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The rapid proliferation of Internet of Things (IoT) devices across diverse industries has significantly increased the vulnerability of IoT edge networks to sophisticated cyber threats. Traditional intrusion detection systems (IDS), such as signature-based and anomaly-based approaches, are often insufficient in addressing the dynamic and evolving nature of these threats. This study proposes a hybrid intrusion detection system (IDS) framework that combines supervised machine learning (ML) techniques with deep reinforcement learning (DRL) to enhance detection performance in real-time, resource-constrained IoT environments. The proposed framework utilizes supervised learning for initial traffic classification and DRL for adaptive decision-making, enabling the system to continuously learn and optimize its detection policies based on new attack patterns. The hybrid approach significantly improves detection accuracy and reduces false positives when compared to conventional signature-based and single-model ML systems. In addition to improved detection capabilities, the framework's computational efficiency allows it to operate effectively within the constraints of IoT devices, ensuring that it is suitable for large-scale deployments. Benchmark evaluations using publicly available datasets, such as NSL-KDD, IoT-23, and BoT-IoT, show that the hybrid IDS framework outperforms traditional methods, providing a more robust and adaptive solution to cybersecurity challenges in IoT edge networks. The findings of this study suggest that combining machine learning with deep reinforcement learning offers a promising approach to secure IoT environments and address the limitations of existing IDS techniques. Future work will explore enhancing real-time adaptability, scalability, and the detection of zero-day attacks in evolving IoT ecosystems.

Contemporary defense and security challenges now come from both non-military threats (such as cyber attacks, disinformation campaigns, and economic pressure) and military threats (traditional armed force). These often operate in the gray zone, meaning actions are taken below the threshold of armed conflict as defined under international law. This situation signals the rise of modern armed conflict, which is growing more intense and causing a crisis in International Humanitarian Law (IHL) enforcement. This study aims to describe modern armed conflict and its challenges to IHL. The research used a normative juridical approach and analyzed statutes. Legal materials reviewed included various international legal instruments, which were examined qualitatively and normatively. The results show that modern armed conflict challenges International Humanitarian Law with non-linear conflicts (conflicts with unclear frontlines or participants), proxy actors (groups acting on behalf of states), and cyber threats or propaganda. Therefore, IHL should be updated to include more comprehensive regulations

The goal of Christian education is not only to increase students' knowledge but also to shape character that reflects the values ​​of faith in Christ. In the context of a diverse society, an inclusive and tolerant attitude towards differences is crucial for students. This paper aims to illustrate how students can be shaped to develop an inclusive and tolerant attitude based on the values ​​of the Christian faith. Through Christian Religious Education (PAK) learning that emphasizes love, respect for one another, justice, and peace, students are encouraged to recognize that every human being is created in the image and likeness of God. An inclusive and tolerant attitude can develop when students understand that differences are part of God's plan and implement this in their interactions with others. Therefore, Christian education plays a crucial role in instilling the value of Christ's love so that students can live peacefully together, appreciate differences, and become role models in a diverse society.

This community service programme was implemented in the coastal community of Padelegan Village, Pademawu Subdistrict, Pamekasan Regency, with a focus on strengthening health literacy and behaviour-based disease prevention at the household level. The background of the activity is based on the vulnerability of coastal communities to health problems related to hygiene, household drinking water management, and environmental cleanliness, as well as the need for an approach that not only increases knowledge but also encourages consistent preventive practices. The programme aims to improve residents' ability to understand and use health information in an applicable manner, while strengthening key disease prevention behaviours through education and mentoring. The activity will be carried out from February to April 2025 with a behaviour-based education design combined with practice demonstrations and community mentoring, involving 48 participants (40 residents/households and 8 posyandu/PKK cadres). The stages included initial assessment, development of KIE media (brief modules and leaflets/posters), two education-demonstration sessions, two home mentoring sessions, and final evaluation. The evaluation was conducted using pre-post knowledge, attitude, and practice (KAP) assessments and practice observation through a checklist. The results showed an increase in health literacy and improved consistency in preventive behaviour; knowledge increased from 5.4 to 7.8, and compliance with hand washing at critical times increased from 41.7% to 72.9%. Programme outputs included an information, education and communication (IEC) package, a household monitoring checklist, and capacity building for cadres as local facilitators. It was concluded that the integration of participatory education, practical demonstrations and cadre mentoring has the potential to be effective in encouraging preventive behavioural change in coastal communities, with recommendations for integrating monitoring into the routine agenda of integrated health service posts (posyandu) and community empowerment groups (PKK) and for follow-up monitoring for 3–6 months to maintain the sustainability of practices.

