Helpling GmbH &amp; Co. KG is an online platform for cleaning services and household-related services with over 42 subsidiaries worldwide. The company was founded in 2014 by Benedikt Franke and Philip Huffmann. The Helpling Group is headquartered in Berlin, Germany.

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Helpling is the leading marketplace for cleaning services in Ireland. We are not a cleaning agency or cleaning company; we’re an intermediary platform that helps match customers like you with self-employed cleaners. Through Helpling, you can book a cleaner in 60 seconds.

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Helpling GmbH &amp; Co. KG Jägerstraße 67 Get Directions ... - opportunity to work on different projects (web / apps, customer / partners) - very fast to try and embrace new technologies - developers are involved in shaping the product - very open to remote work (even before Corona) - great team events and initiatives - lots of people working for the company ...

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For a long time we thought that our French system was the best in the world. And it was. But, it’s been years that we have observed an increase in costs in our healthcare system, for individuals, while the user experience has not really changed or improved ( worldwide, ranking us #11 in Europe). healthcare Bloomberg ranking France #8 Europe Health Consumer Index Figures are alarming: in France, (yet, it’s below the 18%-level in the US), €250bn every year, and it has been in constant augmentation for the last 50 years. This growth comes with an even larger for our beloved Sécurité Sociale. 11.6% of our GDP goes to healthcare budget deficit And while costs are increasing, satisfaction towards the system is decreasing for every stakeholder including doctors, hospitals, patients… Where does that come from and what can we do? Difference between user and patient First things first, we, the people, are not to be considered as patients anymore. We are users of our . Users when we are patients, users when we assess our risks, but also users when we are healthy. healthcare Semantically, patients are considered an object on which doctors identify symptoms that need to be treated. On the other hand, the user is an active player of his healthcare: he is increasingly the center of attention. The needle will move from physicians monitoring health indicators from time to time to ourselves collecting them in order to share the proper summaries to experts. Indeed, today we are only monitored when something goes wrong, a comparative should analyse “healthy vs. not healthy” and the continuity in-between. medicine Apple Watch Health (source: Hello Heart) We live a crucial moment for this user “empowerment”: (Apple is hiring tons of health experts), by Google, … We will be able to follow our biometrics and our health evolution. In parallel, patient communities are created ( , ) around their diseases. The p̷a̷t̷i̷e̷n̷t̷ user, is the new actor of his health. Apple Watch blood monitoring weight analysis SmartPatients PatientsLikeMe Medicine digitisation The excellent book from Robert Wachter: The Digital Doctor This new healthcare user needs tools to work with his ecosystem of doctors, hospitals, private clinics, insurances… Here comes medicine digitalisation, which has been a slow, painful trend over the last years. This digitising phase took place recently particularly in the US and the UK, with the introduction of the Electronic Health Record (EHR). All information about a patient is supposed to be gathered at one point. If today , hospitals still do not communicate with one another, , and user interfaces are still very poor. Few doctors consider this transition as a success. Mainly, because they have been designed for the ones paying: hospitals who want to optimize their billing and who have beenheavily incentivized by the government to invest in EHRs. more than 70% of American hospitals have an EHR doctors still do not agree on what level of information they should share with patients Dossier Médical Personnel In France, the “Dossier Médical Personnel”, our equivalent of EHR, has been promoted by the government with over . And we haven’t seen any proper private initiatives yet. €500m investment for less than 400.000 subscribers. It has turned into a fiasco What should we see in an EHR? On a user-based approach, I believe it should be the combination of our medical interactions with the healthcare system (doctors you’ve seen and when, which drugs have been prescribed, what have been the diagnoses, lab results, etc…) combined with standard information from wearables and sensors that monitor our health. Google ontact lens to measure glucose in tears. (Credit: New York Times, Google, via Agence France-Presse — Getty Images) Connected devices (wearables, quantified self apps, sensors…) are huge collectors of health data and information. Google is right now working on several sensors to monitor pulse, , with its new brand (formerly Google Life Sciences)… A lot of start-ups such as with its HealthPatch, continuous blood pressure monitoring for , and are very active. Nevertheless, these data will be almost worthless for the end-user if we do not edit the right data-management to analyse information. , and the next big step is to switch from displaying data to generating valuable insight from data. sugar levels Verily Vital Connect Quanttus clinical trials some others Quantified-self does not mean qualified-self Alphabet introducing Verily their new branding for Google Life Sciences We have to move forward a complete EHR system step by step. It does not have to be fully complete and universal from scratch. It is a matter of daily implementation. Doctors tasks will be replaced or completed With this huge amount of information coming from everywhere, the development of new technologies, doctors’ job is to evolve along with the interaction with users. And we hope for the best. I really believe that doctors will remain at the center of our healthcare system for a long time. It is their scope and the way they will be assisted that will change. Da Vinci robotic surgery in action Robotics has started to enter in healthcare mainly with system developed by Intuitive Surgical, that has performed more than 3 million surgeries worldwide. It is still expensive as an investment, every operation requires the purchase of another specific pack, but there is a trend towards more and more robotisation and tools to assist surgeries. Here in France, we have which has not reached the same market penetration yet.New generation of surgery robots is under development with the objective to be autonomous, and to conduct routine surgeries in less time, with less human errors, and ultimately cheaper than standard ones. Will surgery become a commodity accessible to everybody? The question