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A Structured Communication Protocol for Evidence-Grounded Human-GenAI Knowledge Exchange in SME Operational Contexts Arief, Ikhwan; Hasan, Alizar; Putri, Nilda Tri; Rahman, Hafiz
International Journal of Electronics and Communications Systems Vol. 6 No. 1 (2026): International Journal of Electronics and Communications System
Publisher : Universitas Islam Negeri Raden Intan Lampung, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24042/ijecs.v6i1.30378

Abstract

This structured review synthesizes evidence from 2021–2025 regarding Generative AI (GenAI) capabilities in SMEs, workplace and vocational learning, the Four-Component Instructional Design (4C/ID) model, and human-AI interdependence to formulate requirements for accountable communication protocols. A Scopus search using four keywords yielded 1,343 records; after screening 681 unique records from the review period, 55 were retained for theory-guided synthesis. The coding process consolidated 12 preliminary requirements into nine, each specifying the information, verification steps, or authorization conditions necessary for an accountable exchange, alongside observable compliance criteria. These requirements were mapped onto four layers derived from the 4C/ID model (whole-task communication, knowledge-encoding schemas, procedural protocols, and verification protocols) and a five-step sequence ranging from operational problem encoding to implementation authorization. The synthesis indicates that verification must rely on the quality of evidence and calibrated interdependence, rather than trust or response fluency, and that accountability necessitates a designated human decision-maker. As the protocol has not yet been tested with users or exchange records, its effectiveness remains to be determined
Proposed Framework for Halal Value Chain Analysis in Batik Industry Ahmad Syafruddin; Nilda Tri Putri; Rima Rofifah Putri; Ratni Prima Lita
Journal of Applied Engineering and Technological Science (JAETS) Vol. 6 No. 1 (2024): Journal of Applied Engineering and Technological Science (JAETS)
Publisher : Yayasan Riset dan Pengembangan Intelektual (YRPI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37385/jaets.v6i1.5238

Abstract

This paper aims to apply the halal value chain to Tanah Liek Batik textiles to become halal batik products, using a framework designed to analyze the halal value chain. The method used in dealing with this problem is to apply HCCP (Halal Critical Control Point) to the company's activity value chain to become a halal value chain. The initial data used is a flow diagram of the production process of four types of Tanah Liek Batik products: Tanah Liek dyed batik, chemically dyed batik, stamped batik with soil-like dye, and chemically dyed batik. Based on the results of the identification of haram materials in each process in the activity, the Halal Control Point (HCP) is obtained. The application of HCCP to the Tanah Liek Batik value chain has 13 critical points of haram products, which come from the process, facilities, and tools and materials used during the production process. This study also produces a Halal Value Chain framework in the Textile Industry. Applying this framework in the textile industry is expected to increase the number of halal-certified textile industries.
WORK MOTIVATION AND WORK ABILITY AS DETERMINANTS OF SALES EMPLOYEE PERFORMANCE: THE MODERATING ROLE OF THE EXTERNAL ENVIRONMENT AT PT XYZ Muhammad Akbar Sahala Lubis; Nilda Tri Putri; Insannul Kamil
Jurnal Teknologi dan Manajemen Vol. 24 No. 2 (2026): Jurnal Teknologi dan Manajemen (August)
Publisher : Politeknik STMI Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52330/jtm.v24i2.685

