This paper examines human actions within social media interactions, with a particular emphasis on the phenomenon of cyberbullying from the perspective of ethical philosophy. The focus of this study is not on the entire scope of ethics in human life, but specifically on evaluating whether cyberbullying can be categorized as morally good or bad according to ethical principles. In everyday life, such actions are often carried out unconsciously by the perpetrators, and many even deny having committed them, due to a lack of understanding about the various forms of cyberbullying. This study employs a qualitative method in the form of a literature review, analyzing various scholarly works and previous studies to explore how ethical philosophy can serve as a framework for assessing the moral value of human behavior in digital spaces. Through this approach, the paper aims to provide a deeper ethical understanding of cyberbullying and to foster critical awareness within society in evaluating and reflecting upon online behavior in contemporary social life.

Limited land in the urban area of Jayapura Regency is a major challenge in the provision of Green Open Space (RTH), even though the existence of RTH is very important to maintain ecological balance and the quality of the community's living environment. In this context, the Dosay Public Cemetery (TPU) has great potential to be optimized as an alternative green space that is multifunctional-ecological, social, and aesthetic. This study aims to assess community perceptions of the utilization of TPU Dosay as a green space, as well as to formulate a strategy for its sustainable development. The approach used was mixed methods, with data collection through a survey using a Likert scale to 35 respondents, open interviews with 9 key informants, as well as SWOT and AHP analysis. The results showed that most people support the development of TPU Dosay as a reflective green space that is comfortable and ecologically valuable. From the results of AHP analysis, policy and regulation aspects are the top priorities in the development strategy, followed by vegetation and accessibility aspects. Strategic recommendations include the preparation of adaptive vegetation zoning, strengthening the local policy framework, active involvement of indigenous communities, and cross-sector collaboration between local governments, academics and the private sector. With the right strategy, the development of TPU Dosay is expected to be an innovative solution in overcoming the shortage of green spaces in Jayapura Regency.

Leadership plays a crucial role in organizational effectiveness, especially in creating work synergy, building motivation, and facing the challenges of change. This article discusses in depth the type of charismatic leadership that has a strong personal appeal and influence on followers. Through the method of literature study and descriptive approach, this article explores the basic concept of charismatic leadership, its benefits, advantages, and disadvantages. Charismatic leaders are able to build strong emotional relationships, increase loyalty, and create an innovative work environment. However, this leadership style also carries risks, such as excessive dependence on the leader and the potential for a cult of personality. Charismatic leadership is biblical leadership.

This study aims to analyze and describe the effectiveness of Village Fund Allocation (ADD) management, as well as the supporting and inhibiting factors in Negeri Amahusu, Nusaniwe District, Ambon City. The research employs a qualitative method with in-depth interview techniques for data collection.Based on the findings, it can be concluded that the management of Village Fund Allocation (ADD) in Negeri Amahusu is transparent, but community participation needs to be improved through more effective socialization and communication. The use of ADD aligns with the planned budget, yet challenges persist in fund disbursement and transparency in proposal acceptance. Financial administration is carried out accountably, despite encountering technical difficulties in transaction recording. The capacity of village officials still requires improvement, particularly in understanding updated regulations and financial reporting. Community participation is relatively high in village meetings and mutual cooperation activities, although material contributions remain limited. Coordination between institutions functions effectively, yet formal communication must be enhanced to ensure clearer information dissemination and greater community involvement.
 

The purpose of this study was to analyze the factors that influence the existence of slums in Tematta Dorf district, Medan. Slums are one of the serious problems in urban development that affect the quality of life of the community. The method used in this study is a quantitative method with a descriptive approach and multiple regression analysis. Respondents consisted of field surveys, interviews, data received through documents, and residents and relatives. The results of the study indicate that several main factors that influence the existence of slums in this area are income levels, population density, availability of basic infrastructure, and spatial politics. Limited infrastructure and low community income have the most important impacts of these factors. This study concludes that efforts to overcome regional slums require a multidimensional approach by improving infrastructure, spatial sustainability planning and strengthening the community economy.

This article discusses the implementation of the Caring Class program (Kelas Peduli) as a means of cultivating responsibility among elementary school students. The program is carried out through daily routines such as rotating clasroom duties, journaling, weekly class discussions, and positive reinforvement. A descriptive qualitative method with a participatory approach was used, involving both teachers and students in value hanituation. The results indicate that this program enhances students’awarenes of personal and sosial responsibility, strengthens discipline, and fosterscommunication and colaboration within the classroom community. Therefore , Kelas Peduli can be considered a best practice model for character aducation in elementary schools.

Corruption remains a serious issue that hinders development and erodes public trust in the government, particularly in countries like Indonesia and Malaysia. Both nations have long histories of dealing with systemic corruption. This study aims to compare the legal systems and anti-corruption law enforcement in Indonesia and Malaysia to identify challenges and areas for improvement. The research uses a descriptive qualitative method with a Systematic Literature Review (SLR) approach, analyzing legal documents, academic journals, and regulations related to anti-corruption agencies in both countries. This study employs legal system theory and institutional theory. The main problem examined is how anti-corruption law enforcement differs between Indonesia and Malaysia and what the main enforcement challenges are. The findings show that while Indonesia’s Corruption Eradication Commission (KPK) was once powerful, recent political interference and regulatory revisions have weakened its impact. Conversely, Malaysia has more comprehensive legal instruments, but its enforcement agencies struggle with independence and political pressure. In conclusion, both countries must strengthen legal supremacy, institutional independence, and public engagement to enhance the effectiveness of anti-corruption efforts.

The rapid development of the digital world and e-commerce has changed the dynamics of global trade, including in Indonesia. Although technology has brought convenience and efficiency to consumers, consumer protection in digital transactions still faces a number of challenges. This study aims to analyze consumer protection in digital transactions based on the perspective of business law in Indonesia. This study also discusses how the application of business law principles, including Islamic law, can strengthen existing regulations to ensure fair and transparent digital transactions.Keywords: consumer protection, and e-commerce, Digital transactions

Distributed Denial of Service (DDoS) attacks remain a critical threat to network infrastructure, necessitating timely and precise detection techniques to mitigate their impact. This study presents a hybrid deep learning framework that integrates the Three Conditions for Feature Aggregation (3ConFA) framework with a one-dimensional Convolutional Neural Network (1D-CNN) for effective DDoS detection. Initially, salient features were selected using the 3ConFA approach, which combines multi-filter feature ranking—based on Chi-square, Information Gain, and Decision Tree Recursive Feature Elimination (DT-RFE) to extract robust and relevant features from raw network traffic data. The training samples were balanced using the Adaptive Synthetic Sampling Approach (ADASYN) to address the high-class imbalance typically present in DDoS datasets. The refined features were then passed through a 1D-CNN model designed to learn temporal and spatial attack behavior patterns. Feature fusion was applied by concatenating the aggregated statistical features and the deep features learned by the CNN, then re-selected the most informative features using Recursive Feature Elimination with Cross-Validation (RFECV). The final classification was performed using a Softmax output layer, and the model was evaluated using 5-fold cross-validation and a separate test set. Experimental results demonstrated an average training accuracy of 99.42%, an F1-score of 99.35%, and an AUC-ROC of 99.87%. On the test set, the model achieved a detection accuracy of 99.56%, a precision of 99.61%, and an F1-score of 99.50%, with an AUC-ROC of 0.9982. The proposed hybrid approach outperforms traditional models such as Random Forest, Decision Tree, XGBoost, and standalone CNN, validating the synergistic impact of integrating 3ConFA with deep temporal convolutional modeling for accurate and interpretable DDoS attack detection.