is still open and requires a lot of development. Da Vinci robotic Robot Rosa from Medtech If we can help the hand, we can also help the brain. I spoke in a about Artificial Intelligence (and the difficulty to define it), but we see a trend in machine-learning / artificial intelligence to help doctors take better decisions. is somehow trying to lead the way with the Watson tools. The aim is to distribute them to every single hospital. They have signed deals with (work on rare pediatric diseases), (prediction of health deterioration), Medtronic, or (understanding scientific papers and create a health coach), (providing access to data from apps) in order to support doctors in their decisions on diagnoses and treatments. Deep learning has also proven very useful in image recognition, with companies such as which raised another . previous article IBM Watson Boston Children’s Hospital CVS Health Johnson & Johnson Apple Enlitic $10m for radiology image recognition I believe that AI will enable better diagnosis and personalized medical recommendations, help to scale information and distribute it. It will be the support tool for the new doctors to access, manage and treat data. It follows the same trend that consumer knowledge which has switched from memory to Google. Personalised medicine & prevention This evolution and the huge amont of data we are able to analyse are to be completed by new data-streams and more focus on prevention and healthcare personalisation. Among this, DNA sequencing and analysis is a fascinating topic. The history of genome sequencing is fantastic, beginning with a between public and private initiatives (aka ) to sequence in 2001 the first complete human genome. And since then, cost and speed have improved three times faster than Moore’s law. $100m in 2001 to c.$1,000 today. Not so bad. race Craig Venter Evolution of DNA sequencing costs from $100m to less than $1,000 in 15 years (source: National Human Genome Research Institute) Several initiatives are around to understand better our genome. Not in France of course. National initiatives: UK project with the NHS support, whole country sequencing in , the US and Obama pushing for a with the “Precision Medicine Initiative”, . But also private initiatives such as (Craig Venter again), which mission is to accumulate the largest genomics data set ever with 1 million full human genomes, microbiomes, … 100,000 genomes Iceland $215m sequencing project China announcing even larger numbers Human Longevity Inc. Ling Min Jian; lab technician at the Beijing Genomics Institute (BGI), the world’s largest genome sequencing center. Collecting enormous amount of data is a great challenge that we are addressing now worldwide. But understanding or generating insight from it is even harder. It is like trying to find a bug in a program by looking at the 0s and 1s. You have to get really good eyes and computer power. That’s also why it’s one of the big topic of interest for the GAFA. The excellent of , founder of health website Doctissimo and DNA sequencing DNAVision, are a great read on the topic. articles Laurent Alexandre Illumina’s gene sequencer (Credit: Illumina) Nevertheless, sequencing is changing specific parts of personalised medicine. The one I want to focus on is cancer sequencing. By sequencing blood samples, we detect cancer earlier, we can select and test treatments based on your cancer genetics, and thus we can dramatically reduce costs and risks. Two companies recently raised $100m each in the field: and through Bill Gates, Jeff Bezos, and . Of course, we are still at the beginning and industrial scaling will raise new questions, but it’s out there. Guardant Health GRAIL initiative Illumina Once we can analyse your genome, microbiome, environmental interaction we could be able to target treatments, anticipate diseases… We already see that machine-learning analysis of demographics and somehow epigenetics data (in the broad sense) gives us great assessment of individual risks in order to be guided in the healthcare system. I see two steps in the progress: first a better understanding of our risks to develop diseases based on an overall appreciation of who we are and that will leads us to meet the right doctors at the right time. My hope is that soon enough these doctors will have the best tools to personalise the way they help us to be healthy. All these technologies, for what? Towards new players to serve users As I said before, we are now to be considered as users. And as users, we take informed decisions on what we should buy. One of the central players in the healthcare system is health insurance and sadly, health insurance is one of the last industries which has done nothing to make things accessible: we don’t know what we pay for, what the level of service is, if there is any service at all... In the US, statistics say that . This market status in the US is well documented in this . Metrics seems to be similar in France even if less documented. only one out of seven Americans understands the basic components of a health-insurance plan (Journal of Health Economics) great series of articles The complexity arises from several factors: a multi-stakeholder market (I am not the one choosing how I treat my symptoms, it is the doctor who makes the choice), a complex billing process (shared between doctor, Sécurité Sociale, Complémentaire Santé, reste à charge, ticket modérateur…), no user-centric focus. Indeed, even if you wanted to interact more with your health insurance, the user experience would be really poor today. We don’t understand benefits, websites are far away from what we see in other fields, and it looks like an insurer’s objective to make his customer service difficult to reach. It obviously creates strange dynamics and misalignment of interests. The interactions with your insurance are just about transaction, confrontation . “how can I get paid back as fast as possible?” Nevertheless, I believe that we are today at the edge of a new beginning where product design and technologies can help us to create a user-centric insurance where everything is about giving the best experience. In the US, some start-ups with very interesting metrics of adoption have paved the way: in New York, or . Oscar Collective Health Clover Health In France, we can improve the understanding of what we pay for, how we can navigate in this complex and sometime unfriendly healthcare system. It means building trust between players (the patient, the doctor, the insurer) and going towards more active and personalized prevention. A great health insurance should help us do that. It should be the platform to reach all the technologies and services we have started to analyse in this article, always thinking of what is best for its users. It is a dramatic switch from what exists today, but it can be done with the right focus and technologies.

