscope and the smart phone.
Another research break-through in the CoCIS as reported by the Vice Chancellor was the development of a Localized Geometrical Alignment Technique for updating geospatial datasets carried out by the college’s PhD student.
Prof. Nawangwe recognized the Government of Uganda for the release of UGX 21 Billion for the reconstruction of the iconic main building. He also invited the congregation to participate in the celebrations to Mark the 100 years of service to humanity whose climax will be on 8th October 2022.
To the graduands as they leave Makerere University, the Vice Chancellor urged them to always be proud of their Alma Mater and be her good Ambassadors.
“Go and put to good use the knowledge you have received from one of the best universities in the world to change your communities, your country and humanity. Put your trust in God and honor your parents and opportunities will be opened for you. Do not forget the Gates of Makerere”. Prof. Nawangwe advised.
He also informed graduands that transcripts for graduands on 4and 5-year programmes were ready for picking the following week and for those on 3-year programmes, transcripts will be ready for picking beginning the second week of June 2022.
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Computing & IS
The future of Africa is in integration – Dr Crispus Kiyonga
Published
2 weeks agoon
January 14, 2025Carol Kasujja Adii and Ritah Namisango
The excitement was palpable as hundreds of graduands and parents flocked Makerere University Freedom Square for the first session of the colourful graduation ceremony on Monday 13th January 2025.
The Chancellor, Hon. Dr. Crispus Kiyonga will confer degrees and present diplomas to a total of 13,658 graduands during the 75th graduation ceremony of Makerere University that runs until Friday 17th January 2025.
On each day, after the Chancellor has dissolved the congregation, the best researchers, best teachers and excelling students in the company of their parents or guardians proceed to Makerere University Convocation gardens for a luncheon.
The Makerere University Convocation Graduation luncheon brings on board invited staff and alumni as well as keynote speakers from the government, private and business sector to witness the presentation of the Vice Chancellor’s Research Excellence Awards to the best University researchers and students.
Some of the dignitaries present for the first luncheon included: The Chancellor-Hon. Dr. Crispus Kiyonga, the Chairperson of Council-Mrs. Lorna Magara, the commencement Speaker-Vice of the University of South Africa, Prof. LenkaBula Puleng, Secretary of the Education Service Commission-Dr. Asuman Lukwago, among others.
Welcoming the dignitaries, the Chairperson of the Convocation, Mr. George Turyamureeba congratulated the best students accompanied by their parents upon this academic milestone, and encouraged them to join the Convocation (the Alumni and Staff association) in order to tap into mentorship opportunities as well as professional networks.
The day one of the 75th Graduation Ceremony featured graduates from the College of Education and External Studies, College of Computing and Information Sciences, College of Veterinary Medicine, Animal Resources and Biosecurity, and the School of Law. The best 30 students per College are invited to the University Convocation with their parents to celebrate their academic success, and to listen to inspirational speeches from personalities who are acknowledged for utilizing their knowledge, skills, professions or talent to cause a positive difference in the lives of other people.
In his earlier address to the congregation in the Freedom Square, the Vice Chancellor, Prof. Barnabas Nawangwe, stated that the meritorious award presented to researchers was in recognition of their prolific publication record and outstanding contribution to Makerere University’s scholarly excellence.
This being his maiden graduation ceremony as Chancellor of Makerere University, the Vice Chancellor congratulated Hon. Dr. Crispus Kiyonga, an alumnus of Makerere University upon his appointment and installation by H.E President Yoweri Kaguta Museveni.
Prof. Nawangwe reiterated the readiness of the University Council and Management to implement the good ideas and strategies aimed at scaling Makerere University to greater heights.
Making reference to the commencement speech delivered by Prof. LenkBula Puleng, Prof. Nawangwe emphasized the need for graduates to always remember the speaker’s focus on what should be done to emancipate Africa from poverty.
Prof. Nawangwe thus called upon all the researchers who were recognized to use the awards as an inspiration to carry out more research that addresses the needs of the African continent.