Abstract

Co-Authors Abdul Talib, Hayati Habibah Adisty Luthfiah Adisty Luthfiah Adisty Luthfiah Afdhal Habibullah Afri Adnan Afrinaldi, Feri Agus Sutanto Agus Umar Ryadin Ahmad Ahmad Ahmad Syafruddin Ahmad Syafruddin Ahmad Syafruddin Ahmad, Rabiah Al Mhiqani, Mohammed Nasser Ahmed Alexie Herryandhi Broto Adi Alexie Herryandie Bronto Adi Alexie Herryandie Bronto Adi Alfadhlani Alizar Hasan Alizar Hasan Alqadri, Farid Amrina, Elita Andriani Andriani Anggia Arista Anggraini, Ika Novia Arif Kharisman Asmuliardi Muluk Ayu Bidiawati JR Azira Fitira Elsera Broto Adi, Alexie Herryandhi Buang Alias Budi Satria Dachriyanus Debby Maurine Aristi Defri Nofriadi Demi Ramadian Desriyenti Devi Yulia Rahmi Dian Kristina Dicky Fatrias Difana Meilani Dina Rahmayanti Elita Amrina Elsa Eka Putri Elsayed Ali Ismail Elsera, Azira Fitira Elsera, Azira Fitria Elvi Era Liesmayani Emil Naf'an Eri Wirdianto Fadjar Goembira Fahlevi, Fidruzal Fajar Aristiyanto Fajar Aristiyanto Fandy Triawan Febriano, Raihan Fikri, Ryan Kamal Firdruzal Fahlevi Fitra Lestari Franka Hendra Ghufran Maulana Hafiz Rahman Hafiz Rahman, Hafiz Hary Fandel Hary Fandeli Hassan, Aslinda Hayati Habibah Abdul Talib Henmaidi Henmaidi Henny Yustisia Herawati, Afriyastuti Hilma Raimona Zadry Huda, Ashila Nurul Ikhwan Arief Ilham Septiadi Ilham Septiadi Indah Kurnia Ramadhani Indrapriyatna, Ahmad Syafruddin Insannul Kamil, Insannul Ismail, Elsayed Ali iswahyuningsih iswahyuningsih Iwan Vanany Jafril Tanjung, Jafril Jamaludin, Khairur Rijal Jonrinaldi Jumeno, Desto Kamil, Insannul Kevin, Muhammad Khairul Ihwan, Khairul Khairur Rijal Jamaludin Kharisman, Arif Lestari Setiawati Linda Eka Putri Liperda, Rahmad Inca Lona Delviari Lusi Susanti M Alif Arrahman M Alif Arrahman M. Alif Arrahman M. Alif Arrahman M. Rozaq M. Rozaq M. Rozaq, M. Rozaq M.Arif Rahman.S Arif Maulana, Ghufran Mego Plamonia Melani Putri Meuthia Meuthia Meuthia, Meuthia Mohammad, Nur Ameera Natasha Muhammad Abdi, Muhammad Muhammad Akbar Sahala Lubis Muhammad Erlangga Adi Nugraha Muhammad Erlangga Adi Nugraha Muhammad Kevin Nabila Humaida Nelvi Irawati Nevy Sandra Nofriani Fajrah, Nofriani Nova Wisnianingsih Noviyanti, Anna Annida Patrisina, Reinny Prima Fithri Putra, Irwan Kartadi Putri, Alyani Rahma Putri, Prima Yane Qomarotun Nurlaila, Qomarotun Rahmad Inca Liperda Rahmahdian S, Rini Rahmann, Hafiz Ratni Prima Lita Recha Sundari Refdilzon Yasra, Refdilzon reinny patrisina Rhima Suryani Rika Ampuh Hadiguna Rima Rofifah Putri Rima Rofifah Putri Rima Semiarty Rizki, M. Rodiah, Yuli Ryadin, Agus Umar Ryan Kamal Fikri Sahria Sahria Saputra, Ikhsan Rapi Sha'ri Mohd Yusof Shari Mohd Yusof Sri Zetli Suryat Handoko Taufik Taufik Taufik Tengku Nurainun Tessa Alqifti Vaulinne Basyir Viola Kiswara Wisnel Wisnel Wisnel Yasra, Refdilzon Yassin, Warusia Mohamed Yesmizarti Muchtiar Yohanna Safari Yosritzal, Yosritzal Yudo Purnomo Yusmar, Fajri Zakuan, Norhayati