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Salsabila Tiara Maharani; Cristiawan Hendratmoko

Jurnal Mutiara Ilmu Akuntansi (JUMIA) 2026 Pusat Riset dan Inovasi Nasional

This study aims to examine the effect of Social Media Brand Engagement, Brand Trust, and Customer Satisfaction on Nescafé Brand Loyalty. A quantitative approach was employed using a explanatory research. Data were collected through questionnaires distributed to Nescafé consumers and analyzed using multiple linear regression with SPSS. The results indicate that Social Media Brand Engagement has a positive and significant effect on Nescafé Brand Loyalty, with a significance value of 0.001 (< 0.05). Customer Satisfaction also has a positive and significant effect on Nescafé Brand Loyalty, with a significance value of 0.001 (< 0.05). In contrast, Brand Trust does not have a significant effect on Nescafé Brand Loyalty, as indicated by a significance value of 0.506 (> 0.05). The coefficient of determination (R²) shows that Social Media Brand Engagement, Brand Trust, and Customer Satisfaction explain 61.2% of the variation in Nescafé Brand Loyalty, while the remaining 38.8% is influenced by other factors not included in this study. The findings suggest that consumer engagement on social media and customer satisfaction play important roles in strengthening brand loyalty toward Nescafé. Therefore, companies should focus on improving social media engagement strategies and maintaining customer satisfaction to enhance consumer loyalty.

Miftahush Shalihah

Bhinneka: Jurnal Bintang Pendidikan dan Bahasa 2026 Universitas Palan

This study examines the emergence of localized English expressions in Indonesian social media discourse, highlighting how English is adapted and reinterpreted in multilingual digital contexts. While previous studies on English in Indonesia have primarily focused on formal domains such as education and language policy, limited attention has been given to informal online communication where linguistic innovation is highly visible. This study aims to analyze how English lexical items are re-semanticized and creatively transformed by Indonesian users on social media platforms. The study employed a qualitative approach using data collected from Instagram posts and comments, focusing on selected examples of English-derived expressions such as boba, gas, voucher, server, and suamiable. The analysis compares the conventional meanings of these terms in Inner Circle English with their localized meanings in Indonesian usage. The findings reveal that English functions as a flexible linguistic resource, undergoing processes of semantic shift, metaphorical extension, and lexical blending. These localized forms reflect users’ creativity as well as their ability to adapt global linguistic resources to local cultural contexts. The study concludes that English in Indonesian social media is not merely borrowed but actively reconstructed, contributing to the dynamic development of English in the Expanding Circle.

Surya Alfi Rozi; Rahmat Hidayat

Tabsyir: Jurnal Dakwah dan Sosial Humaniora 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

The development of digital media has transformed YouTube into one of the most influential platforms for Islamic preaching, shaping public understanding of religious issues, including religious tolerance. This study aims to analyze the representation of religious tolerance, the patterns of tolerance message delivery, and the tendency of interpreting religious tolerance in Felix Siauw’s YouTube content. The research employs a qualitative approach using content analysis of videos discussing interfaith relations and social diversity.The findings reveal that religious tolerance in Felix Siauw’s content is represented as respect for the rights of followers of other religions in social life without compromising the boundaries of Islamic creed (aqidah). Messages of tolerance are conveyed through persuasive narratives supported by Qur’anic verses, Hadith, and scholars’ perspectives, emphasizing the importance of maintaining Islamic identity within a pluralistic society. The study also indicates that the interpretation of tolerance promoted in the content tends to emphasize social tolerance rather than theological tolerance, namely respecting diversity and fostering peaceful coexistence without equating religious beliefs. Therefore, digital Islamic preaching functions not only as a medium for disseminating religious teachings but also as a platform for shaping public understanding of religious tolerance.