Boosting French Healthcare

In the escalating arms race between digital deception and verification, governments are realizing the cost of being even minutes late. DeepFakes, synthetic media created using machine learning, have grown from a novelty to a national security threat. Once primarily used for satire and entertainment, they are now deployed to incite violence, disrupt economies, and undermine institutions. The rise in DeepFake sophistication has coincided with a collapse in public trust—a toxic pairing that makes discerning truth from fiction a matter of urgency, not preference. A Forensic Framework for Synthetic Truths A Forensic Framework for Synthetic Truths Evo Tech, a U.S.-based AI company operating largely under the radar, has emerged as a crucial player in countering this threat. At the center of its technology suite is Evolution 1.0, a platform designed to do more than just detect fakes; it links them to broader patterns of manipulation. Evo Tech Evo Tech Evolution 1.0 Unlike off-the-shelf detection tools, Evolution embeds DeepFake analysis directly into intelligence and case-management workflows. The system deploys four autonomous AI agents—DF-I for images, DF-V for video, DF-A for audio, and DF-T for text—each trained to dissect and evaluate media through specialized forensic techniques. These agents examine everything from voice resonance to handwriting curvature, assigning a Reliability Score that reflects the likelihood of synthetic tampering. Reliability Score “We built Evolution to treat DeepFakes not as anomalies, but as signals—clues that must be traced, correlated, and understood,” says Maria Pulera, Evo Tech’s lead architect and public spokesperson. “Each fake is part of a larger narrative, and we help agencies see the full story.” “We built Evolution to treat DeepFakes not as anomalies, but as signals—clues that must be traced, correlated, and understood,” Maria Pulera “Each fake is part of a larger narrative, and we help agencies see the full story.” The Technology Behind the Curtain The Technology Behind the Curtain The platform’s intelligence lies not just in detection, but in integration. Analysts can schedule regular scans, execute manual checks, or apply agent-specific thresholds based on operational needs. The system logs every decision, override, and anomaly into an immutable audit trail - a chain of evidence critical for legal and intelligence operations. For example, when a video of a senior military official “confessing” to misconduct surfaced during a regional conflict, the DF-V agent assigned it a 33% reliability score, well above its 20% tolerance threshold. The facial overlay artifacts and timing mismatches revealed it as a fake. The source, traced via metadata and case-linkage systems, was later identified as originating from a coordinated foreign disinformation campaign. Evolution’s strength lies in these layered safeguards. It doesn’t just flag suspicious content; it connects it to historical data, shared entities, and known digital fingerprints. Pulera describes it as “building an operational memory of deception.” “building an operational memory of deception.” The Numbers Behind the Fear The Numbers Behind the Fear According to cybersecurity analysts, the DeepFake threat has multiplied exponentially. In 2019, only 7,964 DeepFake videos were known to exist. By 2024, over 3.5 million videos, audios, and documents bore the mark of AI-generated content. The synthetic media industry is projected to reach $33 billion by 2030, driven largely by state-sponsored propaganda, fraudulent content, and automated misinformation networks. The financial damage is mounting. In 2023, a major multinational firm was conned out of $25 million after an executive received a spoofed video call from someone who appeared to be the CEO. DeepFakes are no longer fringe tech, they’re tools for geopolitical leverage, corporate espionage, and criminal extortion. Against this backdrop, agencies are scrambling for effective solutions. And for a growing number, Evo Tech’s Evolution 1.0 is becoming the digital firewall they didn’t know they needed. Accountability by Design Accountability by Design A key differentiator in Evo Tech’s approach is its governance structure. The platform enforces role-based permissions—analysts can view results, supervisors can override thresholds, and administrators manage global settings. Every change is timestamped, justified, and logged. “Transparency is a feature, not a liability,” says Pulera. “If you’re going to inform national security or judicial proceedings, you need a system that can stand up to scrutiny.” “Transparency is a feature, not a liability,” Pulera “If you’re going to inform national security or judicial proceedings, you need a system that can stand up to scrutiny.” This design anticipates not just technical challenges, but ethical and legal ones. As courts begin to accept digital media as evidence, the ability to prove how a piece of content was vetted becomes as important as the detection itself. Use Cases in the Field Use Cases in the Field The platform is already in limited deployment across several government sectors and investigative agencies. In one case, a handwritten letter found at a protest site was matched to a known activist’s writing sample with 84% similarity. In another, a cloned voice message led to an internal investigation being redirected when Evo’s DF-A agent exposed it as a fabrication. These aren’t hypotheticals—they’re daily realities in modern law enforcement and intelligence work. What distinguishes Evo Tech is its commitment to context. Rather than isolating DeepFakes as technical oddities, it treats them as forensic leads. This holistic approach is what has caught the attention of defense buyers and national security planners worldwide. The Future of Truth Infrastructure The Future of Truth Infrastructure Evo Tech’s mission, while technologically ambitious, is rooted in a fundamental societal need: the restoration of trust. As misinformation evolves from viral memes to hyper-realistic deceptions, the tools to defend against it must evolve as well. Pulera remains measured in her optimism. “We’re not claiming to solve the DeepFake crisis. But we are offering a way to make truth operational again—to give analysts and decision-makers a fighting chance.” “We’re not claiming to solve the DeepFake crisis. But we are offering a way to make truth operational again—to give analysts and decision-makers a fighting chance.” At a time when every media artifact might be a weapon, Evolution 1.0 is a reminder that defending the truth takes more than skepticism - it takes infrastructure. Evolution 1.0 And in this era of digital subterfuge, the ability to prove what is real may become the most powerful defense of all. prove This piece was published as part of HackerNoon’s Business Blogging Program. This piece was published as part of HackerNoon’s Business Blogging Program. This piece was published as part of HackerNoon’s Business Blogging Program. Business Blogging Program Featured Photo Courtesy of: Evo Tech Featured Photo Courtesy of: Evo Tech Featured Photo Courtesy of: Evo Tech

Inside the AI Platform Helping Governments Detect DeepFakes Before They Go Viral

Uvnitř AI platformy, která pomáhá vládám detekovat DeepFakes dříve, než se stanou virálními

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Dentro de la plataforma de IA que ayuda a los gobiernos a detectar DeepFakes antes de que se vuelvan virales

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ក្នុងមជ្ឈមណ្ឌល AI ដែលជួយគ្រប់គ្រងរកឃើញ DeepFakes មុនពេលពួកគេបានក្លាយជា viral

AI-ийн платформыг туслах Гэрчилгээ DeepFake-ийг вирусыг олж авах өмнө

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AI පද්ධතිය ඇතුළත, ආණ්ඩු බලපත්රයන් වෛරසයට පත් වීමට පෙර DeepFakes හඳුනාගැනීමට උපකාරී වේ

Brenda platformës së AI që ndihmon qeveritë të zbulojnë DeepFakes para se të bëhen virale

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AI پلیٹ فارم کے اندر حکومتوں کو وائرس سے پہلے DeepFakes کا پتہ لگانے میں مدد ملتی ہے

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I want you to take a moment to imagine not having a bank account, credit card, or access to loans. How would you save money, invest, or handle financial emergencies? A World Bank report from 2022 says about 1.4 billion people worldwide are unbanked. The report approximates that 71% of unbanked adults live in rural areas, which often lack adequate banking infrastructure, and it also highlights that a significant barrier to financial inclusion is the absence of formal identification. In Sub-Saharan Africa alone, over 100 million unbanked adults lack IDs, and globally, around 30% of unbanked individuals cite insufficient documentation as a major obstacle to accessing financial services. In Sub-Saharan Africa alone, over 100 million unbanked adults lack IDs, and globally, around 30% of unbanked individuals cite insufficient documentation as a major obstacle to accessing financial services. Financial inclusion means making financial services available and affordable for everyone, no matter their income or where they live. Besides helping individuals, inclusive finance supports economic stability, reduces poverty, and promotes social mobility. Even though there are clear benefits, traditional banks often ignore marginalized groups. High account fees, strict credit requirements, limited outreach, and no credit history keep many people stuck in poverty. The Gluwa Mission Mission Statement Gluwa's mission is to make financial services available to everyone by using new blockchain technology. They aim to connect traditional financial systems with underserved communities around the world. As a decentralized financial platform, Gluwa links global funds to investment opportunities in emerging markets, giving users the tools and resources they need to succeed, no matter their background, nationality, income level, or gender. The company does this by combining blockchain technology with traditional financial services to create a global financial system that is open to everyone. By keeping track of users' payment histories, like utility bill payments, on a public blockchain, Gluwa helps people without traditional banking access build credit profiles that can be verified. This system works with a stablecoin-based financial network linked to regular currency, making it easier for people in underserved areas to do financial transactions and promoting financial inclusion. Gluwa shows its dedication to financial inclusion through partnerships with different organizations, including an agreement with the Central Bank of Nigeria to boost the use of Nigeria’s central bank digital currency (CBDC), the eNaira. This partnership aims to make fintech lending easier and verify transactions, improving financial access for millions. agreement with the Central Bank of Nigeria to boost the use of Nigeria’s central bank digital currency (CBDC) With these efforts, Gluwa aims to create a fairer global economy by offering open and clear financial systems that help underserved communities. Addressing the Challenges How does Gluwa tackle these big challenges? By using blockchain technology, Gluwa gets rid of traditional obstacles like high transaction fees, strict credit checks, and limited geographic access. In simple terms, Gluwa isn't just following different rules—it's changing the game completely. Gluwa tackles financial exclusion with several key strategies: Lowering Transaction Costs: Traditional financial systems have high fees that make it hard for low-income people to use services. Gluwa uses blockchain for direct, peer-to-peer transactions, cutting out middlemen and reducing costs, making services cheaper for underserved communities.


