with Cetalabs.

AI Safety • Software development • Community Building

Build & own your mini-system & tech.

I design "Calm Tech" and sovereign mini-systems that give you agency over your data, time, and dignity.

The Seed

1-Feature Mini System

RM 500

Perfect for solving one specific, annoying pain point or building MVP. It could also be for automation works that involve 1-way flow.

Example Build

"Merlimau Polytechnic Pothole System"

Helped students built pothole reporting system as MVP. Working with a map and forms

Schedule Consult Call

The Sprout

2-Feature Mini System

RM 750

Connects input to storage. Perfect for archives, logs, or multi-step workflows that you own completely.

Example Build

"Family Legacy Archive"

Searchable database + Uploads.

Schedule Consult Call

The Tree

Full-Stack Mini System

RM 5,000

Your digital HQ. A complete web application tailored to your sovereign needs. Auth, Database, Custom UI.

Example Build

"Jeda Digital Garden"

Membership platform & content.

Schedule Consult Call

What I've Built

Real problems. Sovereign solutions. Each project below tackled a specific pain point with a custom-built, owned system.

MAQIS System
GovTech

Challenge: Critical data uptime reliability.

Solution: Sovereign backup protocol & maintenance.
Adam Adli Site
Policy

Challenge: Clean, tracker-free communication.

Solution: High-performance static site architecture.
Road AI
CV/AI

Challenge: Slow manual road inspection.

Solution: Automated pothole detection from dashcams.
Compute Map
Data Viz

Challenge: Invisible infrastructure inequality.

Solution: Interactive map of global "Compute Deserts".

Who I Build With

Community problems. Shared solutions.

DutaGuru
Partner

Challenge: Teachers overwhelmed by AI.

Solution: "AI Safety for Educators" curriculum.
MrMoney Podcast
Media

Challenge: Anxiety about AI & Jobs.

Solution: Public discourse on "AI Sovereignty".
AI Safety KL
Community

Challenge: No local space for alignment talk.

Solution: Monthly meetups translating research.
Apart Hackathon
Research

Challenge: Innovation in AI Governance.

Solution: Won with "Morph AI" safety concept.

Education

Learn with me.

I host workshops and trainings on AI Safety, Sovereign Tech, and Digital Wellness. Perfect for schools, agencies, and curious individuals who want to understand the "Why" before the "How".

Jeda Book Club

Monthly Reading Group • Online

AI Safety Workshop

For Families & Teams • In-Person

Live Research Log

Inside the Lab.

My current curriculum. I study these topics to build better tools. Active notes applied to ongoing projects.

Information Theory

Shannon Entropy & Compression

Applied to: Local LLM Efficiency

AI Engineering

RAG Systems & Vector DBs

Applied to: Family Archive

Systems Thinking

Donella Meadows

Applied to: Governance Models

What I've Built

MAQIS System

Adam Adli Site

Road AI

Compute Map

Who I Build With

DutaGuru

MrMoney Podcast

AI Safety KL

Apart Hackathon

Learn with me.

Inside the Lab.

Information Theory

AI Engineering

Systems Thinking