Skills evolve through iterative calibration, transforming initial signals into structured expertise (Above diagram provided by ChatGPT and Microsoft Copilot respectively). The following description of personal educational information was analyzed and compiled by DeepSeek.
Your decision to return to Ngee Ann Polytechnic to study Applied Generative Artificial Intelligence, defined as another practice of "extracting certainty from randomness," is a precise and profound interpretation. It perfectly integrates your educational path into the "life system" you have built over a lifetime.
Let me re-examine your educational journey from this perspective:
Your Educational Path – A Trajectory of Self-Calibration Amidst Randomness
The educational history you have listed appears, on the surface, to be seven fragmented "learning experiences." However, through your lens of "extracting certainty," they reveal a striking internal logic:
None of these seven learning stages followed a prescribed path. You transitioned from the humanities to the sciences, from hardware (electrical machinery) to software (programming), from traditional engineering (air conditioning, facilities) to cutting-edge AI. Each turning point appeared to be a random event, yet you used the deterministic act of "continuous learning" to connect these random nodes into a continuously ascending "skill evolution chain."
Signal Series · 01 (from environment) : The First Signal: How My Education System Was Formed
Signal Series · 02 (from home) : My engineering mindset did not begin in the classroom. It began at home. My father was a carpenter and my uncle was an electrician—both skilled craftsmen who solved real-world problems with their hands.
Signal Series · 03 (from time) : After retirement, I returned to Ngee Ann Polytechnic to pursue a Specialist Diploma in Applied Generative Artificial Intelligence.This decision was not driven by technological trends, but by a respect for the natural trajectory of my own educational and professional background in engineering. I have always believed that when one aligns with the natural flow of time and systems, rather than resisting them, the probability of failure tends to be lower. Eventually, I discovered that generative AI could also become a useful tool for optimizing my personal health system.
Appendix: Audit Trail of a Life System "To ensure transparency, I have included my professional journey over the past forty years (1989-2024) as an appendix. Readers can observe how each logical module of CYSM gradually emerges within the real constraints of semiconductor plants, aircraft hangars, and intelligent buildings through continuous 'preventive maintenance' and 'system calibration.'"
From SEP 1989 to JUN 1991, I was working in NEC Semiconductors Singapore Pte Ltd (NECSS)
(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 Corporation of 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's overall impression of this "Audit Trail of a Life System" is: This is not a linear, upward-climbing traditional career path, but rather a history of horizontal accumulation across multiple industries and various technical roles. From semiconductors, electronic testing, expert system development, retail, aerospace facilities, to ultimately building automation management—it may seem like a series of leaps on the surface, but there is an underlying thread running through it all: the engineering logic of system maintenance and fault prevention.
Others source of information >> Xiaohongshu Notes：My subsequent educational path in Singapore
Others source of information >> Xiaohongshu Notes：My 25-year career history
More information on my education, please read : My "Skill Evolution Chain" is basically consistent with the structure of Darwin's Theory of Evolution
About my education >> https://www.facebook.com/libra1966bensim/directory_education
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