Bambang Dwi Waluyo; Achmad Bayu Chandrabuwono

Tabsyir: Jurnal Dakwah dan Sosial Humaniora 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

Haul Guru Sekumpul is one of the biggest religious traditions in Indonesia that brings together millions of participants from various regions to commemorate KH. Muhammad Zaini Abdul Ghani, better known as Guru Sekumpul. This activity not only serves as a religious commemoration, but also reflects the value of togetherness, solidarity, and deep spirituality. This research aims to reinforce the argument that in fact the feedback process between group involvement and emotional reactions strengthens solidarity, both in mechanical and organic contexts, thus creating deeper social bonds. Thus, mechanical and organic solidarity are not separate but interrelated. Through a qualitative approach, this research analyzes how mechanical and organic solidarity interact with each other in the context of this activity. The results show that mechanical solidarity, characterized by shared values and beliefs, serves as the foundation for a more complex organic solidarity, where individuals with different roles depend on each other. The findings also serve as a critique of Émile Durkheim's theory of solidarity. In addition, the use of social media and traditional media plays an important role in disseminating information and organizing activities, creating a sense of community among congregants. This is also a new additional factor that is in line with the changing times but was previously undeveloped during Émile Durkheim's time. Thus, Haul Guru Sekumpul is not only a religious event, but also a symbol of collective power that binds people in a common goal, creating a harmonious and respectful community.

Eka Faena Guslaila; Nurul Mubin

Al-Tarbiyah: Jurnal Ilmu Pendidikan Islam 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

This study aims to examine the role of Ahlussunnah wal Jama'ah (Aswaja) An-Nahdliyah in strengthening religious moderation among young people amid increasingly complex, pluralistic, and digitalized societies. Globalization, advances in information technology, and easy access to diverse religious perspectives through digital media have influenced the religious attitudes and behaviors of younger generations, highlighting the need to reinforce moderate religious values. Aswaja An-Nahdliyah promotes the principles of tawassuth (moderation), tasamuh (tolerance), tawazun (balance), and i'tidal (justice) as the foundation for social, national, and civic life. This study employed a qualitative approach using a library research method. Data were collected from books, scientific articles, official documents, and relevant literature on Aswaja An-Nahdliyah and religious moderation. The data were analyzed using content analysis to identify the contribution of Aswaja values in fostering moderate attitudes among young people. The findings indicate that Aswaja An-Nahdliyah plays a strategic role in internalizing inclusive, contextual, and tolerant Islamic values through formal and non-formal education, youth organizations, religious study groups, and digital media. The implementation of these values enhances tolerance, respect for diversity, patriotism, and critical awareness among young people in confronting radical and intolerant ideologies, thereby supporting the development of a harmonious and peaceful pluralistic society.

Dina Zuhda Syauqia; Siti Rohmatun; Ani Sofiana Istiqomah; Fatiatun Fatiatun

Intellektika : Jurnal Ilmiah Mahasiswa 2026 STIKes Ibnu Sina Ajibarang

Early Childhood Education (PAUD) is a stage of education that plays a crucial role in maximizing children's cognitive, social-emotional, motor skills, and creativity growth at their peak developmental stage. Children aged three to six learn efficiently through play, hands-on exploration, and interaction with their surroundings. The purpose of this study was to evaluate the use of loose parts media based on natural materials as a means to stimulate creativity in early childhood at PAUD Pelita Mandiri Kertek. This study adopted a descriptive qualitative approach and utilized data collection techniques such as observation, in-depth interviews with teachers, and documentation of children's work. The main focus of this study was on the use of various natural materials, such as corn cobs, twigs, pebbles, and leaves, in play and learning activities. The results showed that loose parts media using natural materials can enhance children's creativity by improving problem-solving skills, strengthening verbal skills in expressing ideas and telling stories about their work, and supporting independent learning because children are actively involved in the educational process. The open-ended nature of the materials allows children to explore and express their ideas freely, thus creating a learning atmosphere full of creativity, innovation, and fun. The implications of this research indicate that the use of loose parts media based on natural materials can be an alternative learning method that is not only effective, but also economical and easy to implement to support the development of children's creativity, independence, and thinking skills, in line with the principles of child-centered learning.

Siti Ayu Juliyah; Dini Selasi

Maslahah : Jurnal Manajemen dan Ekonomi Syariah 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

This study aims to analyze the implementation of digital marketing in Sharia cooperative retail business units to increase sales volume. Advances in information technology have driven changes in consumer behavior, leading to an increasing reliance on digital media for product information and transactions. This situation requires Sharia cooperatives to adapt through the implementation of effective digital marketing strategies. This study employed a qualitative method with a case study approach. Data were obtained through observation, in-depth interviews, and documentation. The research informants consisted of cooperative administrators, retail business unit managers, and consumers who interacted with the cooperative's digital marketing media. Data analysis techniques used the Miles and Huberman model, which includes data reduction, data presentation, and conclusion drawing. The results show that the implementation of digital marketing through social media, WhatsApp Business, and digital promotions can expand market reach, enhance interaction with consumers, and drive increased sales volume. However, obstacles remain, including limited human resources and consistency in digital content management. Therefore, improving the digital competency of cooperative managers is necessary to optimize digital marketing strategies.