Making Credit Easier to Get: Strict requirements and lack of credit history often block access to credit. Gluwa's Creditcoin blockchain records loan transactions, helping people build verifiable credit histories, which improves their credibility and access to loans.


Extending Geographic Access: Gluwa's platform bypasses limited banking infrastructure by providing digital financial services through mobile devices, enabling people in remote areas to access financial systems without needing physical banks.


Building Strategic Partnerships: Gluwa works with governments and financial institutions, such as teaming up with Nigeria's Central Bank to connect blockchain with the eNaira, improving financial access and transaction verification.


Using Scalable Technology: Gluwa uses Microsoft Azure for dependable and scalable cloud solutions, ensuring efficient blockchain services worldwide. Lowering Transaction Costs: Traditional financial systems have high fees that make it hard for low-income people to use services. Gluwa uses blockchain for direct, peer-to-peer transactions, cutting out middlemen and reducing costs, making services cheaper for underserved communities. Lowering Transaction Costs: Traditional financial systems have high fees that make it hard for low-income people to use services. Gluwa uses blockchain for direct, peer-to-peer transactions, cutting out middlemen and reducing costs, making services cheaper for underserved communities. Lowering Transaction Costs Making Credit Easier to Get: Strict requirements and lack of credit history often block access to credit. Gluwa's Creditcoin blockchain records loan transactions, helping people build verifiable credit histories, which improves their credibility and access to loans. Making Credit Easier to Get: Strict requirements and lack of credit history often block access to credit. Gluwa's Creditcoin blockchain records loan transactions, helping people build verifiable credit histories, which improves their credibility and access to loans. Making Credit Easier to Get: Extending Geographic Access: Gluwa's platform bypasses limited banking infrastructure by providing digital financial services through mobile devices, enabling people in remote areas to access financial systems without needing physical banks. Extending Geographic Access: Gluwa's platform bypasses limited banking infrastructure by providing digital financial services through mobile devices, enabling people in remote areas to access financial systems without needing physical banks. Extending Geographic Access Building Strategic Partnerships: Gluwa works with governments and financial institutions, such as teaming up with Nigeria's Central Bank to connect blockchain with the eNaira, improving financial access and transaction verification. Building Strategic Partnerships: Gluwa works with governments and financial institutions, such as teaming up with Nigeria's Central Bank to connect blockchain with the eNaira, improving financial access and transaction verification. Building Strategic Partnerships Using Scalable Technology: Gluwa uses Microsoft Azure for dependable and scalable cloud solutions, ensuring efficient blockchain services worldwide. Using Scalable Technology: Gluwa uses Microsoft Azure for dependable and scalable cloud solutions, ensuring efficient blockchain services worldwide. Using Scalable Technology With these focused efforts, Gluwa breaks down traditional barriers to financial inclusion, giving underserved communities the tools and opportunities they need for economic growth. How Gluwa Works. Blockchain isn't just about cryptocurrency; it's a decentralized system that makes transactions secure, clear, and unchangeable. For financial inclusion, this means people without traditional credit histories can create financial identities safely and openly. Blockchain changes trust from something only institutions have to something everyone can access. It also cuts out the need for traditional middlemen like banks and credit bureaus, lowering transaction costs and allowing direct, person-to-person financial interactions. This opens up financial activities to underserved communities, especially in remote areas, who couldn't participate before due to distance or high costs. Additionally, blockchain lets users build verifiable credit histories by clearly recording payment activities, greatly improving their credibility and access to financial opportunities. Gluwa’s platform uses a decentralized blockchain network, allowing users to send, receive, and safely store money worldwide without the usual obstacles from traditional banks. With tools like Creditcoin, users can create clear and verifiable credit histories, boosting their financial credibility. Gluwa also partners with local organizations, NGOs, government agencies, and innovative fintech providers to expand its infrastructure. These partnerships make sure the system is strong, easy to access, and able to reach even the most remote and underserved areas, promoting smooth financial inclusion everywhere. Gluwa's Broader Impact Gluwa's projects are set to greatly improve financial access in areas with limited banking services, especially in parts of Africa, Southeast Asia, and Latin America. For example, in March 2024, Gluwa teamed up with the Central Bank of Nigeria (CBN) to promote the use of the eNaira, Nigeria's digital currency. This partnership uses blockchain technology to improve financial access and encourage innovation in the area. Additionally, Gluwa is looking into partnerships in other African countries, like Liberia, to create digital currencies and satellite internet services, showing its dedication to advancing digital financial services across the continent. By adding blockchain solutions to current financial systems, Gluwa encourages traditional banks to rethink and possibly improve how they offer services. Partnerships like the one with the CBN show how blockchain can support and enhance regular banking systems, which could lead to more inclusive financial services. Beyond finance, Gluwa's principles—transparency, accessibility, and decentralization—can also be used in areas like education and healthcare. For instance, blockchain can securely share educational records worldwide or provide decentralized healthcare funding, spreading the benefits of financial inclusion to other important parts of society. Conclusion Financial inclusion is a must, not a choice. Gluwa is an important step in helping underserved communities get access to financial services. As decentralized financial services improve, they could change not just finance but many parts of our lives. The real question isn't if financial inclusion is needed—it definitely is—but if we're ready to accept solutions like Gluwa, which can open doors that traditional finance has kept shut.

