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PELATIHAN PENYUSUNAN PTK BAGI GURU SD DI KECAMATAN SECANG

Fidian, Athia, Bintang Aji Pradana, Agrissto
Abstract: Abstract:The 2009 Permenpan-RB on Sustainable Professional Development is not only aimed at PNS teachers but teachers in general. Members of the GTT-PTT Honorary Staff Forum at Secang District have a strong desire to be… able to arrange the classroom action research (CAR). However, this desire is constrained by the limited opportunities given to them attending CAR training. Most of them do not have enough knowledge about CAR preparation. In addition to being unfamiliar with research methods, they also lack knowledge of how to plan and compile their reports. Seeing this problem, this dedication activity became a concrete effort to help teachers, especially members of the Secang GTT-PTT Honorary Forum at Secang District, to provide training and mentoring for the preparation of CAR increasing the knowledge about CAR development. This community service was carried out within 4 months. This activity was attended by 25 participants. The method of activities carried out to resolve partner problems was through training and mentoring divided into 5 meetings at the SDN 2 Secang hall. Material presented at the first meeting were: (1) PTK concept; (2) preparation of background, problem identification and formulation of topics and problems; (3) looking for sources of reference related to the topic, as well as the design of the CAR implementation; (4) preparation of results and discussion; and (5) finalization of the report.        Keywords:Community Services, Training, Action Research    Abstrak: Permenpan-RB Tahun 2009 tentang Pengembangan Keprofesian Berkelanjutan (PKB) tidak hanya ditujukan kepada guru PNS saja namun guru secara umum. Anggota Forum Tenaga Honorer GTT-PTT Kecamatan Secang memiliki keinginan yang kuat untuk mampu menyusun PTK. Namun, keinginan tersebut terkendala dengan terbatasnya kesempatan yang diberikan kepada mereka untuk mengikuti pelatihan PTK. Sebagian besar dari mereka tidak memiliki pengetahuan yang cukup mengenai penyusunan PTK. Selain awam dengan metode penelitian, mereka juga tidak memiliki pengetahuan tentang bagaimana merencanakan dan menyusun laporannya. Melihat masalah tersebut, kegiatan pengabdian ini menjadi upaya konkret dalam membantu guru terutama anggota Forum Tenaga Honorer GTT-PTT Kecamatan Secang untuk memberikan pelatihan dan pendampingan penyusunan PTK dalam meningkatkan pengetahuan tentang penyusunan PTK. Pengabdian masyarakat ini dilaksanakan dalam waktu 4 bulan. Kegiatan ini diikuti oleh 25 peserta. Metode kegiatan yang dilaksanakan guna menyelesaikan permasalahanmitra adalah dengan pelatihan dan pendampingan yang dibagi menjadi 5 pertemuan bertempat di aula SDN 2 Secang. Materi yang disampaikan dalam pertemuan pertama adalah: (1) konsep PTK; (2) penyusunan latar belakang, identifikasi masalah serta perumusan topik dan masalah; (3) mencari sumber rujukan terkait topik, serta desain pelaksanaan PTK; (4) penyusunan hasil dan pembahasan; dan (5) finalisasi laporan.   Kata kunci : Pengabdian Masyarakat, Pelatihan, Ptk

PELATIHAN PEMBUATAN MEDIA DENGAN MEMANFAATKAN MEDIA BEKAS DI PAUD AR RAHMAN

Sari, Putri Lidiana Permata, Saragih, Sri Rahmah Dewi, Ansi, Rahma Yunita, Rahayu, Sri
Abstract: Abstract: The using of media in learning is very important to increase the mutualism of education as making a secondhand media from carton that was conducted in PAUD Ar Rahman. The training was conducted to increase the… teacher’s understanding and teacher’s skill in developing their professionalism especially in designing a learning media from a secondhand like carton. The first activity that was conducted is observation by using interview technique to the teachers. Then it was continued by training activity. This activity is like a workshop that was started from presentation about the theory of arrangement a learning media from a secondhand material, accompaniment to all teachers in designing and developing learning media from a secondhand material. At the end of this activity, there was 70% participant that able to develop a learning media from a secondhand material individually. Keywords: Media, Secondhand, Teacher of PAUD Abstrak: Penggunaan media pembelajaran sangat diperlukan dalam kaitannya dengan peningkatan mutu pendidikan seperti pembuatan media bekas yang dilakukan di PAUD Ar Rahman. Pelatihan ini dilakukan untuk meningkatkan pemahaman dan keterampilan para guru dalm mengembangkan profsionalisme khususnya dalam pendesainan/ pengembangan media pembelajaran dari barang bekas berupa karton. Kegiatan pertama yang dilakukan adalah observasi dengan menggunakan teknik wawancara terhadap para guru. Kemudian dilanjutkan dengan pelatihan. Kegiatan ini berbentuk workshop dimulai dari presentasi tentang teori penyusunan media pembelajaran dari barang bekas, pendampingan terhadap guru dalam perancangan dan pendampingan bagi guru dalam pengembangan media pembelajaran dari barang bekas. Pada akhir kegiatan sebanyak 70% peserta yang dapat mengembangkan media pembelajaran dari barang bekas secara mandiri. Kata kunci: Media, Barang, Bekas, Guru PAUD

