30 Years of Building Systems. AI Finally Helped Me Document Them.✎ Edit

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30 Years of Building Systems. AI Finally Helped Me Document Them.
For close to three decades, my experience has come from building, testing and maintaining real systems-not from classroom theory alone.

I started in marine engineering, moved into mechanical product design, and shipped more than 10 product developments, including medical equipment. I also worked on MEMS sensors and IC design, including a patent submission that got pushed back by the 2003 economic crisis.

Along the way, I expanded into IT, server infrastructure, system development, web platforms, social media integrations, automation, and-most recently-AI and neural systems in production.

My biggest gap was never execution in the field. It was writing it down.
Once AI tools became practical, I started documenting almost every day. The architecture decisions, deployment scars and system-level understanding are still mine. AI helps me structure, refine and communicate them so other builders can actually use them.

What I publish is not abstract theory. In most cases, I have built, deployed or maintained the systems I discuss.

My next focus, Insya-Allah, is practical AI for small SMEs-especially the areas the mainstream usually skips: Edge AI, Computer Vision, technical automation, SME finance, accounting systems and low-cost infrastructure that survives in the field.

The goal is straightforward: make advanced technology deployable, affordable and maintainable for smaller businesses that are usually left behind.

#AI #SME #EdgeAI #ComputerVision #Automation #DigitalTransformation #Ainna

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Apa pendapat anda?

Komen baharu dihantar untuk semakan terlebih dahulu. Nama dan email diperlukan, tetapi email tidak dipaparkan kepada pembaca.

💬 5 komen pembaca
Wei 🇨🇳 China · 36.112.*.44

我们团队正好在讨论1,这篇来得及时。

Mei 🇨🇳 China · 58.20.*.26

by the 2 2003 - that is the whole thing in one line. Still thinking this one through.

Kavitha 🇮🇳 India · 103.82.*.27

I would push back slightly on AI helps, but the direction is right.

Arjun 🇮🇳 India · 49.36.*.55

I read this twice. deployed or maintained the systems is the part that stuck.

Julin 🇲🇾 Kadazan, Malaysia · 175.136.*.63

Insya-Allah, is practical AI is what I would forward to my boss. Still thinking this one through.

Masli's Perspective

Article image
BioResearch Microbiology & cancer disease research intelligence 6 inputs → traceable research priorities Explore →
Edge AI IoT & embedded Linux intelligence at the edge 14 edge agents → offline-capable Explore →
IC DesignOps Repeatability, traceability & verification intelligence 21 detached services → 85% without LLM Explore →
SME AI Build AI capability inside your own SME 6 build tracks → in-house capability Explore →
AINNA Ecosystem

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