Helping the Unbanked: How Gluwa Supports Global Financial Access

Image: Freepik Image Freepik Freepik Businesses have been locked in a cycle of manual inefficiencies for decades, resulting in them throwing time and money at repetitive tasks that drain resources. AI, automation, and emerging technologies have been pitched as the ultimate solution, but many of the consumer-friendly AI tools out there now fall short, often overpromising and underdelivering. Business Analyst and AI Expert Hugo Lamy is hard at work to solve these issues with Brainbase, an AI workflow tool. With a solid background in AI startups, sales automation, and AI-powered personalization, Hugo is a leading specialist in optimizing the power of AI and unlocking the full potential of the tools available to businesses today. Hugo Lamy Hugo Lamy Brainbase Brainbase As a Founding Growth Engineer at Brainbase, he is using his expertise to guide companies in cutting operational costs by up to 50% by using AI to handle tedious tasks like invoice processing and resume screening. But this is just the latest step in Hugo’s journey, which started with his early success scaling AI startups and has now positioned him as a leader in AI-driven efficiency. The Brainbase Breakthrough: AI Agents as the Future of Business Hugo Lamy's partnership with Brainbase began after an inspiring conversation with Gokhan Egri, the company's innovative founder and CEO. Hugo was immediately drawn to Gokhan's fresh vision for optimizing and deploying AI automation to meet the unique needs of startups and established organizations looking at undergoing a digital transformation. Brainbase isn’t just another AI company. It’s built to make it easier for businesses to create AI-powered apps 20 times cheaper and faster than traditional methods by helping them rapidly prototype and deploy AI solutions without getting stuck in an endless loop of proof-of-concept delays. By simplifying how businesses develop, test prototypes, and launch AI solutions, Brainbase helps them avoid the common challenges associated with tech implementation, such as high development costs, slow prototyping processes, complex deployments, lengthy project delays, and barriers to AI adoption like staff training. This approach has already earned Brainbase the trust of startups, Fortune 500 companies, and government agencies looking to streamline operations with AI-powered automation. With $3.2M in backing from solid investors in the field—like the founders of YouTube and HubSpot—and support from YC alumni and 500 Startups, Brainbase is at the forefront of AI innovation. The secret to Brainbase's success lies in the cutting-edge technology at the foundation of the platform, which was developed by Gokhan Egri during his Harvard CompSci PhD. This innovation optimizes LLM efficiency, which turns scalable, production-ready AI agents into reality. Gokhan Egri Gokhan Egri Unlike many AI companies that focus on popular vertical solutions like AI SDRs or AI recruiters, Brainbase is tackling a much broader challenge: automating operational workflows across industries. From invoice parsing to resume screening, the company’s AI agents eliminate tedious tasks, helping businesses see faster ROI and expand AI adoption seamlessly. Excited by the potential of Brainbase’s technology, Lamy joined as a founding growth engineer to ensure that as many businesses as possible can leverage AI automation to reduce costs and scale smarter. This wasn’t just another role for him, it was an opportunity to help reshape how businesses interact with AI. Hugo’s Role & Impact at Brainbase Hugo’s Role & Impact at Brainbase Hugo Lamy has played a major role in Brainbase’s growth, using his strategic vision to lead the company towards a thriving future. By leveraging strategic partnerships, AI-driven sales automation, and powerful executive engagement, he has played a significant part in taking Brainbase to a 7-figure Annual Recurring Revenue (ARR) within his first year. Lamy’s key skills include leveraging intent signal capture and a strategic partnership approach to transform cold leads into high-intent buyers with high velocity, filling up pipelines very rapidly. He oversees the full sales cycle—from identifying opportunities and nurturing prospects to delivering demos, qualifying leads, and closing deals. Let’s take a closer look at his contributions to Brainbase: Building Strategic Partnerships: Hugo is focused on nurturing relationships with Fortune 500 companies and elite business networks, such as The French Founders and Hult Alumni groups. This helps him and Brainbase stay ahead of the game by exploring innovative solutions and use cases of AI-driven automation.
AI-Powered Sales Automation & Market Intelligence: Hugo is pioneering the use of AI to automate sales by developing systems that use AI to capture real-time intent signals. His in-house AI tools are trained on proprietary data, which makes them capable of executing Ideal Customer Profile (ICP) checks and generating highly personalized messaging for tailored and highly targeted outreach.
Thought Leadership & Executive Engagement: Hugo creates content specifically for C-suite executives, which helped establish Brainbase as a thought leader in AI and automation. Building Strategic Partnerships: Hugo is focused on nurturing relationships with Fortune 500 companies and elite business networks, such as The French Founders and Hult Alumni groups. This helps him and Brainbase stay ahead of the game by exploring innovative solutions and use cases of AI-driven automation. Building Strategic Partnerships AI-Powered Sales Automation & Market Intelligence: Hugo is pioneering the use of AI to automate sales by developing systems that use AI to capture real-time intent signals. His in-house AI tools are trained on proprietary data, which makes them capable of executing Ideal Customer Profile (ICP) checks and generating highly personalized messaging for tailored and highly targeted outreach. AI-Powered Sales Automation & Market Intelligence Thought Leadership & Executive Engagement: Hugo creates content specifically for C-suite executives, which helped establish Brainbase as a thought leader in AI and automation. Thought Leadership & Executive Engagement Through his strategic acumen, technical expertise, and executive networking, Hugo has had a major impact on Brainbase’s current market position as a leader in AI innovation. From Startup Hustler to AI Visionary: Hugo’s Path to Business Automation Leadership From Startup Hustler to AI Visionary: Hugo’s Path to Business Automation Leadership At the heart of Hugo Lamy’s journey from startup enthusiast to an AI visionary is a pursuit of innovation and strong leadership in business automation. His entrepreneurial journey started at age 19 as an N26 ambassador, a role that allowed him to generate thousands in commission through affiliate marketing. He went on to pursue MSc degrees in International Business and Business Analytics at Hult Business School and Kyung Hee University. He participated in the Hult Prize competition, reaching the top 1% globally for a tech-driven impact project called Xtend. He also worked at StyleAI, where he showcased his capabilities and expertise by growing the startup’s revenue from nearly zero to $4M ARR within a year, closing 75% of over 1,000 AI-driven sales demos. He went on to found Inksider, a generative AI platform for tattoo personalization which attracted over 140,000 followers. Thanks to its success, Inksider secured grants for advancing AI research from Temple University. StyleAI StyleAI Inksider Inksider Embracing the Future with AI Automation Embracing the Future with AI Automation With AI agents, cutting operational costs drastically is no longer a distant dream—it’s happening now. Hugo Lamy and Brainbase are showing businesses how to automate smarter, freeing teams from repetitive tasks and allowing them to focus on high-impact work. As AI adoption accelerates, companies that embrace automation today will gain a lasting competitive edge. The future of efficiency isn’t about working harder—it’s about working smarter, and with Brainbase, that future is already here. Although AI is still in development and its use cases continue to grow in number and capabilities, it has never been more important for companies to invest in quality innovations that can transform their growth trajectory. Unlock the full power of AI for your business today with Brainbase. Brainbase Brainbase