During the event, the Chancellor, Hon. Dr. Crispus Kiyonga, noted that Africa is still trapped in poverty and lags behind because the continent is not integrated.
According to Dr. Kiyonga, although Africa lags behind, African Universities have to collaborate to address continent-wide challenges, enhance research capacity, foster knowledge sharing, and ultimately contribute more effectively to the development of Africa by tackling issues such as poverty.
Chancellor Kiyonga rallied universities in Africa to intensify collaborations in order to spur research and development.
“Makerere University researchers need to know what is happening in the University of South Africa, check out how they teach and exchange staff and students. If we get together as Universities, we will move fast,” Hon. Dr. Kiyonga noted.
The Chancellor equally called upon the graduates to be innovative and find solutions to address societal challenges. He reminded the graduates that people would judge them by asking what they did during their time.
“Our children are going abroad for work; this is a curse. If most of them leave, who will develop the Nation? Let us come together because the future of Africa is embedded in integration,” Hon. Dr. Kiyonga said.
To ensure that the message on integration of Africa remains on the agenda, Hon. Dr. Kiyonga informed the University leadership, staff, alumni and invited guests, that when provided with platforms to speak, he will always advocate for the integration of Africa.
“As the Makerere University Convocation brings us together, we must uphold the slogan, ‘We build for the future’ not just for Makerere’s future, or Uganda’s future, but for Africa’s future,” Dr. Kiyonga said.
Inspired by the good initiatives of the Makerere University Convocation headed by Mr. George Turyamureeba, Hon. Dr. Kiyonga-a 1978 graduate of the Bachelor of Medicine and Bachelor of Surgery of Makerere University pledged to pay all his convocation dues.
Presenting the keynote speech, Dr. Asuman Lukwago-Secretary of the Education Service Commission congratulated all the graduates on their academic achievements. Dr. Lukwago called upon all fresh graduates to live responsibly so as to achieve their full potential.
Sharing his personal experience on taking on unpaid employment after completing his studies at the Medical school, Dr. Lukwago urged the graduates who have accumulated knowledge, not to remain idle as they wait for employment.
“Many of you are focusing on looking for payment and it is true you need to be paid, but suppose you get a non-paid employment? My first assignment was on a volunteer basis, but my Professor encouraged me to take it on. He said: ‘Among the people whom you will be teaching will be sons and daughters of Ministers. If you teach them well, they will recommend you’ and that is how my name went into boardrooms,” Dr Lukwago narrated.
He encouraged the graduates to focus on their future noting that life feels long and hard when someone is suffering but is short and enjoyable when one achieves his or her target.
“You have been good students at the University level, but you have to be good citizens who can contribute to the growth of our Country’s economy. Analyze and unpack the four-acre model, a modern type of farming,” Dr Lukwago guided.
The Four-Acre Model advocates for diversified farming, where farmers allocate one acre to coffee, another to fruits, the third to pasture for dairy, and the fourth to food crops.
Why the convocation is important:
The Chairperson of Makerere University Convocation, Mr. George Turyamureeba explained that the association brings on board alumni and staff of Makerere University.
The mission of the convocation is to mobilise members and well-wishers to support the welfare and progress of Makerere University and to participate in the enhancement and improvement of intellectual and material wellbeing of the university community.
Mr. Turyamureeba pointed out that for one to qualify as a Member of Makerere University convocation, he or she pays an annual subscription of UGX 50,000/=. A member of the Makerere University Convocation benefits in form of: Career Development and Job opportunities, Alumni networking and social capital, Career guidance and mentorship programs, Financial support and scholarships.
Computing & IS
Close to 700 Graduate from CoCIS at the Mak 75th Graduation
Published
2 weeks agoon
January 13, 2025By
Jane AnyangoMakerere University has been directed to integrate the teaching of political economy across all courses to enhance students’ understanding of the country’s socioeconomic conditions. The directive, welcomed by the university’s top management, will be incorporated into the curriculum to align education with the needs of the people and the nation.