SOSIALISASI UNDANG-UNDANG INFORMASI DAN TRANSAKSI ELEKTRONIK (ITE) DALAM PEMANFAATAN MEDIA SOSIAL SEBAGAI SARANA USAHA

Husna, lenny, Yenni, Yusli
Abstract: Nowadays almost all aspects of life use technology. Progress in technology will also be accompanied by developments in information and communication technology. The development of technology and communication using internet… net media that is widely used today is social media. Some people use social media for means of social integration, communication and publicizing activities, but in its development social media can also be used for business activities in terms of promotion and marketing. The use of social media for business activities has a very positive impact on improving the welfare of the community economically. To achieve these objectives, training and coaching to the public regarding the use of social media are held. The training was carried out at the Pesona Rhabayu Housing Community of Patam Lestari Village, Sekupang District, Batam. The training was conducted by monitoring and tutorials on how to use social media properly, including information dissemination on the Information and Electronic Transaction Law (UU ITE) so that the community has a legal basis for using social media. The first result of this dedication is that people's understanding of the ITE Law can be seen from discussions and questions and answers, secondly, people's ability to access and utilize social media for business facilities by forming a social media group as a forum for the community to promote their efforts. Keywords: Law, social media and ITE

INTERNET SEHAT DAN AMAN (INSAN)

Nasution, Donni, Rahayu, Elly, Rohminatin, Rohminatin
Abstract: Abstract: This service activity is carried out in the form of workshop where health and safe Internet became it's theme which was aimed to increasing the knowledge of women, especially the women of Bhayangkari Polsek Porsea… sea in using the internet in a healthy and safe manner. The target audience of this Service Program are 20 women from bhayangkari Polsek Porsea. The method used are the lecture method, direct discussion and also question and answer. The material provided includes such as Women in the Technological Era, Empowering Women through Internet Technology, and also Healthy and Safe Internet. The benefits obtained from this service are the first is to improve current knowledge of technology for the women, the second is to increase the knowledge of the women roles in technology and the third is to educate the internet ethics and its benefits for herself and the family, children especially.   Keywords: Insan, health and safe, Women, Internet     Abstrak: Kegiatan pengabdian ini  dilaksanakan dalam bentuk kegiatan Workhshop  yang bertemakan Internet sehat dan aman yang bertujuan meningkatkan pengetahuan perempuan khususnya ibu-ibu Bhayangkari dalam menggunakan internet secara sehat dan aman. Khalayak sasaran dalam kegiatan Pengabdian kepada Masyarakat ini adalah Ibu-Ibu bhayangkari yang berjumlah 20 orang. Metode yang digunakan adalah  metode ceramah, diskusi dan  tanya jawab secara langsung. Materi yang diberikan diantaranya  seperti Perempuan di Era Teknologi, Pemberdayaan Perempuan Melalui Teknologi Internet, serta Internet Sehat dan Aman. Manfaat yang diperoleh dari kegiatan pengabdian ini pertama meningkatkan pengetahuan. Teknologi masa kini kepada perempuan, kedua meningkkat pengetahuan tentang peran perempuan dalam Teknologi  dan ketiga melakukan edukasi etika berinternet serta manfaat  bagi  dirinya dan keluarga, terutama kepada anak-anak.   Kata kunci: Insan, Sehat dan Aman, Wanita, Internet

WORKSHOP PELATIHAN PERANCANGAN INTERNET OF THINGS BERBASIS ARDUINO UNO JENIS R3/R3 SMD DI SMK SWASTA KARYA UTAMA KOTA TANJUNGBALAI