Febri Saefulloh; Agung Tesa Gumilar; Titi Alawiyah; kartika Delsya; Ria Erica Salty

Tabsyir: Jurnal Dakwah dan Sosial Humaniora 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

Identity politics has become one of the most debated concepts in contemporary democratic discourse, yet its conceptual boundaries remain poorly defined in both academic and public conversations. This paper argues that three commonly conflated terms political identity, identity politics, and the politicization of identity carry fundamentally distinct meanings with divergent normative and practical consequences. Through a conceptual literature review, this study synthesizes theoretical frameworks and empirical findings to demonstrate that while political identity refers to an individual's self-positioning within a political community, and identity politics denotes collective action by marginalized groups seeking recognition, the politicization of identity is an elite-driven strategy of exploiting social group markers for political gain. This distinction matters because the conflation of these terms obscures how digital platforms  through filter bubble and echo chamber mechanisms  amplify identity-based polarization in Indonesia and beyond. The study finds that social media algorithms do not merely reflect pre-existing social divisions but actively intensify affective polarization by constructing homogeneous information environments that deepen inter-group animosity. The paper concludes with implications for digital citizenship and democratic resilience in Indonesia.

Maulidizen, Ahmad; Azizli, Kamran; Fadhlurrahman, Fauzan Ulwan; Abdullayev, Kamran

Societal Serve: Journal of Community Engagement and Services 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

This community engagement program aimed to strengthen entrepreneurial capacity and digital literacy among santri at Asy-Syifa Al-Islami Islamic Boarding School, Parung Bogor, Indonesia. The program was designed in response to the growing importance of entrepreneurship and digital competencies in supporting youth empowerment, economic participation, and sustainable community development. The activities involved Islamic boarding school students who had limited access to entrepreneurship education, digital business training, and practical technology-based learning opportunities. To address these challenges, participatory workshops, mentoring sessions, collaborative discussions, and practical digital entrepreneurship training were implemented over a three-month period involving 55 participants. The program focused on entrepreneurial mindset development, digital marketing, financial literacy, social media utilization, and small business management skills. The findings demonstrated significant improvements in entrepreneurial awareness, digital literacy, communication skills, creativity, teamwork, and self-confidence among participants. Qualitative results also revealed increased motivation among santri to develop small businesses and utilize digital platforms productively. Participants showed greater readiness to engage in entrepreneurship activities and adapt to technological developments after completing the program. The integration of entrepreneurship education and digital skills training proved effective in promoting youth empowerment and sustainable community participation. Overall, the program highlights the importance of community-based entrepreneurship and digital literacy initiatives in strengthening the socio-economic capacity of Islamic boarding school students

Ainun Fatimah; Nurasia Natsir

Bhinneka: Jurnal Bintang Pendidikan dan Bahasa 2026 Universitas Palan

Traditional wedding rituals constitute intangible cultural heritage rich in symbolic meaning, serving to strengthen social solidarity and transmit cultural values. The massive penetration of modernization and digitalization has created new pressures for the Bugis-Makassar community in maintaining this heritage. This study analyzes the transformation of Bugis-Makassar traditional wedding rituals in South Sulawesi within the digital era context, focusing on how the community negotiates their cultural identity between the forces of tradition and modernity. Using a critical ethnographic approach with a multiple case study design grounded in Bhabha's concept of the third space, the study involved 42 informants from three groups: young couples (digital generation, aged 22–35), parents/family (middle generation, 40–60), and customary elders (to panrita lopi/bissu, 65+) in Makassar City, Bone Regency, and Wajo Regency. Data were collected through in-depth interviews, participant observation in 12 wedding ceremonies, and social media content analysis. Results reveal three main transformation patterns: (1) digital spectacularization—rituals adapted for social media consumption; (2) reflective selectivity—young couples actively choosing which traditional elements to retain; and (3) procedural hybridization—the integration of customary procedures with contemporary elements. These transformations are colored by intergenerational contestation that generally ends in compromise between demands for customary completeness and the aesthetic preferences of the younger generation. The study concludes that this transformation is not merely a loss of tradition, but a creative form of identity negotiation in which the Bugis-Makassar community actively reconstructs the meaning of siri' (self-esteem/dignity) and pesse (solidarity) within the changed socio-cultural landscape. The findings imply the need for cultural preservation policies that understand change as inherent to living culture, and open avenues for longitudinal studies on the intergenerational transmission of cultural values.