The government has also pledged to bolster Makerere’s research funding and strengthen partnerships with the private sector to commercialize innovations developed at the institution.
The call was made by Makerere University’s new Chancellor, Dr. Crispus Kiyonga, during the first session of the 75th graduation ceremony held on January 13, 2025, at the university’s Freedom Square. Dr. Kiyonga also urged the government and the university to establish an agro-industrial park on its land.
“This park would serve three purposes: teaching, generating income, and acting as a demonstration site for communities across the country,” Dr. Kiyonga noted.
The Chancellor emphasized the urgency of addressing Uganda’s food insecurity, highlighting that 40% of children in the Rwenzori region are stunted, with malnutrition affecting all regions of the country.
“Uganda must develop a robust food security system to ensure we do not starve amidst abundance,” he said.
Dr. Kiyonga also pointed out Africa’s underperformance despite its vast resources, describing it as a contradiction. “It is our responsibility to change the conditions of our people and ensure Africa rises to its potential,” he urged.
The ceremony was graced by Hon. Joyce Moriku Kaducu, Minister of State for Primary Education, who represented the First Lady and Minister of Education and Sports, Hon. Janet Kataaha Museveni. Other dignitaries included members of Parliament, the judiciary, the diplomatic corps, and academics.
Education Minister Praises Makerere for Excellence
Hon. Joyce Moriku Kaducu lauded Makerere University for its dedication to academic excellence and innovation.
“Today reflects the resilience, hard work, and commitment of our graduates, supported by the university staff, management, and parents,” she said.
The Minister commended the Vice Chancellor and management for fostering research and innovation while urging them to maintain robust quality control systems to uphold the institution’s integrity.
She also reflected on Makerere’s recent milestones, including the commissioning of a new School of Law building and the launch of the School of Graduate Studies and Research.
“Your achievements stem from hard work, transparency, and accountability. They set Makerere apart as a leader in higher education,” she noted.
Addressing the graduates, Hon. Kaducu encouraged them to apply their skills to solve societal challenges.
“Makerere has equipped you with critical thinking and creativity. Use this to seize opportunities, make a difference, and shine wherever you go,” she concluded.
Vice Chancellor Highlights Makerere’s Impact
Vice Chancellor Prof. Barnabas Nawangwe congratulated the 13,658 graduates, including 143 PhD recipients and 53% female graduates. He commended the efforts of staff, parents, and sponsors in supporting the students’ journeys.
The College of Computing and Information Sciences presented a total of 681 Graduands. Of theses12 were Doctoral candidates (7 Females and 5 males), 73 Masters candidates( 26 Female and 47 Male) and 596 Bachelors (251 Females and 345 Males)
Prof. Nawangwe praised the achievements of Makerere’s colleges, including the College of the College of Computing and Information Sciences. The College celebrated notable achievements, including three students who received the Africa 2024 Marketplace Simulation Award during the AFRICA2024 Conference in Egypt.
The college also secured a $1.5 million grant from Google for the Ocular project, which leverages artificial intelligence to improve the diagnosis of malaria, tuberculosis, and cervical cancer. The AI Health Lab, led by Dr. Rose Nakasi, continues to produce innovative diagnostic tools, including a phone-to-microscope adaptor, supported by partners like Google and the National Institutes of Health. Additionally, the AirQo Project launched the CLEAN-Air Africa Network, focusing on air quality management using low-cost sensors.
Prof. Nawangwe reiterated Makerere’s transformation into a research-led institution supported by the government’s Research and Innovation Fund. “We are addressing national priorities, such as improving the Parish Development Model and advancing e-governance,” he stated.
The Vice Chancellor congratulated Dr. Chrispus Kiyonga on his appointment as Chancellor and urged graduates to leverage their education to create solutions for societal challenges.
“Let your Makerere education be a beacon of hope for the world,” he concluded.
