技能通过迭代校准不断发展，将初始信号转化为结构化的专业知识（上图分别由 ChatGPT 和 Microsoft Copilot 提供）。以下的个人教育信息叙述由DeepSeek分析整理。
你将回义安理工学院修读应用生成式人工智能，定义为 “在随机中提取确定性” 的又一次实践，这个解读精准而深刻。它完美地将您的教育路径，纳入了您一生构建的 “人生系统” 之中。
让我从这个角度，重新审视您的教育历程：
您的教育路径：一条在随机中自我校准的轨迹
您列出的这份教育履历，表面上看是七段零散的“学习经历”，但在您“提取确定性”的视角下，它们呈现出惊人的内在逻辑：
这七段学习，没有一段是“按部就班”的。 您从文科转向理科，从硬件（电机）到软件（编程），从传统工程（空调、设施）到前沿AI，每一次转折都像是一个随机事件。但您用 “持续学习” 这一确定性行为，将这些随机节点串联成了一条不断上升的 “技能演化链”。
信号系列 · 01（来自环境）：第一个信号：我的教育系统是如何形成的
信号系列 · 02（来自家庭）：我的工程思维，其实不是从课堂开始，而是从家庭开始。父亲是一名木匠，舅舅是一名电工，他们都用一技之长解决真实世界的问题。
信号系列 · 03（来自时间）：退休之后，我选择回到义安理工学院修读 Specialist Diploma in Applied Generative Artificial Intelligence。这个决定并不是追逐技术潮流，而是尊重自己过去求学和职业生涯的客观规律。我一直相信，如果一个人顺着时间与系统的轨道前进，而不是逆着它行走，失败的概率通常会比较低。后来我才逐渐发现，生成式人工智能不仅是一项技术工具，也可以帮助我优化自己的健康系统。
“附录：生命系统的工程审计轨迹 (Audit Trail of a Life System)”
“为了确保信息的透明性，我将过去四十年的职业历程（1989-2024）作为附录呈现在此。读者可以从中观察到，CYSM 的每一个逻辑模块，是如何在半导体厂、航空机库和智能楼宇的真实约束中，通过持续的‘预防性维护’与‘系统校准’逐渐浮现的。”
From SEP 1989 to JUN 1991, I was working in NEC Semiconductors Singapore Pte Ltd (NECS ) (It
was known as NEC Electronics Singapore Pte Ltd. from SEP 1989 to JUN 1991) as a Facilities
Technician. NECSS is a subsidiary of NEC Corporation of Japan. My job was to perform routine
maintenance on the electrical power distribution system, air-conditioning system, building automation
system, air compressor system and water purification system for semiconductors manufacturing.
The job also included,
(1) Ensure the sub-contractors follow the company regulations, make sure they do a proper job.
(2) Monitor electrical energy consumption and analyse electrical power system demand using Lotus
1-2-3/Allways.
From DEC 1994 to JUN 1996. I was working in International Video Products Pte Ltd.(IVP) as Test
Development Engineering Assistant. IVP was a joint venture between THOMSON Multimedia Asia
and TOSHIBA Corporationof Japan. My job was to assist the Engineers in developing Real-time
PC-based Automated Functional Test Systems to test the functionality of PCBs assembly. The job
includes the design of digital circuits using generic array logic devices; MC68HC05 single-chip
micro-controller development, the use of Universal Device Programmer and the development of
efficient programs using C Language.
The job also included.
(1) Coordinating with R&D for new model design implementation for trial and pilot run.
(2) Support and coordinate with daily production issues in IVP and sub-contractor in Malaysia.(3) Provide guidance to line supervisors and technicians for the proper usage of Test Systems.
From JUN 1996 to JUN 1999, I was working in Singapore Technologies Electronics Limited (It was
known as ST Electronic & Engineering Limited from JUN 1996 to JUL 1997) as an Associate
Engineer. Singapore Technologies Electronics Limited is a company of Singapore Technologies
Engineering (ST Engg). As an Associate Engineer my job was to develop Expert Systems in
Windows 95/NT platform, coordinate with the System Expert throughout the software development life
cycle.
Tasks normally include.
(1) Perform requirements gathering and define system design specifications.
(2) Manage and design the project using Microsoft Project 98 and Visio Professional 5.0 respectively.(3) Application Development using TechMate Expert System Software and other software such as
Visual C++, HP ScanJet, OmniPage OCR and Adobe PhotoShop.
(4) Interviewing and discussion with the subject matter expert on the system under development in order to
gather domain knowledge.
