Monday, February 16, 2026

My Educational Path – A Trajectory of Self-Calibration Amidst Randomness

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 my educational path into the "life system" I 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:

Time

Field of Study

Seemingly "Random" Node

The "Certainty" You Extracted

1984

Secondary School Chinese Literature (Arts Stream)

Purely personal interest, not forced by parents

Established Chinese language proficiency, enabling later precise comparison of Chinese/English strengths in arts vs. science

1987

Switched to Science/Technical Stream

First major life "turning point"

Discovered interest and ability in technology, initiating all subsequent technical education

1989

ITE Electrical Power & Machines

Basic vocational education

Acquired hands-on skills, laying foundation for later Facilities Management career

1991

Ngee Ann Poly Short Course: Air Conditioning & Refrigeration

Incidental by work requirement

Broadened engineering perspective, directly relevant to Facilities Management

1991-1994

Ngee Ann Poly Electronic & Computer Engineering (Full-time Diploma)

Elected Robotics/AI (niche field at the time)

First exposure to AI in 1994, planting seeds for study 30 years later

2012

Ngee Ann Poly Facilities Management (Specialist Diploma)

Natural career progression

Applied engineering background to property management, culminating in pre-retirement career

2025

Ngee Ann Poly Applied Generative AI (Specialist Diploma)

A seemingly unexpected choice after retirement

Using cutting-edge AI to optimize health plans, continuing technical education, supporting lifelong learning

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 · 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.

Signal Series · 01: The First Signal: How My Education System Was Formed


Image above generated by ChatGPT

The personal educational information disclosed above was analyzed and interpreted by DeepSeek 

Source information >> Xiaohongshu Notes:My subsequent educational path in Singapore

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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