How Hugo Lamy is Helping Create the AI Workforce for Enterprises at Brainbase

Jak Hugo Lamy pomáhá vytvářet pracovní sílu AI pro podniky na Brainbase

Cómo Hugo Lamy está ayudando a crear la fuerza laboral de IA para las empresas en Brainbase

ह्यूगो लैमी ब्रेनबेस में उद्यमों के लिए एआई कार्यबल बनाने में कैसे मदद कर रहे हैं

ヒューゴ・ラミーがブレインベースで企業向け AI 人材の育成にどのように貢献しているか

Hugo Lamy Brainbase-те кәсіпорындар үшін AI жұмыс күшін құруға қалай көмектесуде

Kaip Hugo Lamy padeda sukurti AI darbo jėgą įmonėms „Brainbase“.

Како Хуго Лами помага да се создаде работна сила со вештачка интелигенција за претпријатија во Brainbase

Хюго Лами Brainbase дахь аж ахуйн нэгжүүдэд зориулсан хиймэл оюун ухаантай ажиллах хүчийг бий болгоход хэрхэн тусалж байна вэ?

Si po ndihmon Hugo Lamy në krijimin e fuqisë punëtore të AI për ndërmarrjet në Brainbase

ሁጎ ላሚ ኣብ ብሬንቤዝ ንዝርከቡ ትካላት ዝኸውን ሓይሊ ስራሕ AI ንምፍጣር ብኸመይ ይሕግዝ ኣሎ።

Hugo Lamy đang giúp tạo ra lực lượng lao động AI cho các doanh nghiệp tại Brainbase như thế nào

Usiza kanjani u-Hugo Lamy Ukudala I-AI Workforce Yamabhizinisi kwa-Brainbase

Hello, wonderful HackerNoon community! 👋 We’re on a mission to make HackerNoon the best it can be, and we need your help. We’ve designed a quick global survey to better understand your experience with HackerNoon—what you love, what you’d like to see more of, and how we can improve. It takes less than five minutes to complete, and your feedback is invaluable in helping us make the platform even better for readers and writers alike. Here’s what we’d like to know: Usage & Preferences: How often do you visit HackerNoon? Which platform do you prefer (web or mobile)? If you’re not using the mobile app, we’d love to hear why.
Content Preferences: What categories/topics are you reading? What would you like to see more of? Are there any areas you feel we’re underrepresenting?
User Experience: How would you rate your overall experience? Is navigating the website easy? Have you encountered any issues?
Writing Experience: If you’ve published with us, how was the process? Would you be interested in premium features to boost the reach of your stories? Take the Survey Now! Mobile App Users, We Want Your Thoughts Too! 📱 Are you using the HackerNoon app? We’d love to hear from you! In addition to our main survey, we’re running a special in-app survey just for mobile users. Your feedback will help us better understand your experience and make the app even better. You can find this survey on HackerNoon’s homescreen and on all story and profile pages within the app. Don’t have our app yet? Download it here. What’s in it for you? 🎁 As a token of our appreciation for completing the survey, we’re giving you an exclusive discount code for all HackerNoon merch. The code will be sent once you’ve finished the survey. But that’s not all. By helping us improve, you’ll automatically be entered into our prize draw for: 10 Free Story Boosts (each worth $159.99)
10 Free Story Translations into 12 languages for one of your published stories We’re giving these prizes to 20 lucky participants—each winner will receive either a Story Boost or a Story Translation to help increase their story’s reach. If you haven’t published yet, this is the perfect excuse to start typing—use this template to kick off your first piece! And for those who provide the most thoughtful feedback? 🎖️ The grand prizes are: 🏆 iPad 10th Gen, 64GB🏆 Sony WH-1000XM5 Headphones 🏆Official HackerNoon Hoodie & Cap These prizes will be awarded to participants who provide the most valuable insights—but only if they have completed both the app and global surveys. Take the Survey Now! 🗓️ Winners will be announced in May 2025, so stay tuned! Every response helps us understand your needs better and ensures that HackerNoon continues to grow as a community-driven platform. So, what are you waiting for? Share your thoughts, help shape the future of HackerNoon, and win big! Thank you for being part of this incredible journey. Happy surveying, Hackers! 🚀 Hello, wonderful HackerNoon community! 👋 We’re on a mission to make HackerNoon the best it can be, and we need your help. We’ve designed a quick global survey to better understand your experience with HackerNoon—what you love, what you’d like to see more of, and how we can improve. It takes less than five minutes to complete , and your feedback is invaluable in helping us make the platform even better for readers and writers alike. It takes less than five minutes to complete Here’s what we’d like to know: Usage & Preferences: How often do you visit HackerNoon? Which platform do you prefer (web or mobile)? If you’re not using the mobile app, we’d love to hear why. Content Preferences: What categories/topics are you reading? What would you like to see more of? Are there any areas you feel we’re underrepresenting? User Experience: How would you rate your overall experience? Is navigating the website easy? Have you encountered any issues? Writing Experience: If you’ve published with us, how was the process? Would you be interested in premium features to boost the reach of your stories? Usage & Preferences: How often do you visit HackerNoon? Which platform do you prefer (web or mobile)? If you’re not using the mobile app, we’d love to hear why. Usage & Preferences: Content Preferences: What categories/topics are you reading? What would you like to see more of? Are there any areas you feel we’re underrepresenting? Content Preferences: User Experience: How would you rate your overall experience? Is navigating the website easy? Have you encountered any issues? User Experience: Writing Experience: If you’ve published with us, how was the process? Would you be interested in premium features to boost the reach of your stories? Writing Experience: Take the Survey Now! Take the Survey Now! Take the Survey Now ! Take the Survey Now Mobile App Users, We Want Your Thoughts Too! 📱 Are you using the HackerNoon app? We’d love to hear from you! In addition to our main survey, we’re running a special in-app survey just for mobile users. Your feedback will help us better understand your experience and make the app even better. You can find this survey on HackerNoon’s homescreen and on all story and profile pages within the app. You can find this survey on HackerNoon’s homescreen and on all story and profile pages within the app. homescreen all story and profile pages Don’t have our app yet? Download it here. Don’t have our app yet? Download it here. Don’t have our app yet? Download it here . here What’s in it for you? 🎁 As a token of our appreciation for completing the survey, we’re giving you an exclusive discount code for all HackerNoon merch. The code will be sent once you’ve finished the survey. But that’s not all. By helping us improve, you’ll automatically be entered into our prize draw for: 10 Free Story Boosts (each worth $159.99) 10 Free Story Translations into 12 languages for one of your published stories 10 Free Story Boosts (each worth $159.99) 10 Free Story Boosts 10 Free Story Boosts 10 Free Story Translations into 12 languages for one of your published stories 10 Free Story Translations 10 Free Story Translations We’re giving these prizes to 20 lucky participants —each winner will receive either a Story Boost or a Story Translation to help increase their story’s reach. If you haven’t published yet, this is the perfect excuse to start typing— use this template to kick off your first piece! 20 lucky participants either use this template use this template And for those who provide the most thoughtful feedback? 🎖️ The grand prizes are: 🏆 iPad 10th Gen, 64GB🏆 Sony WH-1000XM5 Headphones 🏆 iPad 10th Gen, 64GB 🏆 Sony WH-1000XM5 Headphones 🏆Official HackerNoon Hoodie & Cap 🏆 Official HackerNoon Hoodie & Cap Official HackerNoon Hoodie Cap These prizes will be awarded to participants who provide the most valuable insights—but only if they have completed both the app and global surveys. both Take the Survey Now! Take the Survey Now! Take the Survey Now ! Take the Survey Now 🗓️ Winners will be announced in May 2025, so stay tuned! 🗓️ Winners will be announced in May 2025, so stay tuned! Every response helps us understand your needs better and ensures that HackerNoon continues to grow as a community-driven platform. So, what are you waiting for? Share your thoughts, help shape the future of HackerNoon, and win big! Thank you for being part of this incredible journey. Happy surveying, Hackers! 🚀