Prof. LenkaBula’s Call for Resilience and Redefining African Women’s Mission
In a keynote address by Professor Puleng LenkaBula, Principal and Vice-Chancellor of the University of South Africa (UNISA) titled “The Power of Resilience – African Woman, Find Your Generational Mission and Redefine Your Worth”, Prof. LenkaBula highlighted the critical role of African women in shaping the continent’s destiny.
Prof. LenkaBula expressed gratitude for being invited to such a significant occasion and extended greetings from South Africa, including from UNISA’s Chancellor, former South African President Dr. Thabo Mbeki. She praised Makerere University for its legacy of academic excellence and contributions to the African continent, emphasizing its role in anti-colonial struggles, post-colonial development, and its steadfast commitment to African unity.
“Makerere University stands as a beacon of academic excellence and innovation, a vital part of Africa’s intellectual and developmental heritage,” she remarked, reflecting on the institution’s shared history with UNISA and other centers of higher learning in Africa.
The Vice-Chancellor acknowledged the many prominent figures associated with Makerere, including freedom fighters and leading intellectuals. She also paid tribute to African women who have played pivotal roles throughout history, including Queen Amina of Zazzau, Njinga of Angola, Empress Tayetu Betul of Ethiopia, and modern figures such as Wangari Maathai and Ellen Johnson Sirleaf.
“These women embodied resilience and vision, redefining leadership in ways that transformed societies,” Prof. LenkaBula said. “It is now up to you, graduates, especially women, to take up the mantle, redefine your worth, and reclaim your generational mission.”
Drawing on the wisdom of influential thinkers like Frantz Fanon and Chinua Achebe, she urged graduates to embrace their responsibility as leaders and problem-solvers in Africa’s quest for prosperity. Prof. LenkaBula warned against complacency, emphasizing that each generation must confront its unique challenges and opportunities to secure a brighter future for the continent.
She also called for a renewed focus on gender equity in academia and leadership, noting the disproportionate burdens faced by women in society. Citing the achievements of Makerere University in gender mainstreaming, she expressed optimism about the role of young leaders in dismantling patriarchal systems and fostering inclusive development.
“As you step into the world, remain grounded in your communities while adopting a global outlook. Africa’s intellectual and social resilience has always been its greatest asset,” Prof. LenkaBula urged.
Prof. LenkaBula concluded her address to Graduands with a powerful call to action: “Your graduation is not merely a personal achievement but a contribution to Africa’s collective progress. History has thrust upon you the task of creating a future defined by resilience, innovation, and equality.”
Graduation Statistics of the 75th graduation ceremony
During the course of the 75th graduation ceremony, a total of 13,658 graduands will receive degrees and diplomas of Makerere University. Of these, a total of 143 graduands will graduate with PhDs, 1,813 with Masters degrees, 11,454 with Bachelor’s degrees and 243 with postgraduate diplomas. 53 % of the graduands are female and 47% are male. 44% of the PhD graduands are female. A total of 491 graduands will receive first class degrees. The best graduand from the sciences, graduating with a CGPA of 4.91 and a Bachelor of Science is Mr. Mubiru Enock Joel. The best graduand from the humanities, graduating with a Bachelor of Leisure and Hospitality Management, with a CGPA of 4.07 is Mr. Bagoole Abdul Latif Umar. 16% of the graduands are graduating with post-graduate degrees and diplomas.
Computing & IS
CoCIS Hosts AI Workshop for Erasmus Exchange Program
Published
3 months agoon
November 11, 2024By
Jane AnyangoMakerere University’s College of Computing and Information Sciences (CoCIS) hosted a two-day workshop on Artificial Intelligence (AI) for students and staff participating in the Erasmus+ exchange program. The event, opened on November 11, 2024, brought together participants from Makerere University, Busitema University, and the University of Twente, aiming to foster knowledge exchange and collaboration in AI applications in agriculture and health.
Professor Tonny Oyana, Principal of CoCIS, officially opened the workshop, emphasizing the transformative role of AI in the modern world. “In the next 30 years, computing and AI will be integral in every field. Just as Word and Windows became standard, AI is also becoming essential across disciplines,” he stated, urging participants to remain innovative and rise above global competition.