This study was conducted to examine the level of implementation of Financial Accounting Standards for Micro, Small, and Medium Entities (SAK EMKM) at Kedai Nduy, a micro-scale culinary business located in Depok. The basis for conducting this research is the low quality of financial records among UMKM players due to a lack of understanding of accounting, limited assistance from competent parties, and the suboptimal implementation of financial reporting standards, which are the main obstacles. This research was conducted using a descriptive qualitative method, where data was collected through interviews, direct observation, and document searches related to transaction recording activities, sales, raw material purchases, and daily cash flow. The results of the study show that Kedai Nduy has consistently recorded transactions using a simple financial recording format using Excel tables, but the implementation does not fully comply with SAK EMKM provisions. This business entity has also not prepared the required financial statements, namely the Statement of Financial Position, Income Statement, and Notes to the Financial Statements. The main obstacles faced are limited understanding of accounting, lack of time available to business owners, and the unavailability of technical assistance and accounting training. Nevertheless, simple record keeping still provides benefits, particularly in monitoring sales, purchasing, and daily cash flow activities. Therefore, this study recommends accounting training, the use of SAK EMKM-based applications or templates, and ongoing assistance to improve the quality of financial recording and reporting in accordance with applicable standards.

The increasing sophistication of cyber threats has rendered traditional cybersecurity models insufficient in safeguarding enterprise networks. This study introduces a risk aware cybersecurity governance model that integrates real time threat intelligence with predictive anomaly detection to proactively mitigate potential threats. By leveraging advanced machine learning and AI techniques, the model enhances the ability to identify and address cyber threats before they can escalate into significant incidents. The model’s ability to predict anomalies, analyze real time threat intelligence feeds, and provide early warnings allows for faster response times and reduced risk exposure compared to traditional reactive models. Through simulations and real-world use cases, the proposed model demonstrated a 30% reduction in response time and a 25% decrease in overall risk exposure, showing its potential to improve security decision-making and resilience in dynamic threat environments. Unlike traditional models that rely on static rules and periodic policies, the proposed model uses predictive analytics to stay ahead of evolving threats, ensuring continuous monitoring and rapid adaptation. This proactive approach enhances organizational resilience, particularly in handling sophisticated cyber threats such as ransomware, malware, and phishing attacks. Despite its effectiveness, challenges such as data overload, scalability, and the need for interpretability in AI models remain. Future research will focus on refining predictive models, improving scalability for larger networks, and enhancing the explainability of machine learning models to foster greater trust in automated cybersecurity systems. This study contributes to the ongoing evolution of cybersecurity governance by demonstrating the value of integrating predictive and real time monitoring technologies for enhanced threat detection and mitigation.

This study aims to analyze the influence of the @starbucksindonesia account's use of Instagram as a communication medium on brand image following the pro-Israel boycott. The boycott arose from Starbucks' alleged involvement in the Israeli-Palestinian conflict, which triggered a decline in its reputation and negative sentiment among Indonesians. In this situation, Instagram, as a visual-based social media platform, was utilized as a primary means of shaping public opinion and responding to the crisis. The study employed a quantitative approach using an online questionnaire survey. Respondents were 100 followers of the @starbucksindonesia Instagram account, aged 18–35, and former Starbucks customers. Data analysis was conducted using validity and reliability tests, simple linear regression, t-tests, and coefficients of determination using SPSS version 27. The results showed that all research instruments were valid and reliable. The main finding demonstrated that Instagram use had a statistically significant effect on Starbucks' brand image. The coefficient of determination value indicated a strong relationship, indicating that the majority of changes in respondents' perceptions were influenced by communication via Instagram. This research supports the Uses and Effects theory, which states that social media not only serves as an information provider but also has the ability to shape consumer perceptions and attitudes. Therefore, Instagram plays a strategic role in digital communications for crisis management and brand image restoration.