Rianto Timu Tirinna

Jurnal Pendidikan Agama dan Teologi 2026 International Forum of Researchers and Lecturers

This study aims to examine relevant and effective Christian Religious Education (CRE) learning methods in the digital era. The rapid development of information and communication technology has brought significant changes in education, including CRE instruction. The research method employed is a literature study with a descriptive-analytical approach to various academic sources and technology-based CRE learning practices. The results indicate that integrating digital media such as online learning platforms, Bible-based interactive applications, and social media creatively can enhance students' engagement and understanding of Christian faith values. Furthermore, the use of digital technology opens wider opportunities for contextual and meaningful faith formation across diverse learning environments. The study also identifies key challenges faced by CRE teachers, namely digital readiness, infrastructure limitations, and maintaining relational and spiritual dimensions in virtual learning environments. Teachers must therefore be equipped not only technologically but also theologically to navigate these complexities. The research concludes that the transformation of CRE methods in the digital era is not merely a technology adoption but a holistic theological integration of faith, technology, and pedagogy.

Al-Rafi, Mohammad Haswin; Firmansyah, Unggul; Kurniawan, Pungki; Priyono

Betelgeuse Journal 2026 Naval Academy Publising

The advancement of technology and information, which coincides with digitalization alongside the development of Artificial Intelligence (AI), has colored human social life around the world. Currently, cadets of the Naval Academy often use gadgets/digital tools to access information or other media. With this, there are emerging threats that are very dangerous for individuals and the state. An currently prevalent case is Cyber Crime Identity Theft. Cyber crime identity theft refers to the crime of stealing someone's personal information online for the purpose of fraud or financial gain by stealing personal data such as names, identity numbers, and financial information, to carry out illegal transactions or obtain illegal benefits, which can lead to financial loss and damage the victim's reputation. Indonesia still has a very high number of cases of cyber crime identity theft, but it should be preventable by fostering. the cyber security awareness of cadets at the Naval Academy of the Indonesian National Armed Forces. The conclusion of this research is that by strengthening modern technological infrastructure, both equipment and administrative services, developing modern software and hardware with strong security systems, and tightening regulations regarding access to users' personal data in cyber services, supported by strengthening cyber security institutions, it can enhance the cyber security awareness of cadets at the Naval Academy of the Indonesian National Armed Forces.

Neng Aisah; Isyana Rahayu

JURNAL EKONOMI BISNIS DAN MANAJEMEN (JISE) 2026 CV. ALIM'SPUBLISHING

The development of the internet and social media has encouraged e-commerce companies to utilize digital platforms as a marketing tool, one of which is Shopee through TikTok social media. The high frequency of digital advertising is thought to influence consumer attitudes, especially among Generation Z as active TikTok users. To determine the impact of Shopee's digital advertising frequency on consumer attitudes using promotions as a mediating variable on Generation Z TikTok social media users in Tasikmalaya, this study employed quantitative, descriptive, and verification techniques. A total of 100 respondents were sampled using purposive sampling techniques. An online questionnaire with a Likert scale of 1 to 5 was used to collect research data. Data were analyzed using Structural Equation Modeling-Partial Least Square (SEM-PLS) with the help of SmartPLS 4. The results showed that advertising frequency significantly and positively influenced consumer attitudes and promotions. In addition, promotions can mediate the effect of advertising frequency on consumer attitudes and have a beneficial and significant impact. These results indicate that consumer opinions towards Shopee will be more positive if advertisements are displayed more frequently and supported by appropriate promotions. This study serves as an academic reference and information source for businesses seeking to optimize social media-based digital marketing strategies.