Give Feedback, Get Rewarded: Win Sony Headphones or an iPad for Helping Shape HackerNoon’s Future

Giv feedback, bliv belønnet: Vind Sony-hovedtelefoner eller en iPad for at hjælpe med at forme HackerNoons fremtid

Dé su opinión y obtenga una recompensa: gane auriculares Sony o un iPad por ayudar a dar forma al futuro de HackerNoon

Anna palautetta, ansaitse palkintoja: voita Sony-kuulokkeet tai iPad auttaaksesi muokkaamaan HackerNoonin tulevaisuutta

Հետադարձ կապ տվեք, պարգևատրվեք. շահեք Sony ականջակալներ կամ iPad՝ օգնելու ձևավորել HackerNoon-ի ապագան:

Invia feedback, ricevi una ricompensa: vinci delle cuffie Sony o un iPad per aver contribuito a dare forma al futuro di HackerNoon

フィードバックを投稿して報酬を獲得: HackerNoon の将来を形作るために協力して、ソニーのヘッドフォンまたは iPad を獲得しましょう

ໃຫ້ຄໍາຄິດເຫັນ, ໄດ້ຮັບຮາງວັນ: ຊະນະຫູຟັງ Sony ຫຼື iPad ສໍາລັບການຊ່ວຍສ້າງຮູບຮ່າງຂອງ HackerNoon ໃນອະນາຄົດ

Przekaż opinię, otrzymaj nagrodę: wygraj słuchawki Sony lub iPada za pomoc w kształtowaniu przyszłości HackerNoon

Dê feedback, seja recompensado: ganhe fones de ouvido Sony ou um iPad por ajudar a moldar o futuro do HackerNoon

ප්‍රතිපෝෂණ ලබා දෙන්න, ත්‍යාග ලබා ගන්න: හැකර්නූන්ගේ අනාගතය හැඩගස්වා ගැනීමට උදව් කිරීම සඳහා සෝනි හෙඩ්ෆෝන් හෝ අයිපෑඩ් දිනා ගන්න.

Poskytnite spätnú väzbu, získajte odmenu: Vyhrajte slúchadlá Sony alebo iPad a pomôžte formovať budúcnosť HackerNoon

