Addressing educational inequity in Sub-Saharan Africa, this research presents an autonomous agent-orchestrated framework for decentralized, culturally adaptive educational content generation on edge devices. The system leverages four specialized agents that work together to generate contextually appropriate educational content. Experimental validation on platforms including Raspberry Pi 4B and NVIDIA Jetson Nano demonstrates significant performance achievements. InkubaLM on Jetson Nano achieved a Time-To-First-Token (TTFT) of 129 ms, an average inter-token latency of 33 ms, and a throughput of 45.2 tokens per second while consuming 8.4 W. On Raspberry Pi 4B, InkubaLM also led with 326 ms TTFT and 15.9 tokens per second at 5.8 W power consumption. The framework consistently delivered high multilingual quality, averaging a BLEU score of 0.688, cultural relevance of 4.4/5, and fluency of 4.2/5 across tested African languages. Through potential partnerships with active community organizations including African Youth & Community Organization (AYCO) and Florida Africa Foundation, this research aims to establish a practical foundation for accessible, localized, and sustainable AI-driven education in resource-constrained environments. Keeping focus on long-term viability and cultural appropriateness, it contributes to United Nations SDGs 4, 9, and 10. Index Terms - Multi-Agent Systems, Edge AI Computing, Educational Technology, African Languages, Rural Education, Sustainable Development, UN SDG.
Flavia AntÄluÅ£e, Alexia Marcu, Adrian Alexandrescu
EduPlay is an interactive educational platform that reimagines traditional homework as a personalized, engaging, and secure experience for middle school students. Combining blockchain technology, gamification, and decentralized storage via IPFS (InterPlanetary File System), EduPlay ensures transparency, authorship traceability, and student motivation. Learners complete tasks using an intuitive visual canvas, and in collaborative projects, each userās contribution is automatically recorded and verifiably linked to their identity on the blockchain.A central feature of EduPlay is its use NFTs (Non-Fungible Tokens) as immutable certificates of achievement. Blockchain is also used for tracking collectible cards within a trading system. Students are encouraged to build collections, trade cards with peers, and unlock learning incentives, making academic progress tangible and engaging.Teachers can create and evaluate assignments with customizable templates and receive real-time insights into student performance. Parents gain visibility into their childās progress through a dedicated dashboard. EduPlay promotes creativity, collaboration, and transparent learning outcomes in a gamified, student-centered environment.
The purpose of the module reported on in this chapter is that it will be used by students as an introduction to object-oriented programming in the context of developing the knowledge, skills, and values needed to develop a working computer-based program and to add interactive functionality to the program through structured object-oriented programming. Against the background of Mobile Platforms, Designs, and Applications for Web3, the novelty of the chapter is emphasized by this module being presented at a Comprehensive Open and Distance e-Learning (CODeL) university.
Jordan M. Thompson, Ryan Benac, Kidus Olana, Talha Hassan Ā· 6 authors
NFTrig is a web-based application created for use as an educational tool to teach trigonometry and block chain technology. Creation of the application includes front and back end development as well as integration with other outside sources including MetaMask and OpenSea. The primary development languages include HTML, CSS (Bootstrap 5), and JavaScript as well as Solidity for smart contract creation. The application itself is hosted on Moralis utilizing their Web3 API. This technical report describes how the application was created, what the application requires, and smart contract design with security considerations in mind. The NFTrig application has underwent significant testing and validation prior to and after deployment. Future suggestions and recommendations for further development, maintenance, and use in other fields for education are also described.
The emergence of the Fourth Industrial Revolution (Industry 4.0) is rapidly transforming many global industries influenced by the growth and use of artificial intelligence (AI), distributed ledger technology (DLT), ubiquitous cloud and edge computing as well as other emerging digital platform-based systems. Mobile technologies and their use and adoption in education have generated research concerning new approaches for technology-enhanced learning (TEL), including mobile learning (m-learning). The evolution of TEL and recent research on m-learning and ubiquitous learning (u-learning) offer the potential for a new phase of educational delivery marked by a continuity of the learning experience across different learning settings using the mobile device as the mediator. Chan and colleagues use the term āseamless learningā to describe these new affordances. \nIndigenous peoples have historically experienced both the positive and negative effects of being educated within the Anglophone tradition. American Indian, Alaska Native, and Native Hawaiian students have had the highest high-school dropout rates of any racial or ethnic groups in the United States and are the least represented on college campuses at both the undergraduate and graduate levels. \nThis thesis has selected the Native Hawaiian indigenous culture for in-depth analysis. It examines the epistemological and ontological underpinnings of the Native Hawaiian worldview and the educational history of indigenous Hawaiians in the State of Hawaii, both ancient and modern. In addition, it examines the potential for the synthesis of the Anglophone and Native Hawaiian pedagogical traditions in order to improve educational outcomes for these and other indigenous students attending United States public schools. \nSince the early 1960s, the education of Native Hawaiians in the State of Hawaii has undergone a gradual systemic transformation that has led to improved outcomes. To that end, the Hawaiian language, cultural values, and the use of traditional pedagogies have blossomed, primarily due to the establishment of indigenous-led Hawaiian culture-based education (CBE) initiatives and scholarship. \nMoreover, the creation of a growing number of Hawaiian Language Immersion and Public Charter Schools has elevated these CBE pedagogies to a new level of importance within the public education system of Hawaii. While significant challenges to increased progress remain, the innovative use of a cultural strengths-based approach has succeeded in addressing several of the historical barriers hindering Native Hawaiian student motivation and engagement in education. In addition, empirical research conducted in Hawaii has verified a CBE model framework capable of improving indigenous student outcomes within the Anglophone traditions of the United States educational system. \nThis thesis examines the potential for the integration of traditional Anglophone and indigenous pedagogies implemented through mobile seamless learning modalities. It analyses the significant synergies available through the utilization of DLT and Hyperledger applications for the facilitation of seamless learning interactions between providers and seekers of education when structured within a new integrative model. It also examines the unexplored gaps in the research associated with mobile-assisted seamless learning (MSL) and recommends the potential application of the model design to close those gaps, increase the seamlessness of MSL and propel learning opportunities. The model is then situated within both the Anglophone and Native Hawaiian pedagogical traditions in order to illustrate the MSL affordances available for both educators and mobile indigenous learners. Finally, several use cases of the integrative model are provided to demonstrate its flexibility and extendibility in different m-learning and other indigenous and traditional learning environments. \nWhile not a comprehensive or complete solution, this integrative model nonetheless has implications for future research as well as potentially broad applications for indigenous communities to collaborate and share their knowledge at a lower cost, and for educators and students worldwide to benefit mutually as the Fourth Industrial Revolution advances.