The increasing use of mobile devices has increased the risk of data theft, posing significant security challenges for individuals and organizations. This study proposes an early detection system for data theft on mobile devices using machine learning algorithms. The system is designed to identify suspicious patterns in application usage, network access, and CPU/memory activity, providing early warnings to prevent potential data loss. By employing algorithms such as Random Forest, Support Vector Machine (SVM), and Convolutional Neural Network (CNN), the developed models demonstrated significant performance: CNN achieved the highest accuracy of 95.1%, with a precision of 94.2%, recall of 93.5% , F1-score of 93.8%, and AUC-ROC of 0.96. Random Forest and SVM also showed competitive performance with accuracy rates of 94.7% and 92.5%, respectively. These findings highlight the high potential of machine learning algorithms for real-time detection of data theft threats, providing adaptive protection against evolving cyberattack methods. This approach offers a promising solution to strengthen mobile device security frameworks and safeguard user data against increasingly sophisticated cyber threats.

In the era of globalization that is full of challenges, the ability to think critically is becoming increasingly relevant. This research aims to examine how the integration of the trilogy of soul aspects (rasa, cipta, and karsa) in the learning process can foster critical thinking character in the younger generation. Through literature review and case studies, this research will identify learning strategies that are effective in stimulating students' critical thinking skills, as well as analyze their influence on overall character development. The results of the research are expected to contribute to the development of a more holistic curriculum and teaching practices, so as to produce a young generation that is not only intellectually intelligent, but also has a strong and competitive character. The formation of critical thinking character does not only involve the teaching and learning process in the classroom, but also needs to be balanced with real experiences outside the academic environment. Through a holistic approach, it is hoped that the younger generation will be able to develop critical thinking skills that are not only useful in the context of education, but also in everyday life. Education based on this trilogy of aspects of the soul will provide a strong foundation for young people to face global challenges and contribute positively to society. This trilogy includes intellectual understanding, emotional and values development, and practical skills that support each other. By integrating these three aspects, education will not only shape individuals who are intellectually intelligent, but also have social awareness and adaptability in a changing society. Character education has become a central issue in education today. This research proposes that integrating the trilogy of aspects of the soul can be an effective approach in building critical thinking character in the younger generation. By stimulating the trilogy aspects in a balanced manner, it is expected that they will be able to develop critical thinking skills that are not only logic-based, but also based on moral values and empathy. This research will test this hypothesis through experiments or case studies at an educational institution.

Losing parents at an early age has a negative impact on children's development, psychologically, emotionally and socially. Orphans often face great challenges in social problems so that they cannot prepare for an adequate future, with skills training aimed at empowering orphans for a more independent future. This study aims to determine the implementation of skills programs in increasing the independence of orphans in orphanages. The research method used is qualitative, with data coming from participants or orphans who take part in skills training at the Wisma Karya Bakti Orphanage and caregivers. The sample was taken using purposive technique as many as 7 people. Data collection techniques include observation, interviews, and documentation. Data analysis is carried out by a method that involves steps such as working with data, organizing, sorting, synthesizing, identifying patterns, finding relevant information, and determining important points. The results showed that the implementation of the skills program carried out by the Wisma Karya Bakti Orphanage is currently implementing 3 stages carried out from the awareness stage as the initial stage of orphans being made aware of the importance of having skills. Then the transformation of knowledge orphans are given some skills training. Then finally increasing the intellectual and skill proficiency of the orphans is given the opportunity to apply the skills that have been learned. The three stages in empowerment through skills help develop the potential that exists within orphans in increasing their independence.

The digital era has brought significant changes in various aspects of life, including building civic awareness. Islamic preaching as an effort to convey Islamic teachings and values has an important role in shaping characters and increasing public awareness of the rights and obligations of citizens, and also has a strategic role in instilling national values and social responsibility in a society that is increasingly digitally connected. By utilizing digital technology, preaching can be an effective means of spreading moral messages, ethics, and national values that are in line with Islamic teachings. Social media such as digital platforms, podcasts, websites, and so on make it easier for preachers to convey preaching more widely, so that they can reach various communities. This research was conducted through case studies and examining in more depth digital preaching activities through a particular institution or individual such as a YouTube account, digital preaching podcast or digital preaching community and observing public response to preaching content on social media. And analyzing the content by seeing to what extent the message that has been conveyed contains civic values such as tolerance, democracy and the rights and obligations of the state. Therefore, optimizing digital preaching is an urgent need in an effort to build a strong civic awareness based on Islamic values. Through digital communication such as educational content, preaching can increase individual awareness of their rights and obligations as citizens.    

Language as an object of linguistic study is an arbitrary sound symbol system used by members of a social group to cooperate, communicate, and identify themselves. Language has several characteristics or properties as follows: Language is a system, Language is in the form of symbols, Language is sound, Language is meaningful, Language is arbitrary, Language is conventional, Language is productive, Language is unique besides being universal, Language is dynamic, and Language is humane and varied. One of the advantages of humans is the intellect that is inherent in every human being. Human intellect can be used and empowered with the help of language. Including in everyday life, anyone or anywhere, humans as social beings cannot avoid the use of language, either in writing or orally. As a linguistic science, linguistics has experienced stages of development like other sciences, the stages of development in question include; the stage of speculation, the stage of observation and classification, and the stage of formulating theories. The method used in this article is a literature study, with data collection from various sources such as books, journals, and existing research. The data is analyzed critically to support research propositions and ideas.

