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00Product engineer / applied intelligence

I turn complex problems into useful products, intelligent systems, and reliable software.

1 Years
Experience
15
Projects
Bandung/Jakarta
Location
Pixel-art portrait of Muhammad Rizki
Scroll to enter the narrative
01Manifesto / product position

Product thinking,engineered intoworking systems.

I move from ambiguity to a clear product decision, then turn that decision into software that can survive real use.

Muhammad Rizki working portrait
  1. Beat 01

    Understand

    Computer Science graduate with hands-on expertise in Software Engineering and Artificial Intelligence.

  2. Beat 02

    Clarify

    Specializing in designing user-centric web applications and deploying machine learning models for real-world solutions.

  3. Beat 03

    Build

    A collaborative problem-solver with a proven track record of delivering impactful products in fast-paced environments.

Selected work

03Selected work / proof
2025Competition ProjectWeb App

KostHub: Boarding House Data & Insight Platform

Information about boarding houses (kost) in Bandung is scattered, inconsistent, and often invalid, making the search process time-consuming and expensive. Existing platforms lack deep analytics for property owners and seekers. The goal of KostHub is to build a transparent and efficient, data-driven kost ecosystem by providing relevant property data and insights to support better decision-making for all stakeholders.

Role

Project Lead / Backend developer

System focus

GIS-Based Kost Map

  • React
  • Python
  • FastAPI
  • Leaflet.js
  • PostgreSQL
Read full case study

01 / 03

2024Research ProjectWeb App

TOEFLify: An Adaptive English Learning Application

The Structure and Written Expression section is consistently identified as the most challenging part of the TOEFL test. While numerous learning resources exist, including books, e-learning applications, and courses, they often fall short in providing effective personalization. Furthermore, existing placement tests can be time-consuming, and self-assessments are prone to subjective bias. This project aims to address these issues by developing an efficient and adaptive TOEFL learning application that leverages generative AI to deliver a personalized learning experience tailored to the user's CEFR proficiency level.

Role

Project Manager / AI/ML Engineer / Backend Developer

System focus

In-depth Personalization

  • React
  • PostgreSQL
  • Scikit-learn
  • LangChain
  • FastAPI
Read full case study

02 / 03

2024Competition ProjectWeb App

Malala – Cultural Tourism Showcase

Cultural tourism in Indonesia, especially the Minangkabau heritage, often lacks modern digital platforms to showcase attractions, traditions, and cultural values. Many websites are outdated or not user-friendly, making it harder for visitors to explore information effectively. The goal of Malala is to create a responsive and modern web application that highlights Minangkabau culture and tourism.

Role

UI/UX Designer / Frontend Developer

System focus

Showcases Minangkabau cultural and tourism content.

  • React
  • Tailwind CSS
  • Figma
Read full case study

03 / 03

03Capabilities / areas of practice
  1. Capability / 01

    Service record

    App Development

    I develop web applications that are functional, reliable, and easy to use. My focus is on solving problems and improving the overall user experience.

    Explore this capability

    Capability records describe the area of practice. Project proof is referenced separately below without forcing an artificial one-to-one mapping.

    01 / capability
  2. Capability / 02

    Service record

    Data & AI Solutions

    I work with data to create solutions such as automation, analysis, and intelligent systems. By applying AI and LLMs, I help turn data into useful insights and smarter processes.

    Explore this capability

    Capability records describe the area of practice. Project proof is referenced separately below without forcing an artificial one-to-one mapping.

    02 / capability
04Professional journey / evidence over time

Built through practice.

A chronological record of roles, responsibilities, and the evidence attached to each chapter. Skills and the complete technology index remain in Capabilities, where they belong.

Roles
7
Learning
8
Credentials
3
Training
4

Active / Fullstack Developer

  1. Present

    Chapter 01

    Fullstack Developer

    AI Talent

    Remote

    Working on the development of a project management tool application, contributing to product features, application workflows, and implementation details in an active full-stack development environment.

  2. Chapter 02

    Developer Intern

    Telkom Indonesia

    On-site / Bandung, Indonesia

    Assigned to the Infrastructure, Network, & Security (INS) division within the Directorate of Business Technology (DBT), contributing to the Apilogy API Marketplace project as part of the Digistarclass Internship program. Contributed to the database migration for the Go (Golang)-based Billing API from MySQL to PostgreSQL to enhance system scalability and performance. Developed technical documentation for the Billing API, implementing an automated diagram generator to improve visual clarity. Collaborated within an Agile/Scrum environment, utilizing Jira & Taiga for task management and actively participating in daily stand-ups and sprint planning. Authored playbooks and user guides for internal processes (domain & SSL renewal, developer and publisher portal navigation) to streamline operations. Identified and resolved bugs on the Apilogy blog system, improving user experience. Implemented an automation workflow using N8N to proactively monitor domain & SSL certificate expiration, featuring an email alert system.