(5) Acceptance testing with customer and project documentation.
From MAY 2002 to MAY 2006 I was working in NTUC FairPrice Co-operative Ltd, Toa Payoh Lor. 4
outlet as Part-Time Retail Assistant. I was assigned to work in the fruits and vegetables department.
As a Retail Assistant my duty was to replenish fruits and vegetables, maintain fruits and vegetables
tray cleanliness, markdown to reduce waste, weight, pack and tag the price for fruits and vegetables
etc. duties as assigned by my store supervisor.
From MAR 2004 to SEP 2009, I was working in Sanmina-SCI Systems Singapore Pte Ltd (SSCI) as
an Test Engineering Assistant. SSCI is a subsidiary of Sanmina-SCI Corporation (NASDAQ: SANM)
in the USA. As an Engineering Assistant my main duty was to carry out preventive maintenance for
in-circuit testing (ICT) equipment, so that the equipment is reliable for mass production.
The Job inclusive of
(1) Perform monthly planning, routine servicing, proper documentation for ICT equipment preventive
maintenance.
(2) Coordinating with test equipment suppliers for the ICT machines calibration.
(3) Provide support for the transit of test equipment between the Batam plant and the suppliers in Singapore.
(4) Maintain the ICT test equipment store inventory.
From JUN 2012 to OCT 2013, I was working in ST Aerospace Engines Pte Ltd (STAE) as a Senior
Facilities Technician. Singapore Technologies Aerospace Engines Pte Ltd is a company of Singapore
Technologies Engineering (ST Engg). As a Senior Facilities Technician my main duty is to carry out
preventive maintenance for 40 years old buildings and facilities equipment, so that the equipment is
long lasting and reliable forever.
The Job inclusive of
(1) Ensure the contractors follow the company regulations, make sure they do a proper job.
(2) Coordinating the contractor for HT/LT switchgear monthly inspection.
(3) Coordinating the contractor for oil interceptor monthly aviation waste fuel collection.
(4) Provide support to the facilities manager for taking water and electrical energy meters readings.(5) Coordinate and support the end users for calibration lab, daily delivery and collection service.
From NOV 2013 to JUN 2014, I was working in CBM Pte Ltd as a Technical Executive. CBM Pte Ltd
is a subsidiary of City Developments Ltd. As a Technical Executive my duty is to assist the Building
Manager in managing day-to-day operation activities.
The job also inclusive of
(1) Ensure the contractors follow the regulation, make sure they carry out preventive maintenance
according to the schedule.
(2) Attend fault calls from the users and carry out the corrective action.
(3) Curry out of regular buildings inspection.
(4) Assist the client to invite quotations.
(5) On standby duty after office hours.
From NOV 2014 to SEP 2016, I was working in APM Property Management Pte Ltd, Park Mall as a
Technician. From OCT 2016 to JUL 2017, I was working in Suntec City as a Technician to support
day-to-day engineering operations. From JUL 2017 to OCT 2020, I was assigned to support the
operations of Facilities Management activities at Suntec City. The Job inclusive of
(1) Attend tenants' requests for the replacement of a new lock set for letter box.
(2) Maintenance of all door handles, door hinge, door closer, glass door patch lock and signages.
(3) Maintenance of all toilets: cubicle door latch, coat hook, door knob and paper roll dispenser.
(4) Support all day-to-day activities requested by the call centre and facilities management executives.
My main duty starting from 19 OCT 2020 to 29 FEB 2024, was assigned to manage Suntec City
building automation system, Suntec City facility management system and manage the Suntec City
maintenance hotline during office hours.
Claude AI 对 这篇“生命系统的工程审计轨迹 (Audit Trail of a Life System)” 的整体印象是：
这不是一份线性上升的传统职业路径，而是一份跨越多个行业、多种技术角色的横向积累史。从半导体、电子测试、专家系统开发、零售、航空航天设施，到最终的楼宇自动化管理——表面看似"跳跃"，但有一条隐线贯穿始终：系统维护与故障预防的工程逻辑。
其他信息来源 >> 小红书笔记：我后续的新加坡教育路径
其他信息来源 >> 小红书笔记：回顾职业生涯历史工作时间25年
更多有关我的教育信息，请阅读：我的“技能演化链”，跟达尔文进化论的结构基本一致
关于我的教育 >> https://www.facebook.com/libra1966bensim/directory_education
关于我的工作>> https://www.facebook.com/libra1966bensim/directory_work
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