Brebes Regency is one of the main national centers of shallot production in Indonesia, where agricultural land dynamics play a crucial role in sustaining production performance. Rapid infrastructure development and land-use change have raised concerns regarding the sustainability of shallot cultivation areas. This study aims to analyze spatial–temporal changes in shallot cultivated area and production in Brebes Regency during 2023–2024 and to examine the relationship between land area changes and production levels at the sub-district scale. A descriptive quantitative approach based on spatial analysis was employed using Geographic Information Systems (GIS). Spatial data consisted of administrative boundary maps, while non-spatial data included shallot cultivated area and production data obtained from the Brebes Regency Office of Agriculture and Food Security. Data integration and analysis were conducted using QGIS through attribute joining and inter-annual comparison. The results indicate that total shallot cultivated area increased from 26,331 ha in 2023 to 28,628 ha in 2024, accompanied by a significant rise in production from 289,942.05 tons to 409,106.90 tons. Spatial analysis reveals that major production centers remain concentrated in the central and northern sub-districts, particularly Wanasari, Larangan, Bulakamba, and Tanjung. Although a positive relationship between land expansion and production increase is evident, variations among sub-districts suggest that productivity and local conditions also play important roles. The findings highlight the effectiveness of GIS-based analysis in supporting spatially informed agricultural land management and policy formulation.

Sexually transmitted infections (STIs) are a reproductive health problem that is still common among adolescents and can have serious impacts if not handled properly. Low levels of knowledge and unfavorable attitudes towards STIs have the potential to increase risky behavior among students. Objectives. This study aims to determine the level of knowledge and attitudes of students towards sexually transmitted infections at MAS Darul Mursyid. Methods. This study employed a cross-sectional methodology and a quantitative descriptive design. All MAS Darul Mursyid students were included in the study population, and a total sampling procedure was used to pick 149 respondents. A questionnaire with 20 statements about knowledge and 10 statements about attitudes around STIs was used to collect data. The SPSS software was used to analyze the data univariately, and the results were displayed as percentages and frequency distributions. Results and Discussion. According to the findings, 78 respondents (52.3%) had an adequate level of understanding, followed by 63 respondents (42.3%) in the poor category and 8 respondents (5.4%) in the good category. In the meanwhile, most students had a favorable opinion of STI prevention. Conclusion: Even though the majority of respondents expressed support for STI prevention initiatives, additional health education and instruction are still required to give students a more thorough grasp of STI prevention.

Down Syndrome (DS) is a genetic disorder characterized by trisomy of chromosome 21 and is inherently associated with clinical manifestations such as hypotonia, joint laxity, and neuromuscular deficits, all of which collectively contribute to impaired postural control and balance. These balance impairments significantly affect the attainment of motor milestones, performance of daily activities, and increase the risk of falls. This study aims to analyze the effectiveness of core stability training in improving balance among children with DS. A narrative review approach was employed by conducting a literature search across electronic databases including PubMed, Scopus, Google Scholar, and ResearchGate. Inclusion criteria consisted of primary studies (RCTs, quasi-experimental designs) published within the last ten years (2015–2025) that examined core stability interventions targeting balance or postural control in children with DS. A review of 10 relevant studies demonstrated that core stability training, either as a standalone intervention or combined with other modalities (e.g., treadmill training or balance training), resulted in significant improvements in both static and dynamic balance. These improvements are facilitated through the strengthening of deep trunk muscles (such as the multifidus, transversus abdominis, and rectus abdominis), which play a crucial role in proximal stabilization and force transfer to the extremities. In conclusion, core stability training is an effective and recommended intervention modality within physiotherapy rehabilitation programs to enhance the quality of life and motor independence of children with Down Syndrome.  

This community service activity aims to improve the promotional capabilities of early childhood education (PAUD) schools by utilizing the Kids Art Space facility as an educational medium featured in school flyers. Kids Art Space is a creative learning space that plays a crucial role in developing creativity, fine motor skills, and artistic expression in early childhood. However, this facility has not been optimally utilized as part of the educational institution's promotional strategy. The community service implementation method included initial observations of school facilities, assistance in designing promotional content, and simple training for PAUD teachers and administrators on creating informative and engaging flyers. The results showed that assistance in utilizing Kids Art Space in flyers improved PAUD administrators' understanding of educational promotional strategies and produced promotional media that concretely represented the quality of learning. Flyers featuring children's activities in the Kids Art Space were deemed more communicative and able to attract parents as potential users of educational services. Thus, this community service activity makes a significant contribution in helping PAUD schools optimize learning facilities as a promotional strategy that is not only commercial, but also educational and oriented towards child development.

