Shafira Noh | Sovereign Systems Architect
Researcher
Maker
Human
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

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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.

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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.

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What I've Built

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

  • MAQIS

    MAQIS System

    GovTech

    Challenge: Critical data uptime reliability.

    Solution: Sovereign backup protocol & maintenance.

  • Adam Adli

    Adam Adli Site

    Policy

    Challenge: Clean, tracker-free communication.

    Solution: High-performance static site architecture.

  • Road Holes

    Road AI

    CV/AI

    Challenge: Slow manual road inspection.

    Solution: Automated pothole detection from dashcams.

  • Compute

    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".

Live Research Log

Inside the Lab.

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

01

Information Theory

Shannon Entropy & Compression

Applied to: Local LLM Efficiency
02

AI Engineering

RAG Systems & Vector DBs

Applied to: Family Archive
03

Systems Thinking

Donella Meadows

Applied to: Governance Models
Shafira Noh.

Building sovereign systems for a safer digital future. Based in Malaysia.

Project 'Tabung Kahwin' 35% Funded

Every project contributes directly to building my future family home.
Thank you for being part of my life's architecture.

© 2018 - 2026 Shafira Noh. All rights reserved.