提供反馈，获得奖励：帮助塑造 HackerNoon 的未来，即可赢得索尼耳机或 iPad

According to the Institute of International Education, the United States hosted more than 1.1 million international students in the 2023-2024 academic year. Although this number has increased yearly since the COVID-19 pandemic, these latest numbers mark an all-time high. That being said, even though the United States has become a leading destination for international students, especially in the technology sector, students who wish to journey to the land of red, white, and blue must go through a long and complicated process before they can enroll in the school of their dreams. While many people discuss the challenges of international studies, like language barriers and cultural differences, there are often even bigger challenges, such as applying for visas or finding a place to live during and after studies. Navigating the challenges of being an international student Thankfully, resources are available for students struggling with these challenges, and Otips provides a centralized resource for international students to simplify their educational and immigration journeys. Otips has centralized and streamlined the study abroad process for thousands of students globally, reducing administrative burdens and improving accessibility to U.S. educational opportunities. From enrollment to visa guidance, Otips offers personalized support that helps them navigate the study abroad process comfortably and easily. Otips was inspired by the experiences of its founder and CEO, Botir Nasridinov. “When I first arrived in the U.S. to attend a language school, I ended up overpaying for my education because I wasn’t familiar with the local system and available options,” he explains. “This lack of information inspired me to create a platform to help students find suitable schools. Recognizing a critical gap in resources for international students, Botir Nasridinov developed Otips, a first-of-its-kind platform that revolutionizes how students navigate complex processes like admissions, visa applications, and housing, fundamentally transforming the study abroad experience. “The challenges I faced as an international student — high living costs, difficulty selecting the right academic programs, and housing problems — motivated me to found ClassTrip,” he says. “My goal was to create a platform that provides students with access to affordable education, housing solutions, and healthcare advice, making studying abroad more accessible and less costly.” Under Botir Nasridinov’s leadership, Otips has been recognized as a groundbreaking platform in international education, forming strategic partnerships with over 200 U.S. educational institutions. “My mission is to remove barriers for students and help them achieve their dreams confidently and easily,” he says. How Otips helps students in their study abroad process This platform, ClassTrip, would soon evolve into the service known as Otips today. The primary service of Otips is its “education marketplace,” which helps students from around the world with counseling and admissions for over 200 educational institutions in multiple states in the United States, including language schools, colleges, and universities. This can help streamline the application process, which can be quite complex. Furthermore, Otips partners with several institutions to offer scholarships and tuition discounts of up to 70%, allowing students to achieve their dreams of studying internationally much more affordably. Beyond helping international students find and apply to the right schools, Otips can also assist with their visa applications. The team at Otips is experienced in a wide range of immigration cases, allowing them to ensure that applications are prepared accurately to maximize an applicant’s chance of approval. Applicants can also get support and guidance for other essential steps in the visa application process, including the all-important and often stressed-about interview. The other aspect of international study that can be difficult for students is finding housing. Many schools in the United States do not offer housing assistance to international students, leaving them on their own to navigate the process of finding a place to live in a country that they often have never been to before. It can sometimes take weeks or even months for international students to find safe, affordable housing situations. Otips offers resources that help students looking for accommodations connect with hosts, giving them greater value and allowing them to focus more on discovering their destination and enjoying their trip. Studying abroad is an incredibly enriching experience, especially for those who want to take advantage of America’s educational opportunities in fields where the country excels, such as technology. Navigating the application and visa process can be difficult, but with the help of services like Otips, students can get the support they need to have the study abroad experience of their dreams. According to the Institute of International Education , the United States hosted more than 1.1 million international students in the 2023-2024 academic year. Although this number has increased yearly since the COVID-19 pandemic, these latest numbers mark an all-time high. Institute of International Education Institute of International Education That being said, even though the United States has become a leading destination for international students, especially in the technology sector , students who wish to journey to the land of red, white, and blue must go through a long and complicated process before they can enroll in the school of their dreams. While many people discuss the challenges of international studies, like language barriers and cultural differences, there are often even bigger challenges, such as applying for visas or finding a place to live during and after studies. especially in the technology sector especially in the technology sector Navigating the challenges of being an international student Thankfully, resources are available for students struggling with these challenges, and Otips provides a centralized resource for international students to simplify their educational and immigration journeys. Otips has centralized and streamlined the study abroad process for thousands of students globally, reducing administrative burdens and improving accessibility to U.S. educational opportunities. From enrollment to visa guidance, Otips offers personalized support that helps them navigate the study abroad process comfortably and easily. Otips Otips Otips was inspired by the experiences of its founder and CEO, Botir Nasridinov. “When I first arrived in the U.S. to attend a language school, I ended up overpaying for my education because I wasn’t familiar with the local system and available options,” he explains. “This lack of information inspired me to create a platform to help students find suitable schools. Recognizing a critical gap in resources for international students, Botir Nasridinov developed Otips, a first-of-its-kind platform that revolutionizes how students navigate complex processes like admissions, visa applications, and housing, fundamentally transforming the study abroad experience. “The challenges I faced as an international student — high living costs, difficulty selecting the right academic programs, and housing problems — motivated me to found ClassTrip,” he says. “My goal was to create a platform that provides students with access to affordable education, housing solutions, and healthcare advice, making studying abroad more accessible and less costly.” Under Botir Nasridinov’s leadership, Otips has been recognized as a groundbreaking platform in international education, forming strategic partnerships with over 200 U.S. educational institutions. “My mission is to remove barriers for students and help them achieve their dreams confidently and easily,” he says. How Otips helps students in their study abroad process This platform, ClassTrip, would soon evolve into the service known as Otips today. The primary service of Otips is its “education marketplace,” which helps students from around the world with counseling and admissions for over 200 educational institutions in multiple states in the United States, including language schools, colleges, and universities. This can help streamline the application process, which can be quite complex. Furthermore, Otips partners with several institutions to offer scholarships and tuition discounts of up to 70%, allowing students to achieve their dreams of studying internationally much more affordably. Beyond helping international students find and apply to the right schools, Otips can also assist with their visa applications. The team at Otips is experienced in a wide range of immigration cases, allowing them to ensure that applications are prepared accurately to maximize an applicant’s chance of approval. Applicants can also get support and guidance for other essential steps in the visa application process, including the all-important and often stressed-about interview. The other aspect of international study that can be difficult for students is finding housing. Many schools in the United States do not offer housing assistance to international students, leaving them on their own to navigate the process of finding a place to live in a country that they often have never been to before. It can sometimes take weeks or even months for international students to find safe, affordable housing situations. Otips offers resources that help students looking for accommodations connect with hosts, giving them greater value and allowing them to focus more on discovering their destination and enjoying their trip. Studying abroad is an incredibly enriching experience, especially for those who want to take advantage of America’s educational opportunities in fields where the country excels, such as technology. Navigating the application and visa process can be difficult, but with the help of services like Otips, students can get the support they need to have the study abroad experience of their dreams.

Helping International Students Achieve Their Dream Study Abroad Experience

مساعدة الطلاب الدوليين على تحقيق أحلامهم في الدراسة بالخارج

Подпомагане на чуждестранни студенти да постигнат мечтаното обучение в чужбина

Ayudando a los estudiantes internacionales a lograr su sueño de estudiar en el extranjero

Axudando aos estudantes internacionais a lograr a súa experiencia de estudo no estranxeiro soñada

Pomaganje međunarodnim studentima da ostvare svoje iskustvo studiranja u inozemstvu iz snova

Օգնում է միջազգային ուսանողներին հասնել իրենց երազանքի ուսման արտերկրում

Membantu Pelajar Internasional Meraih Impian Mereka untuk Belajar di Luar Negeri

留学生の夢の留学体験の実現を支援

Ajudando estudantes internacionais a realizar a experiência dos sonhos de estudar no exterior

Помощь иностранным студентам в достижении их мечты об обучении за рубежом

Pomáhame zahraničným študentom dosiahnuť vysnívanú skúsenosť so štúdiom v zahraničí

Помагање међународним студентима да остваре своје искуство студирања у иностранству

The Key to Helping Autonomous Vehicles See and Navigate Safely Lies in Annotated Data

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