This activity aims to build collaboration with non-formal schools in providing educational information for parents through brochures. Information about the services, programs, and advantages of non-formal schools is often not optimally conveyed to parents, so simple but effective media is needed to broaden their understanding. In this activity, the team collaborated with non-formal schools to collect accurate data on the institution's profile, educational programs, service schedules, and other supporting information. The data was then compiled into an informative brochure that was designed to be attractive, concise, and easy to understand. The completed brochure was socialized and distributed directly to parents as a form of dissemination of educational information. The results of the activity showed that the use of the brochure was able to help parents gain a clearer understanding of available non-formal education services, thus becoming a consideration in supporting their children's learning needs. This activity also strengthened the collaborative relationship between program organizers and non-formal schools in supporting the provision of educational information for families.

The transformation of public governance has encouraged a paradigm shift in public service delivery, from an administrative and procedure-oriented approach toward a citizen-centered and value-based model. In this context, public sector marketing has emerged as a strategic instrument to enhance service quality, institutional image, public participation, and trust. This study aims to examine the contemporary implementation of marketing strategies and planning in the public sector, with particular attention to their effectiveness and contextual relevance. The research adopts a qualitative descriptive approach through a systematic literature review of selected scholarly publications addressing public sector marketing, strategy implementation, digital governance, and public service management. The findings indicate that public institutions increasingly apply marketing principles not as commercial activities, but as mechanisms for creating public value through strategic communication, digital engagement, institutional branding, and stakeholder collaboration. However, the effectiveness of implementation varies across organizations and is strongly influenced by leadership capacity, human resources competence, organizational culture, and technological support. The study also reveals that public sector marketing strategies must be adapted to social, cultural, and institutional contexts, as private-sector models cannot be directly transferred. Theoretically, this study strengthens the positioning of marketing as an integral component of public governance. Practically, it provides insights for public organizations to develop contextual, responsive, and sustainable marketing strategies to improve public service performance and trust.

This study aims to conduct a Systematic Literature Review (SLR) regarding the influence of career development on organizational commitment. Based on the analysis of various scientific articles, career development is an important approach in human resource management, which focuses on improving employees’ skills, enthusiasm, and readiness to face job challenges and promotion opportunities. On the other hand, organizational commitment refers to the emotional connection that employees have with their workplace, which includes aspects of emotional attachment, obligation, and enduring bonds. The results of the systematic literature review indicate that many previous studies have found a strong and positive correlation between career development and organizational commitment. Workers who are aware of support for their career development, including training programs, mentoring, or predetermined career paths, generally show a higher level of dedication to their organization. Furthermore, various studies have shown that career development can also have an indirect effect on organizational commitment through mediating factors such as job satisfaction, work motivation, and employee performance. However, several studies have shown that career development does not always have a significant impact on organizational commitment, particularly in organizations without a structured career system or when employees have negative perceptions of career opportunities. These varying results highlight the existence of contextual factors that influence the relationship between variables. Overall, this study offers in-depth insights into the significance of career development as a strategic factor in enhancing organizational commitment, along with suggestions for organizations and future researchers conducting similar studies.

The empowerment program for Micro, Small, and Medium Enterprises (MSMEs) in Takaras Village, Manuhing Subdistrict, Gunung Mas Regency, was carried out to address the problem of low business visibility due to limited promotional media and minimal use of digital technology. Most MSMEs still relied on traditional word-of-mouth promotion, which restricted market reach and reduced competitiveness. To overcome this, the KKN Reguler I Team Group 55 of the University of Palangka Raya implemented activities consisting of informational banner installation and business location registration on Google Maps. The methods included field surveys, banner design planning using simple digital tools, direct assistance in location registration, and banner installation at business sites. The program involved 26 MSMEs, of which 18 received banner support. The installation of banners provided a clearer visual identity for each business, while the use of Google Maps significantly improved consumer accessibility to business locations and services. The results showed that the combination of offline (banners) and online (Google Maps) promotion was effective in increasing product visibility, attracting more customers, and strengthening consumer trust. This initiative also encouraged MSMEs to adopt digital technology in their marketing strategies. Overall, the program made a tangible contribution to the digital transformation of local MSMEs and laid the foundation for sustainable community economic competitiveness

The family is the primary place where the faith of children and adolescents is formed, especially in the digital age, which is rife with information and moral dilemmas. Home is more than just a place to live; it is where children learn Christian values ​​through parental example, prayer, discussion, and attention. With the digital generation growing up with rapid access to the internet and social media, it is crucial for parents to ensure that technology becomes a tool for growth, not a threat to faith. This study analyzed literature on Christian religious education in families, children's spiritual development, and challenges in the digital age. The results show that strong emotional connections and active parental involvement in daily faith education can significantly shape children's character and spirituality. The family is the primary foundation in preparing a wise digital generation, firmly rooted in Christ, and able to navigate changing times without losing their faith identity.