Ananda, Ricki, Amin, Muhammad
Abstract: Abstract: Current technological developments are no stranger among students, almost all students now have an Android that is enabled to share information and be used to help with daily activities. Based on the usefulness… of android which is only enabled to share information or as a communication tool, the service team creates training or workshops which later aims to develop students' interest in reviewing or developing technology in the field of android or in the controller field. In order for the training not to start from the ground up, the training participants were taken from the main works of private vocational schools, majoring in computers, class XI of the Department of Software Engineering (RPL), with a total number of participants of 53 people. The implementation of a two-day workshop found results, on the first day with the theme of training on IOT-based automatic switch hardware design, it was found that 46 students managed to assemble automatic hardware switches, and 7 students failed to assemble the hardware automatically perfectly. On the second day, 53 students succeeded in making an automatic software switch on Android, and during the trial, all students also managed to do it. From the two days of the workshop activities, and seen from the students' activeness and curiosity about the development of Android and the controller, many students still want to know, other developments from Android besides being used as automatic switches are based on IoT. Keyword: Royer Oscillator circuit, Power wireless transfer, Booster converter circuit   Abstrak: Perkembangan teknologi saat ini sudah tidak asing dikalangan pelajar, hampir semua pelajar kini memiliki android yang difungsikan untuk berbagi informasi serta difungsikan untuk membantu kegiatan sehari hari. Berdasarkan kegunaan android yang hanya difungsikan untuk berbagi informasi atau sebagai alat komunikasi, maka tim pengabdian membuat pelatihan atau workshop yang nantinya bertujuan untuk menumbuh kembangkan minat siswa siswi dalam mengulas atau mengembangkan teknologi dibidang android dibidang controller. Agar pelatihan tidak dimulai dari dasar, maka peserta pelatihan diambil dari SMK Swasta karya utama, jurusan komputer, kelas XI Jurusan Rekayasa Perangkat Lunak (RPL), dengan total peserta 53 orang. Terselenggaranya workshop selama dua hari,mendapati hasil, pada hari pertama dengan tema pelatihan perancangan hardware switch otomatis berbasis iot, didapati 46 siswa berhasil merangkai hardwarei switch otomatis, dan 7 siswa tidak berhasil merangkai hardware otomatis secara sempurna. Dihari kedua, 53 siswa berhasil membuat software switch otomatis di android, dan pada saat uji coba, seluruh siswa juga berhasil melakukannya. Dari dua hari kegiatan workshop yang dilakukan,dan dilihat dari keaktifan dan rasa ingin tahu siswa tentang pengembangan dari android dan controller, banyak siswa yang masih ingin tahu, pengembangan lain dari android selain digunakan sebagai switch otomatis berbasis iot.   Kata Kunci: Royer Oscillator circuit, Power wireless transfer, Booster converter circuit  

PELATIHAN PUBLIC SPEAKING BERBASIS TEKNOLOGI INFORMASI DI KELURAHAN JOHAR BARU

Safitri, Dini
Abstract: Abstract: This community service aims to empower people who are members of the Yasayan Senyum Ibu Indonesia (YSII), so that they dare to appear to do public speaking. Empowerment needs to be done, considering the number… of Foundation activities that require public speaking skills. The empowerment method used in this service has three stages. The first stage is to introduce and teach participants, how to find material or material to be delivered in public speaking, using the internet. After the material is obtained, they are asked to arrange the sentences that will be delivered in public speaking, then practice them one by one. The second method is to teach and practice the participants to hear a lot while memorizing the words that have been heard, to be memorized and repeated. This method is the basic method of public speaking, which relies a lot on memory, based on what is heard, then memorized. After memorizing, recited in public speaking activities. The third method is one by one the participants learn to recite flat voice intonation, as a basic technique in public speaking. The results of this service are public speaking modules that will be made HKI, popular articles in online media, and scientific articles in public service journals.   Keywords: Public Speaking, Internet, Information Technology   Abstrak: Pengabdian ini bertujuan untuk memberdayakan masyarakat yang tergabung dalam Yasayan Senyum Ibu Indonesia (YSII), agar berani tampil untuk melakukan public speaking. Pemberdayaan ini perlu dilakukan, mengingat banyaknya kegiatan Yayasan yang memerlukan keterampilan public speaking. Metode pemberdayaan yang digunakan dalam pengabdian ini ada tiga tahap. Tahap pertama, adalah mengenalkan dan mengajarkan kepada para peserta, cara mencari bahan atau materi yang akan disampaikan dalam public speaking, dengan menggunakan internet. Setelah bahan di dapatkan, mereka diminta untuk menyusun kalimat yang akan disampaikan di dalam public speaking, kemudian mempraktikannya satu-persatu. Metode kedua adalah mengajarkan dan mempraktikan kepada para peserta untuk banyak mendengar sekaligus menghafalkan kata-kata yang telah didengar, untuk dihapalkan dan diulang kembali. Metode ini adalah metode dasar public speaking, yang banyak mengandalkan daya ingat, berdasarkan dari apa yang didengar, kemudian dihapalkan. Setelah hapal, dilafalkan dalam kegiatan public speaking. Metode ketiga adalah satu persatu peserta belajar melafalkan intonasi suara datar, sebagai teknik dasar dalam public speaking. Hasil dari kegiatan pengabdian ini adalah modul public speaking yang akan dibuat HKI, artikel popular di media online, adan artikel ilmiah di jurnal pengadian masyarakat.   Kata Kunci: Public Speaking, Internet, Teknologi informasi  

