I started in marine engineering, moved into mechanical product 设计, and shipped more than 10 product developments, including medical equipment. I also worked on MEMS sensors and IC 设计, including a patent submission that got pushed back by the 2003 economic crisis.
Along the way, I expanded into IT, server infrastructure, 系统 development, web platforms, social media integrations, automation, and-most recently-AI and neural 系统 in production.
My biggest gap was never execution in the field. It was writing it down.
Once AI 工具 became practical, I started documenting almost every day. The architecture decisions, deployment scars and 系统-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 系统 I discuss.
My next focus, Insya-Allah, is practical AI for small 中小企业-especially the areas the mainstream usually skips: 边缘 AI, 计算机视觉, technical automation, 中小企业 财务, accounting 系统 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 #中小企业 #EdgeAI #ComputerVision #自动化 #DigitalTransformation #Ainna



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文章对social media integrations, automation的结论比较平衡,不只是强调好处。
这篇文章对insya-Allah, is practical AI的解释很清楚,实际操作的重点也很容易理解。
总结部分让moved into mechanical product 设计的重点更加清楚。 读完之后还有一些疑问。
我喜欢文章对my experience has come保持务实的态度。
我会把the 2003 economic 2003这一段分享给需要了解技术的同事。