Throughout the event, Prof. Oyana highlighted the need for resilience, collaboration, and exceeding expectations in academic and professional pursuits. “If you’re required to publish three papers, aim for five,” he advised, stressing that academic success often requires going beyond minimum standards. He also encouraged participants to be proactive, using time effectively and fostering collaborative relationships that can drive impactful research and innovation.
The workshop provided a platform for interdisciplinary exchanges and networking opportunities, with participants urged to seize this opportunity for international collaboration and exploration of new ideas in AI. Prof. Oyana underscored that today’s challenges, from healthcare to environmental sustainability, require a multidisciplinary approach: “Today’s problems can’t be solved by one person. It’s through collaboration across institutions and countries that we create better solutions.”
The event is part of an ongoing Erasmus+ initiative, promoting academic exchange and building capacities in AI across various fields, aligning with CoCIS’s commitment to fostering innovation and preparing students to meet the demands of a technology-driven world
Dr. Mariette Applauds Staff and Students for Embracing Erasmus+ Program.
Representing the Head of the Department of Computer Science, Dr. Mariette Atuhuriire Katarahweire commended staff and students for their enthusiasm in embracing the program. The event, held in partnership with Busitema University and the University of Twente, brought together participants to foster academic and cultural exchange across institutions.
Dr. Mariette highlighted the importance of international collaboration, recounting her own experience studying in Belgium and interacting with Dutch institutions. “I once thought Erasmus was only for Europe, but seeing it extended to Africa and embraced here is heartening,” she remarked. She praised the event organizers and encouraged both students and faculty to seize such collaborative opportunities, adding, “It’s not just for students; staff should also take part, as these experiences refresh your perspective and enhance your work.”
The workshop featured presentations by PhD students, providing them with valuable feedback and a platform to share ideas. “Presenting helps you think deeply about your work and clarify it for others,” Dr. Mariette explained, noting that feedback from peers and faculty can help overcome challenges in research and spark new insights.
Welcoming first-time visitors to Uganda, Dr. Mariette encouraged students to take advantage of the program’s travel opportunities, which offer exposure to different environments, cultures, and academic perspectives. “Collaborations like these allow you to make connections, share ideas, and gain insights that can transform your academic journey,” she concluded.
She expressed gratitude to the workshop organizers and applauded the participants, hoping that the event would be a fruitful learning experience for everyone involved.
Dr. Rose Nakibuule Highlights AI Research and International Collaboration in Makerere’s Exchange Program
Dr. Rose Nakibuule, Program Coordinator at Makerere University, outlined the focus areas of an international research collaboration that involves exchanges between Makerere, the University of Twente (Netherlands), Busitema University. The program emphasizes artificial intelligence (AI) applications in agriculture and health, with a primary goal of fostering knowledge exchange and research development.
“This program is about the mobility of students and staff between institutions to enhance research and collaboration,” Dr. Nakibuule explained. “Last year, three Makerere PhD students went to Twente for six months, and this year two of us, myself and Stephen Odongo, will participate.” She noted that students from Busitema University have also benefited from the exchange.
Dr. Nakibuule highlighted several AI-focused projects, including disease monitoring systems and AI-powered translation tools aimed at helping farmers who speak diverse languages. “We’re developing a platform that can translate information into local languages, so farmers across regions can access vital data,” she said. In agriculture, the program’s projects also include AI models for identifying crop varieties, allowing farmers to use smartphones to scan seeds or pods for variety detection.
The program’s collaborative nature also addresses resource limitations faced by Makerere. “Twente has the resources we need to build these AI systems, while we bring local expertise and the specific needs of our communities. Together, we’re creating tools that can be applied directly in the field,” Dr. Nakibuule said. This hands-on, cross-border collaboration aims to ensure that research goes beyond the lab, benefiting communities directly and supporting data-driven agricultural practices.
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