PELATIHAN KOMPUTER DALAM MENINGKATKAN TAHFIDZ QUR’AN MENGGUNAKAN AL-QUR’AN DIGITAL TAJWID

Maharani, Dewi, Helmiah, Fauriatun, Ramadhan Harahap, Ricky, Fachri, Barany
Abstract: Abstract: The beginning to print a generation of Muslims with Qur'ani insight is to instill a love for the Qur'an from an early age. One of them is the command to read the Qur'an which is the first step for understanding… and practicing content. The development of information and communication technology is very rapidly developing, which affects human capabilities, and computers become highly needed tools in various fields. One of the elementary schools that want to develop their students especially in memorizing the Qur'anic verses by using information technology is Darul Adzkia IT Elementary School. SD IT offers a variety of knowledge, intelligence, skills, religion, interaction with society at large. Students of Darul Adzkia IT Elementary School are targeted to be able to memorize verses of Al-Qur'an juz 30. With Digital Tajwid Al-Qur'an Application. This training aims to help children in easier memorization, improve memorization and maintain memorization. So that it is useful not only for students, but also makes it easier for teachers to practice memorization and evaluate the memorization of their students. Keywords: Increase Tahfidz Qur'an, digital recitation Qur'an, Abstrak: Awal untuk mencetak generasi Islam yang berwawasan Qur’ani adalah menanamkan kecintaan terhadap Al-Qur’an sejak dini. Salah satunya adalah perintah membaca Al-Qur’an yang merupakan langkah awal bagi upaya pemahaman dan pengamalan isi. Perkembangan teknologi informasi dan komunikasi sangat berkembang dengan pesat, yang mempengaruhi kemampuan manusia, dan komputer menjadi alat yang sangat dibutuhkan di berbagai bidang. Salah satu Sekolah Dasar yang ingin mengembangkan Siswa-siswinya khususnya dalam menghafalkan Ayat Suci Al-Qur’an dengan menggunakan Teknologi informasi adalah Sekolah Dasar IT Darul Adzkia. SD IT menawarkan berbagai pengetahuan, kecerdasan, ketrampilan, keagamaan, interaksi dengan masyarakat secara luas. Siswa – Siswi SD IT Darul Adzkia ditargetkan untuk mampu menghafal ayat Al-Qur’an juz 30. Dengan Aplikasi Al-Qur’an Digital Tajwid.Pelatihan ini bertujuan untuk membantu anak dalam mempermudah menghafal, meningkatkan hafalan serta menjaga hafalannya. Sehingga bermanfaat bukan hanya untuk siswa-siswi, melainkan juga mempermudah Guru dalam melatih hafalan serta mengevaluasi hafalan siswa-siswinya. Kata kunci: Meningkatkan Tahfidz Qur’an, Alqur’an digital tajwid,