This study examines the development of scientific publications on the topic of competency development and performance of the State Civil Apparatus (ASN) in Indonesia in the period 2014–2024 using a bibliometric analysis approach. The researcher uses data from scientific articles that have been published and meet the research criteria. Data was obtained from the Google Scholar database with the help of the Publish or Perish application, then analyzed and visualized using VOSviewer to identify publication patterns, research trends, and linkages between topics. From the entire series of article processing processes, 339 scientific publications were identified with a total of 3,460 citations. The results of the analysis show a significant increase in the number of publications, from one publication in 2014 to 103 publications in 2024. The keyword analysis grouped the articles into six main clusters, with the topic "ASN" as the most dominant theme discussed. These findings show increasing academic attention to the development of ASN competencies and performance as an important part of bureaucratic reform, increasing the professionalism of the apparatus, and efforts to improve the quality of public services in Indonesia.

This study aims to determine the effectiveness of the use of the artificial intelligence-based application (AI-Based Application) Duolingo in improving vocabulary mastery of EFL (English as a Foreign Language) students in Indonesia. This study used a descriptive quantitative approach with a single-group pre-test and post-test design involving 20 students of class VII C of SMP Negeri 1 Mappakasunggu. Data were collected through vocabulary tests, questionnaires, and classroom observations. The results showed a significant increase in students' vocabulary mastery, marked by an increase in the average score from 61 (fair category) in the pre-test to 78 (good category) in the post-test. Most students gave a positive perception of the use of Duolingo, especially regarding the gamification features, instant feedback, and simple and attractive display, which can increase motivation and learning engagement. The results of the observation also showed that students were more active and enthusiastic in using this application compared to traditional learning methods. Thus, Duolingo can be said to be effective as an AI-based learning medium to improve vocabulary mastery of junior high school students in Indonesia.  

This article discusses the role of Christian Religious Education (PAK) in shaping inclusive attitudes of students in the midst of diverse Indonesian society. Using a descriptive qualitative approach, this study examines how PAK can teach the values ​​of love, justice, and respect for differences, and their impact on students' character. The results of the study indicate that PAK not only functions as a transmitter of the doctrine of faith, but also as a means to promote tolerance and interfaith dialogue. Teachers play an important role as facilitators who create a safe and supportive learning environment, and integrate multicultural values ​​into the curriculum. Although PAK faces challenges in the learning approach, collaboration between the church, school, and family can strengthen the impact of religious education. Thus, PAK has great potential in shaping a tolerant generation committed to social justice in a pluralistic society.

Learning Al-Qur’an and Hadith in secondary schools is still largely influenced by traditional assessment practices that prioritize written examinations and memorization, which are insufficient to capture students’ actual competencies. This situation often leads to less meaningful learning and limits the development of students’ deep understanding and Islamic character. In essence, Al-Qur’an and Hadith education is intended not only to ensure mastery of theoretical content but also to encourage the internalization and application of Islamic values in everyday life. For this reason, authentic assessment is viewed as a suitable approach because it evaluates learning outcomes in a more comprehensive manner, covering cognitive, affective, and psychomotor aspects. This study aims to analyze the implementation of authentic assessment in Al-Qur’an and Hadith learning at the secondary school level and to examine its effectiveness in improving students’ understanding and learning engagement. The research employed a quantitative method, with data collected through a Google Form questionnaire distributed to students and analyzed using descriptive analysis. The results demonstrate that authentic assessment contributes to deeper conceptual understanding, enhances practical skills such as proper Qur’anic recitation based on tajwid rules and hadith memorization, and promotes active, confident, and responsible learning attitudes. Overall, authentic assessment provides more meaningful learning experiences and represents an effective alternative assessment strategy to improve the quality of Al-Qur’an and Hadith learning in secondary schools.