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.
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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