Randa Satini Ayu; Umar Abdur Rahim; Intan Kemala

Concept: Journal of Social Humanities and Education 2026 Sekolah Tinggi Ilmu Administrasi Yappi Makassar

The development of digital technology has transformed public relations practices from conventional communication models to digital-based communication. Digital Public Relations (Digital PR) enables organizations to build more interactive, rapid, and transparent relationships with their publics through social media, websites, and various digital platforms. This study aims to analyze the role of Digital Public Relations in building organizational image in the social media era. The research employs a literature review method by examining various national journal articles related to Digital PR and Cyber Public Relations. The findings indicate that Digital PR significantly contributes to enhancing organizational image through two-way communication, online reputation management, increased audience engagement, and more effective information dissemination. Social media serves as the primary instrument of Digital PR implementation because it facilitates participatory relationships between organizations and their publics. However, challenges such as digital reputation crises, the spread of negative information, and the demand for rapid responses remain critical issues that must be strategically managed by public relations practitioners. Therefore, effective Digital PR strategies are essential to maintain organizational reputation and strengthen public trust in the digital era.

Feza Akdayori Putra; Rahim, Umar Abdur; Kemala, Intan

Concept: Journal of Social Humanities and Education 2026 Sekolah Tinggi Ilmu Administrasi Yappi Makassar

The rapid growth of TikTok has transformed digital communication practices and created new opportunities for content creators to establish stronger relationships with their audiences. From the perspective of Digital Public Relations, communication style plays a crucial role in influencing follower engagement and enhancing the effectiveness of online interactions. This study aims to examine the communication styles employed by TikTok content creators to build and strengthen follower engagement. The research adopts a qualitative approach using the Systematic Literature Review (SLR) method by analyzing relevant scholarly articles published between 2021 and 2026. The findings reveal that communication styles emphasizing authenticity, interactivity, storytelling, content consistency, and emotional connection significantly contribute to higher audience engagement, as reflected in the number of likes, comments, shares, and active participation. Furthermore, the effective use of trending content, TikTok's algorithmic features, and adaptive communication strategies strengthens relationships between content creators and followers while enhancing credibility and digital presence. The review also identifies opportunities for future research on the influence of audience characteristics, digital culture, and evolving social media algorithms on the development of sustainable engagement in digital communication.

Purwanto, Ahmad Nur Ihsan; Dzulkefly, Nur Hazwani; Iftikhar, Umna

TechComp Innovations: Journal of Computer Science and Technology 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

Political disinformation has become one of the most critical challenges in contemporary digital democracies due to the rapid expansion of social media ecosystems. This study investigates the effectiveness of machine learning approaches in detecting political disinformation across online platforms such as Twitter, Facebook, and political discussion forums. Using a qualitative research design with a content analysis approach, the study examines linguistic manipulation, emotional narratives, sentiment polarity, and behavioral communication patterns embedded in misleading political content. The findings indicate that deep learning models, particularly Long Short-Term Memory (LSTM) architectures, demonstrate superior performance in identifying contextual and semantic inconsistencies compared to traditional machine learning algorithms. The study also reveals that algorithmic amplification, echo chambers, and coordinated bot activities significantly contribute to the rapid spread of political misinformation. Furthermore, the research highlights the importance of ethical artificial intelligence governance, transparency, and digital literacy in strengthening democratic resilience and protecting information integrity within digital communication environments

Muhammad Nurahmad; Nurasia Natsir

Bhinneka: Jurnal Bintang Pendidikan dan Bahasa 2026 Universitas Palan

This study examines the phenomena of code-switching and code-mixing in the digital interactions of Indonesian Generation Z on Instagram. Using a sociolinguistic approach with virtual ethnography, data were collected from 1,200 posts and comments published between January and June 2024, complemented by in-depth interviews to explore the factors influencing language choice. The findings reveal that code-switching occurred in 68.4% of the data, with intrasentential switching as the dominant pattern (47.3%), followed by intersentential switching (38.6%) and external switching (14.1%), indicating Generation Z’s high multilingual competence. Code-mixing appeared in 82.1% of the data, primarily through the insertion of English vocabulary into Indonesian (63.2%), followed by regional languages such as Javanese, Sundanese, and Betawi (27.1%), particularly in nostalgic, culinary, and emotionally expressive content. The main factors influencing these practices include social identity, community affiliation, communicative efficiency, emotional expression, and audience context. The study concludes that code-switching and code-mixing function as deliberate communicative strategies that reflect Generation Z’s hybrid identity in digital spaces, offering important implications for digital sociolinguistics, language education, language policy, and digital content development.