Media pembelajaran adalah alat penting untuk menyampaikan informasi dan pesan dalam proses belajar. Pemanfaatan teknologi dan informasi sebagai media pembelajaran menjadi hal yang penting untuk membuat proses belajar lebih menarik dan tidak bergantung hanya pada guru. Penelitian ini menggunakan metode Research and Development (R&D) dengan model ADDIE. Model ADDIE ini memiliki lima tahapan: analisis, desain, pengembangan, implementasi, dan evaluasi. Adapun sampel penelitian ini adalah Himpaudi Kecamatan Kedungwuni dan data ataupun problem yang dibahas pada penelitian ini adalah berkaitan dengan pembelajaran pengenalan rambu lalu lintas. Media pembelajaran animasi bisa digunakan sebagai alternativ bagi guru dalam menyampaikan materi kepada siswa, karena sudah dilakukan uji validasi oleh ahli media dan ahli materi. Hasil dari ahli media diperoleh prosentase sebesar 79% dengan kualifikasi layak. Sedangkan hasil dari ahli materi diperoleh prosentase sebesar 87,5% dengan kualifikasi sangat layak.

The Madurese language, which is used by the Madurese ethnic community both on Madura Island and outside the island, has significant dialect diversity. The mobility of the Madurese people and interaction with the Javanese language on the island of Java resulted in a mixture of dialects, which influenced the formation of new vocabulary through morphophonemic processes. This research aims to analyze the affixation process in Madurese, especially the use of the prefixes {-e} and {-pa} in the Sekar Assre’ 4 textbook. In this research, the prefixes {-e} and {-pa} are analyzed based on form, function , and its meaning in the formation of verbs, adjectives and nouns. The research uses a qualitative descriptive approach with listening and listening methods, as well as data analysis techniques such as drop and replace. The research results show that the prefix {-e} and its allomorphs (e-, epa-, eka-) function to form passive verbs and adjectives, while the prefix {pa-} functions to form nouns, especially those related to certain professions or activities . It is hoped that this research can contribute to understanding the morphological structure of the Madurese language, especially related to the role of the prefixes {-e} and {-pa} in everyday communication and in learning Madurese in schools.

This study examines the role of the legislative body in safeguarding and maintaining democracy in Indonesia from a constitutional law perspective. The research focuses on how the legislature carries out its functions of legislation, oversight, and budgeting to ensure democratic principles are upheld. It also assesses the legislature's role in holding the government accountable and balancing power with the executive and judiciary branches. The findings show that the legislature plays a significant role in creating transparent, accountable governance aligned with the constitution.

Digital image segmentation is essential in image processing, influencing the accuracy of higher-level tasks. Thresholding is widely used, yet identifying optimal threshold values remains challenging. The Firefly Algorithm with Neighbourhood Attraction (FaNA), a metaheuristic approach, is efficient for color image thresholding but underperforms on grayscale images due to suboptimal thresholds. To overcome this, an enhanced version (eFaNA) was developed by integrating a chaotic tent map for population initialization and a Lévy flight-based random walk for improved exploration. eFaNA was compared with FaNA, fuzzy firefly algorithm (FFA), and the standard Firefly Algorithm (FA) in multilevel thresholding of grayscale images. Results demonstrate that eFaNA achieves superior segmentation quality with minimal detail loss, outperforming the others. The average PSNR obtained by eFaNA, FFA, FaNA, and FA was 25.5320 dB, 25.4075 dB, 24.1522 dB, and 24.4506 dB, respectively; average SSIM was 0.8641, 0.8604, 0.8432, and 0.6703; and execution time was 50.5322, 38.7726, 38.7528, and 107.6340 seconds, respectively. This reflects a PSNR improvement of 5.71% over FaNA, 0.49% over FFA, and 4.42% over FA, and an SSIM gain of 2.48% over FaNA, 0.43% over FFA, and 28.92% over FA. While eFaNA lags behind FFA and FaNA in execution time by ~11.8 seconds, it significantly outperforms FA. The performance gain is attributed to the chaotic tent map’s diverse initialization and the Lévy flight’s enhanced search capability. These improvements enable eFaNA to deliver consistently better threshold values and segmentation results. However, its relatively higher computational cost may limit applicability in real-time image processing.

Citizenship education from an Islamic perspective plays a significant part in shaping students' character and social mindfulness. By coordination sharia values such as equity, tolerance, and social duty into the educational programs, it is anticipated to make a era that's not as it were scholastically cleverly but too ethically upright. This think about points to analyze how sharia values can be actualized in citizenship instruction and their affect on shaping a harmonious national identify. This investigate employs a qualitative strategy with a descriptive-analytical approach. Information were collected through in-depth interviews, participatory perceptions, and record investigation of instructive approaches and relevant educating materials. The research subjects include teachers, students, and stakeholders included within the usage of an Islamic values-based educational programs. Information investigation takes after the Miles and Huberman demonstrate, which comprises of information reduction, information introduction, and conclusion drawing. The comes about show that sharia-based citizenship instruction can reinforce national personality and foster a more concordant and capable society. The integration of sharia values into the educational programs moreover upgrades students' mindfulness of their rights and duties as citizens based on Islamic morals. In this manner, a systematic effort is required to create a significant and feasible educational programs, in conjunction with back from different partners to guarantee the compelling execution of sharia values in citizenship education.