IMPLEMENTATION OF THE SAW METHOD IN THE EMPLOYEE ASSESSMENT SYSTEM FOR PKH IN BATU BARA REGENCY

Sinuraya, Khairul Abdi, Sinuraya, Insan Utama, Toras Pangidoan Batubara
Abstract: Abstract: The assessment of PKH employees in Batu Bara Regency still requires an objective and measurable evaluation process to support performance decisions. Manual assessment can cause subjectivity and take more time,… especially when several criteria must be considered. This study aims to apply the Simple Additive Weighting (SAW) method to the PKH employee assessment system in Batu Bara Regency. The criteria used in this assessment are attendance, teamwork, responsibility, communication, and length of service. The SAW method is applied by determining criteria weights, converting employee values, normalizing the decision matrix, and calculating preference values to obtain the final ranking. The results show that alternative A1, Rahmi Rizkya, obtained the highest score of 0.9504 and ranked first, while alternative A5, Toni Syahpradanadaely, obtained the lowest score of 0.4831. Based on these results, the SAW method can help the employee assessment process become more objective, structured, and useful as a reference for evaluating PKH employee performance. Keywords: decision support system; PKH employee; simple additive weighting   Abstrak: Penilaian pegawai PKH Kabupaten Batu Bara membutuhkan proses evaluasi yang objektif dan terukur untuk mendukung pengambilan keputusan terhadap kinerja pegawai. Penilaian yang masih dilakukan secara manual dapat menimbulkan subjektivitas dan membutuhkan waktu lebih lama, terutama jika penilaian melibatkan beberapa kriteria. Penelitian ini bertujuan untuk menerapkan metode Simple Additive Weighting (SAW) pada sistem penilaian pegawai PKH Kabupaten Batu Bara. Kriteria yang digunakan dalam penilaian meliputi kehadiran, kerja sama tim, tanggung jawab, komunikasi, dan masa kerja. Metode SAW diterapkan melalui penentuan bobot kriteria, konversi nilai pegawai, normalisasi matriks keputusan, serta perhitungan nilai preferensi untuk memperoleh hasil perankingan. Hasil penelitian menunjukkan bahwa alternatif A1 atas nama Rahmi Rizkya memperoleh nilai tertinggi sebesar 0,9504 dan menempati peringkat pertama, sedangkan alternatif A5 atas nama Toni Syahpradanadaely memperoleh nilai terendah sebesar 0,4831. Berdasarkan hasil tersebut, metode SAW dapat membantu proses penilaian pegawai menjadi lebih objektif, terstruktur, dan dapat dijadikan acuan dalam evaluasi kinerja pegawai PKH. Kata kunci: pegawai PKH; simple additive weighting; sistem pendukung keputusan

WEB-BASED SUPPLY CHAIN MANAGEMENT SYSTEM IMPLEMENTATION USING FEFO METHOD IN CV. SAHABAT JAYA SUKSES

Dea Tantri Puspita, Nuriadi Manurung, Rohminatin, Rohminatin
Abstract: Abstract: Distributors in the Fast Moving Consumer Goods (FMCG) sector, such as CV. Sahabat Jaya Sukses, face significant challenges in inventory control, particularly related to product expiration and stock discrepancies… s caused by manual recording. This study aims to design and implement a web-based Supply Chain Management (SCM) system that integrates the flow of goods from suppliers to retailers by applying the First Expired First Out (FEFO) method to minimize financial losses due to expired products. The research methodology employs the Waterfall model, which is selected because of its structured and systematic development stages and its suitability for systems with clear and stable requirements, facilitating effective analysis, design, implementation, and testing processes. The research stages include requirements analysis, system design, implementation, and testing. The results show that the SCM system successfully integrates data across the entire supply chain, automates inventory recording, and effectively prioritizes product distribution based on the nearest expiration dates. Black Box testing confirms that all system functionalities, including FEFO logic, operate properly, thereby improving operational efficiency and data accuracy. Keywords: supply chain management; FEFO; web-based system; distributor; inventory controls   Abstrak: Distributor di sektor Fast Moving Consumer Goods (FMCG) seperti CV. Sahabat Jaya Sukses menghadapi tantangan dalam pengendalian persediaan, khususnya terkait produk kedaluwarsa dan selisih stok akibat pencatatan manual. Penelitian ini bertujuan merancang dan mengimplementasikan sistem Supply Chain Management (SCM) berbasis web yang mengintegrasikan aliran barang dari pemasok hingga pengecer dengan menerapkan metode First Expired First Out (FEFO) untuk meminimalkan kerugian akibat produk kedaluwarsa. Metodologi penelitian menggunakan model Waterfall yang dipilih karena memiliki tahapan pengembangan yang terstruktur, sistematis, dan sesuai dengan kebutuhan sistem yang jelas serta stabil, sehingga memudahkan proses perancangan, implementasi, dan pengujian. Tahapan penelitian meliputi analisis kebutuhan, desain sistem, implementasi, dan pengujian. Hasil penelitian menunjukkan bahwa sistem SCM berhasil mengintegrasikan data di seluruh rantai pasok, mengotomatisasi pencatatan stok, serta memprioritaskan distribusi barang berdasarkan tanggal kedaluwarsa terdekat. Pengujian Black Box membuktikan bahwa seluruh fungsi sistem, termasuk logika FEFO, berjalan dengan baik sehingga meningkatkan efisiensi operasional dan akurasi data. Kata kunci: distributor; FEFO; manajemen rantai pasok; pengendalian stok; sistem berbasis web

