Practice in session Vol. I · Edition MMXXVI · Kuala Lumpur hey@thoughtsmachine.com
Est. Astiostech & Intelimina
Thoughts & Machine
A practice in applied AI · Malaysia An institute by intent, not declaration

The most useful AI is the AI worth trusting.

Thoughts Machine is an AI practice based in Kuala Lumpur. We build, deploy, and study artificial intelligence with a quiet conviction: that AI should serve people first — measured by who it includes, what it improves, and how reliably it holds up under scrutiny.

§ I — Our Principles

Three commitments that define everything we ship.

I.
Purpose

AI for good.

Every engagement begins with a simple question: does this AI improve someone's life? We work on problems where the answer is unambiguous — public safety, financial inclusion, healthcare access, education, scientific outreach.

If a project doesn't pass that bar, we don't take it. Capability without conscience is the opposite of progress.

II.
People

Inclusive use of AI.

The most powerful AI systems are useless to those who cannot reach them. We build for the channels people already use — WhatsApp, Telegram, voice calls — and in the languages they actually speak, including Bahasa Melayu, English, and Chinese.

Inclusion is not a feature we add later. It is a constraint we design from.

III.
Practice

Quality, grounded, secure and reliable.

Hallucinations are unacceptable in production. Every system we deploy is grounded in verified knowledge, audited for drift, and protected by independent security review (in partnership with Cybertronium, ISO 27001, CREST).

We measure reliability the way an engineer would — by what holds up at three in the morning, not what demos well at noon.

§ II — Selected Works

A catalogue of products, partnerships and public-interest research.

From a flagship knowledge platform deployed across enterprise channels, to a planetary mission tracker viewed 150,000 times worldwide — a partial record of what we have built.

No. 04 Voice AI

Vocalis

Voice AI on existing PABX

Enterprise voice AI that speaks through your existing phone system. Vocalis connects to any SIP-compatible PABX to handle inbound calls, answer enquiries, route conversations, and escalate to humans — without replacing your telephony.

Voice SIP/PABX
Visit site
No. 05 Public Safety

Scam Checker

A free community service

Paste a suspicious message, number, or link; receive instant AI analysis of scam indicators. Already protecting thousands of users from increasingly sophisticated fraud — a public good, freely offered.

Free Public
Open the tool
No. 06 AI Detection · Beta
AI?

RUAI · Are You AI?

AI content detector

Analyses images and videos to detect AI generation versus authentic capture. Confidence scoring, multi-algorithm breakdowns, per-frame video analysis. Supports YouTube, TikTok, Instagram, and direct uploads.

Free Beta
Try the beta
No. 07 Privacy News
5

5NEWS

Personal daily briefing — private by design

A personalised daily news briefing with no accounts, no tracking, and no ads. Curate topics, export PDFs, access session history; data auto-expires after thirty days. Identity is a random browser token. Nothing more.

Privacy Free
Read briefings
No. 08 Computer Vision

Vision AI

Real-time recognition

Computer vision that runs at the speed of business. Optimised models process live video streams in milliseconds — detecting objects, reading text, recognising faces, tracking movement. Deployed across security, manufacturing, and retail.

Live Video Real-Time
No. 09 EdTech Partnership

Gradifier

In partnership with GradoAI

Bringing AI intelligence to education management. Gradifier transforms how schools handle enrolment, student records, and administrative workflows — letting educators return to the work of teaching.

EdTech Schools
Learn more
No. 10 Infrastructure

Private GPU Infrastructure

Air-gapped datacentre · NVIDIA H200

Our own private, air-gapped datacentre running NVIDIA H200 GPUs on Linux. Infrastructure consultancy, deployment, and secure on-premise APIs for organisations whose data cannot leave the building.

H200 Air-Gapped On-Prem
§ III — The Practice

An institute by intent, not declaration.

We are engineers, researchers, hardware specialists, and software architects — drawn from Astiostech and Intelimina, and joined by a conviction that AI should be measured by the trust it earns.

Thoughts Machine brings together more than thirty years of combined experience in technology. We are based in Kuala Lumpur, Malaysia, and our work spans applied research, public-interest products, and private infrastructure for organisations with serious data-sovereignty needs.

Our hardware practice operates a private, air-gapped datacentre equipped with NVIDIA H200 GPUs. Every system we deploy is governed by human oversight and audited by independent security partners. Our software practice supports Bahasa Malaysia — including local dialects and cultural context — alongside English and Chinese.

We work with collaboration partners across Malaysia and Southeast Asia. Our security partner, Cybertronium, is an award-winning cybersecurity firm (ISO 27001, CREST certified) that conducts our AI/LLM security audits, code reviews, and penetration tests.

Founded by Astiostech and Intelimina.

30+Years combined
10Selected works
~150KArtemis 2 views
3Languages supported
§ IV — Correspond

Tell us about the problem. We will tell you whether AI is the answer.

No sales pitch. No obligation. An honest assessment from people who have shipped real systems for real businesses.

Open a conversation
Electronic mail hey@thoughtsmachine.com
Telephone +60 3-8689 2888
Studio Kuala Lumpur · Selangor