    Role-specific tools

  3. Chapter 03

    Back End Developer Intern

    Gatxel

    Remote

    Developed RESTful APIs for POS application using Node.js (Express.js) and PostgreSQL. Collaborated with frontend developers to integrate API endpoints and ensure data consistency

    Evidence records

    01
  4. Chapter 05

    Back End Developer Intern

    SineasHub

    Remote

    Maintained back-office systems using Laravel and MySQL, supporting backend maintenance tasks, improving application stability, and keeping internal workflows reliable.

    Role-specific tools

    Evidence records

    01
  5. Chapter 06

    Mobile Developer Intern

    Sintech

    Remote

    Developed RESTful APIs for POS application using Node.js (Express.js) and PostgreSQL. Collaborated with frontend developers to integrate API endpoints and ensure data consistency

    Role-specific tools

    Evidence records

    01
  6. Chapter 07

    Front-end Developer

    SMAN 13 Bandung

    On-site / Bandung, Indonesia

    Built a responsive school profile website with React.js and Laravel, enhancing communication and accessibility for the school community. Improved user experience through cross-browser compatibility and mobile-first design.

    Role-specific tools

    Evidence records

    01

Learning and credentials

Learning that supports the practice.

Formal study, practical training, and credentials are grouped here as one supporting record—not as a second skills or technology index.

08 records

Formal education

Universitas Pendidikan Indonesia

Bachelor / Computer Science

Thesis: Development of an Automated Summarization System Based on Large Language Models for Public Company Annual Report Documents. Processed and curated a specialized summarization dataset from over 400+ annual report documents from company listed in IDX. Fine-tuned open-source models LLaMA and Mistral, using the LoRa method for memory-efficient adaptation. The resulting specialized model outperformed a baseline model with 2x larger parameters, demonstrating significant gains in performance and efficiency. Designed and built an automated data pipeline for the system, handling processes from data ingestion to final summary generation. Teaching Assistant (September 2023 - June 2024) Led practicum sessions for 80+ students in Data Mining, Data Warehouse, and Visual Mobile Programming. Created 7 learning modules to support hands-on practical sessions.

GPA
3.89
Predicate
Cum Laude

Practical training

Jul 2025

Laskar AI

Lintasarta, Dicoding, & NVIDIA

Learned fundamental AI, Machine Learning, Data Science, and MLOps. Developed Realestica, an AI‑powered property pricing and recommendation platform, including scraping, workflow automation, backend implementation, and ML service deployment.

Learning path
AI Engineer
Score
94 / Full Graduate
View record

Verified credential

Nov 2024

Database Administrator

National Professional Certification Agency (BNSP)

Credential ID
62010 2529 0 0002220 2024
Validity
Until Nov 2027

Skills validated

  • Database Administration
Verify credential

Verified credential

Oct 2024

Junior Web Developer

National Professional Certification Agency (BNSP)

Credential ID
62019 2513 4 0031100 2024
Validity
Until Oct 2027

Skills validated

  • Web Development
Verify credential

Practical training

Aug 2024

Digital Talent Scholarship

Ministry of Communication and Information Technology

Completed the Vocational School Graduate Academy Digital Talent Scholarship 2024, focusing on Web Development. Gained hands‑on experience with HTML, CSS, JavaScript, and building basic web applications.

Learning path
Web Developer
Score
95 / Full Graduate
View record

Verified credential

Mar 2024

Associate Cloud Engineer

Google Cloud

Credential ID
71cf7bcdbe594aa2b0f419a970bdfb51
Validity
Until Mar 2027

Skills validated

  • Cloud Computing
Verify credential

Practical training

Jan 2024

Bangkit Academy

Google, Dicoding, GoTo, Traveloka

Completed 24+ modules in cloud computing, backend development, and soft skills. Developed and deployed a RESTful API-based backend application using Python, Flask, and Google Cloud Platform. Implemented cloud architecture solutions on Google Cloud Platform and deployed machine learning models

Learning path
Cloud Computing
Score
92 / Full Graduate
View record

Practical training

Oct 2023

Rakamin X ID/X Partners

Rakamin

Learned the fundamentals of core data science concepts. Working on credit loan data analysis projects starting from preprocessing, visualization, modeling, and presentation of analysis results. received an excelent predicate with a score of 80+

Learning path
Data Scientist
Score
81 / Excellent
View record
05Selected writings / ideas in practice

Thinking, made legible.

Notes on engineering decisions, product systems, and the reasoning behind dependable digital work.

06Contact / final scene

Available for thoughtful product and engineering work

Bring me the problem worth untangling.

If the next thing needs clear product thinking, dependable engineering, and careful execution, start with a conversation.

Location

Bandung, Indonesia

Response

Start with context, goals, and the constraint that matters most.

Elsewhere