Andini Rohayani; Wilianti Laelatul Fitri; Zulfa Azkia Maharani; Sri Mulyeni

Jurnal Bintang Manajemen (JUBIMA) 2026 Pusat Riset dan Inovasi Nasional

 Toxic work environments are becoming an issue that is getting more and more attention in human resource management because of its destructive impact on the psychological well-being of employees and organizational stability. Unhealthy interpersonal relationships, authoritarian leadership, bullying, and recurrent disrespectful behavior create a work atmosphere full of stress and uncertainty. This condition not only triggers work stress, anxiety, and emotional exhaustion, it further exacerbates these challenges, as high work demands and a lack of work-life balance make employees, especially Generation Z, increasingly vulnerable to mental health disorders. This study aims to analyze the influence of toxic work environments on employees' mental health as well as its impact on the intention to quit their jobs. The method used is a literature study with a qualitative approach, analyzing relevant scientific articles. The results of the study showed that a toxic work environment characterized by violence, bullying, tyrannical leadership, unfriendliness, and exclusion had a significant effect on the increase in work stress, psychological pressure, work stress and intention to quit work. Toxic leadership is the main factor in forming an unhealthy work culture. Social support, especially from supervisors, plays a protective role as a protective factor that mediates these negative relationships. Generation Z was found to be more sensitive to injustice and rights violations in the workplace. The study concludes that organizations need to prioritize psychological safety, implement supportive leadership, and provide tangible organizational policies and support to maintain employees' mental health and reduce work stress rates for long-term organizational sustainability.

Herizal Kurniawanto; Rizqa Arimurti

Jurnal Pelayanan dan Pengabdian Masyarakat Indonesia (JPPMI) 2026 Sekolah Tinggi Ilmu Administrasi Yappi Makassar

Multi Sari MSME, located in Pangkalan Batang Village, Bengkalis Regency, produces traditional local products such as fish crackers, shrimp crackers, and sago crackers. Despite having quality products, legal business permits, halal certification, and stable raw material availability, the enterprise still faced limitations in digital marketing practices, resulting in a limited market reach. This community service program aimed to improve the marketing capacity of the MSME through the implementation of digital marketing strategies. The methods employed included SWOT and STP analyses, Google Business Profile development, social media management, content calendar preparation, promotional content creation, and marketplace utilization. The program also involved mentoring and training activities to enhance the partner’s understanding of digital marketing tools and techniques. The results showed significant improvements in the partner’s knowledge and skills in utilizing digital platforms for marketing purposes. Furthermore, Multi Sari MSME now possesses more structured digital marketing channels, increasing product visibility and creating opportunities to reach a broader market. Therefore, digital marketing has proven to be an effective strategy for enhancing MSME competitiveness, business sustainability, and market expansion in the digital era.

Qinthara Khairun Azida; Zakiyatul Marwa; Nazarena Putri Narahita; Elsa Rahma Sari; Ahmad Arzani Ibnul Hikam +1 more

Perspektif: Jurnal Pendidikan dan Ilmu Bahasa 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

This study aims to identify the pragmatic failures of Large Language Models (LLMs) and the biases of Anglophone-based AI moderation algorithms in detecting Indonesian hate speech expressed through sarcasm, satire, euphemism, and local cultural metaphors. It also examines the extent to which AI systems understand and interpret the pragmatic meanings within the corpus. This study employs a qualitative descriptive approach with a comparative design. Data were collected through the documentation of hate speech expressions on social media containing elements of local cultural hatred. The data were analyzed using qualitative descriptive methods with pragmatic and thematic approaches. The findings show that all corpus data contain political satire and indirect hate expressed through irony, sarcasm, absurd metaphors, and popular culture wordplay. Testing with Claude AI showed that the system was capable of identifying the data as implicit criticism and recognizing the pragmatic functions of emoticons and contextual meanings in the utterances. However, the analysis also demonstrated limitations in understanding local sociocultural contexts, particularly the metaphors “daun nangka” and “daun sawit,” which were interpreted merely as absurd humor. These findings indicate that AI detection accuracy does not necessarily reflect a deep pragmatic and cultural understanding within the Indonesian context.