OPTIMIZING RETRIEVAL-AUGMENTED GENERATION FOR DOMAIN-SPECIFIC KNOWLEDGE SYSTEMS THROUGH FINE-TUNING AND PROMPT ENGINEERING

Ahmad Fajri, Rila Mandala
Abstract: Abstract: This study discusses the optimization of RAG for a FAQ system in the field of information technology product security certification at BSSN. Although LLM generate reliable responses, they often lack up-to-date… and domain-specific knowledge, which can be addressed through the RAG approach. This research aims to optimize a domain-specific RAG system by improving embedding performance, enhancing prompt robustness, and increasing retrieval accuracy. The research methods consist of three stages. The first stage involves fine-tuning the bge-m3 embedding model and evaluating its performance using MRR, Recall, and AUC. The second stage applies prompt engineering techniques, namely the SRSM and Autodefense, to mitigate direct-injection and escape-character prompt injection attacks. The third stage evaluates the proposed RAG system using Precision, Recall, and F1-Score metrics against four baseline models. The results of research show that the fine-tuned embedding model achieves higher performance than the original model, with MRR@1 and Recall@1 values of 0.80 and an AUC@100 of 0.7023. In addition, the proposed prompt engineering techniques demonstrate robustness against prompt injection attacks, while the overall RAG system attains a perfect Precision, Recall, and F1-Score of 1.00. In conclusion, the proposed approach effectively enhances retrieval accuracy, embedding quality, and system security, resulting in a more reliable RAG-based FAQ system for information technology product security certification. Keywords: embedding fine-tuning; large language model; prompt engineering; prompt injection mitigation; retrieval-augmented generation   Abstrak: Studi ini membahas optimasi RAG untuk sistem FAQ di bidang sertifikasi keamanan produk teknologi informasi di BSSN. Meskipun LLM menghasilkan respons yang andal, mereka seringkali kurang memiliki pengetahuan terkini dan spesifik domain, yang dapat diatasi melalui pendekatan RAG. Penelitian ini bertujuan untuk mengoptimalkan sistem RAG spesifik domain dengan meningkatkan kinerja embedding, meningkatkan ketahanan prompt dan meningkatkan akurasi pengambilan. Metode penelitian terdiri dari tiga tahap. Tahap pertama melibatkan fine-tuning model embedding bge-m3 dan mengevaluasi kinerjanya menggunakan Mean Reciprocal Rank (MRR), Recall, dan AUC. Tahap kedua menerapkan teknik rekayasa prompt, yaitu Self- SRSM dan Autodefense, untuk mengurangi serangan direct-injection dan escape-character prompt injection. Tahap ketiga mengevaluasi sistem RAG yang diusulkan menggunakan metrik Presisi, Recall, dan F1-Score terhadap empat model dasar. Hasil penelitian menunjukkan bahwa model embedding yang disempurnakan mencapai kinerja yang lebih tinggi daripada model asli, dengan nilai MRR@1 dan Recall@1 sebesar 0,80 dan AUC@100 sebesar 0,7023. Selain itu, teknik rekayasa prompt yang diusulkan menunjukkan ketahanan terhadap serangan injeksi prompt, sementara sistem RAG secara keseluruhan mencapai Presisi, Recall, dan F1-Score sempurna sebesar 1,00. Kesimpulannya, pendekatan yang diusulkan secara efektif meningkatkan akurasi pengambilan, kualitas embedding dan keamanan sistem, menghasilkan sistem FAQ berbasis RAG yang lebih andal untuk sertifikasi keamanan produk teknologi informasi. Kata kunci: penyempurnaan embedding; model bahasa besar; rekayasa prompt; mitigasi injeksi prompt; retrieval-augmented generation