MetaWill↗
A promise needs more than good intentions.
A dApp that connects personal commitments to financial stakes, trusted validators, and transparent on-chain outcomes.
ROLE / Web3 development
INDEPENDENT MIND. CONNECTED SYSTEMS.BASED IN INDONESIA ↗
AI ENGINEER · NITYO INFOTECH
Muhammad
Ihsan.
AI & Web3 Engineer
Building intelligent systems
and decentralized infrastructure.
I design and build production systems across AI, machine learning, backend engineering, and blockchain.
Download CVNETWORK TOPOLOGYAI × WEB3
01 / SELECTED WORK
Ideas, put to work.
On-chain products. Open research.
Built to do something useful.
COMMIT → VALIDATE → RESOLVE
RESEARCH / 002
Seeing the road differently.
Video segmentation needs annotated, real-world road data. A published dataset of 619 pothole videos with segmentation masks, captured in South Kalimantan for computer vision research.
Explore the research DATA IN BRIEF / 2024
02 / ENGINEERING CAPABILITIES
Across the system.
I work across the model, the contract,
the service, and the interface.
MODULE / 01
AI systems
From dataset to deployed model.
Computer vision, NLP, LLM systems, model training and evaluation.
- Python
- PyTorch
- TensorFlow
- Transformers
MODULE / 02
On-chain systems
Contracts connected to usable products.
EVM smart contracts, deterministic wallets, dApps and wallet integrations.
- Solidity
- Ethereum / EVM
- Foundry
- Hardhat
MODULE / 03
Backend engineering
The services behind the interface.
API architecture, model serving and end-to-end machine learning services.
- Python
- FastAPI
- APIs
- ML Services
MODULE / 04
Web interfaces
Technical systems, made accessible.
Responsive applications and interactive interfaces that connect users to the underlying system.
- TypeScript
- React
- Next.js
- Tailwind CSS
03 / THE PATH SO FAR
Research to production.
I learn by investigating.
I build by connecting.
My work spans machine learning research, blockchain products, and the engineering that brings them into use.
CURRENTLY
Building ML services
at Nityo Infotech Indonesia.
- APR 2026 — PRESENTNOW
Artificial Intelligence Engineer
Nityo Infotech Indonesia
Building end-to-end ML services, connecting machine learning workflows to production applications.
- NOV 2024 — JUL 2025
Web Developer
GathLabs
Built an EVM deterministic wallet dApp and smart contracts with Solidity and Next.js. Developed AI experiments for token price prediction and brand identity generation.
- JAN — NOV 2024
AI Researcher
Freelance
Researched uncertainty-aware microseismic event prediction. Supported UGM research through dataset preparation, deep learning segmentation, and manuscript contributions.
- MAY — NOV 2023
Computer Vision Bootcamp
Indonesia AI
Built detection and segmentation pipelines with Faster R-CNN, YOLO, FCN, and U-Net. Recognized as Best Student in the computer vision specialist track.
Teaching & earlier experience +
Politeknik Murakata · LecturerApril – August 2026 · Barabai
Institut PTIQ Jakarta · Faculty AdministrationAugust 2018 – November 2019
FOUNDATIONS
Education
Universitas Gadjah Mada
M.Cs · Computer Science
Universitas PTIQ
S.Ag · Ilmu Al-Quran dan Tafsir
STMIK Nusa Mandiri
S.Kom · Information Technology
Universitas Bina Sarana Informatika
A.Md.T · Teknik Komputer
Pelita Bangsa Academy
Blockchain Developer Certificate
04 / RESEARCH & PUBLICATIONS
A closer look.
Computer vision. Machine learning.
Questions worth investigating.
COMPUTER VISION · SEMANTIC SEGMENTATION
A pothole video dataset for semantic segmentation
ABSTRACT / OVERVIEW
619 high-resolution videos of road potholes, paired with ground-truth segmentation masks. Captured in Hulu Sungai Tengah, South Kalimantan, and split into training, validation, and test sets for reproducible computer vision research.
- Videos
- 619
- Resolution
- 1080²
- Frames / video
- 48
05 / RECOGNITION
Built. Shipped. Recognized.
Winner
Indonesia Hacker House
Hackathon
Third place
Linea Dev Cook-Off
MetaWill
Best student
Indonesia AI
Computer Vision specialist track
06 / WRITING
Notes from the workbench.
6 min read
Pengenalan NFT
Pengenalan tentang NFT, cara kerjanya, contoh use case, dan alasannya banyak kalangan menaruh perhatian pada aset ini.
4 min read
Memahami Tipe Data Dasar dalam Solidity
Mengenal beberapa tipe data dasar yang sering digunakan dalam pembuatan smart contract
Written in Bahasa Indonesia. More on Medium ↗.
07 / NEXT CONNECTION
Let's build
something useful.
Open to conversations around AI, Web3, research,
and ambitious engineering problems.