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Kedalaman yang tak butuh permukaan

Teach, train, build. Choose quiet. Write slowly.

Growing Without Needing Applause

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Growing Without Needing Applause

Progress was never meant for an audience. The most meaningful journeys are walked honestly, quietly, and with deep purpose.

Education Is Living, Not Ceremony
Empowered Educator Community

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Pengabdian

Behind the Screens: Empowering the National Muhammadiyah Multi-Competition as Developer & IT Facilitator

Hosting a national-scale competition requires more than just excellent event planning; it demands a highly robust digital infrastructure. Here is the behind-the-scenes story of managing everything from seamless registration systems to automated certificates for the National Muhammadiyah Inter-School Multi-Competition.

Pelatihan

AI Literacy Training for Teachers in Makassar–Maros

A training session introducing artificial intelligence to educators in the Makassar and Maros region. Emphasis on practical understanding and straightforward classroom integration rather than technical depth.

general

Training of Trainer — Coding and Artificial Intelligence (Kemdikdasmen)

A six-day training programme for educators at Hotel Four Points, Makassar. Designed to prepare trainers to teach coding and AI to secondary students, with a practical, sustainable approach.

general

Google for Education Training for K-12 Teachers

Practical training on Google Workspace for Education and related tools, designed for primary and secondary teachers who want to integrate technology thoughtfully into their daily classroom practice.

general

Google for Education Chromebook Deployment Preparation

Preparing technical infrastructure and deployment strategy for Chromebooks in educational settings — from planning through device management and user support.

general

Training of Trainer — Digital Literacy

A workshop for educators and facilitators looking to deepen their understanding of digital literacy and prepare to deliver it within their own classrooms or communities.

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Articles

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journal

Inside the LLM: The 15 Steps an AI Takes to Turn Your Words Into an Answer

Bagaimana kalimat sederhana seperti "Halo, apa kabar?" berubah menjadi jawaban yang koheren dari sebuah model bahasa besar? Artikel ini membedah seluruh proses inferensi LLM bergaya GPT dalam 15 langkah berurutan — mulai dari tokenisasi, embedding, dan positional encoding; menembus jantung Transformer (self-attention multi-head, softmax, dan feed-forward network); hingga proyeksi kembali ke ruang kosakata untuk memprediksi token demi token secara autoregressive. Dilengkapi rumus matematika untuk setiap tahap dan dimensi konkret bergaya GPT-2, artikel ini menerjemahkan "keajaiban" AI menjadi rangkaian operasi yang dapat dipahami: perkalian matriks, normalisasi, dan probabilitas.

essay

note

Intellectual Symbiosis: Harmonizing Academic Tradition and Artificial Intelligence

This article explores the fundamental paradigm shift in higher education driven by the rise of Artificial Intelligence (AI), advocating for an intellectual symbiosis that blends modern technology with core academic values . It emphasizes that while AI excels at data processing and pattern recognition, it lacks the context, common sense, and moral judgment inherent to humans . Therefore, traditional foundations such as critical thinking, research methodology, and academic integrity must remain the primary filters for AI-generated outputs . By repositioning educators as facilitators and students as "architects of ideas," the text outlines a collaborative framework for research and learning . Ultimately, the goal is to develop a hybrid learning ecosystem that produces graduates who are not only tech-savvy but also deeply human, maintaining empathy and wisdom in an increasingly automated world

journal

TOPSIS Analysis in a Web-Based Expert System Simulation with the CLIPS Extension

The 2013 Digital Future Report shows that 58.3% of internet users say only half or less of the information on the World Wide Web is trustworthy, with 7% considering all online content untrustworthy. The remaining ~40% believe most of that information can be tr...

Events

Sat, Aug 8, 2026, 01:00 AM

AI for Teachers Workshop

Online via Zoom

Testimonies

Testimonies

Ratna Kusuma, S.Pd.

Ratna Kusuma, S.Pd.

Indonesian Language Teacher

The training opened my eyes to AI's potential in the classroom. Practical, ready to apply the next day.

Siti Aminah

Siti Aminah

Community Coordinator

The Makassar workshop was extraordinary. Beyond the material, we walked away with inspiration to keep growing.

Mirsam Arasy

Mirsam Arasy

Software Engineering Teacher

The coding training mapped perfectly to vocational-school realities. Students engaged, and I gained new teaching strategies.

Kurniawan Ardi

Kurniawan Ardi

Vice Principal of Curriculum

His approach goes beyond tools — he reframes how we think about learning in the digital era.

The brave are those who can place their fear in the right time and the right space.
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