Reading an Uncertain Measurement
A short physics note on uncertainty, significant figures, and what an experimental result can honestly claim.
Loading…
Personal field notebook · Singapore / online
I’m a student developer working across applied AI, computer vision, full-stack software, and agentic systems—taking ideas from first principles to working prototypes.

Some of my afterthoughts and reflections regarding the GP essay test me and my fellow j1s had today.
Read noteExplanations, experiments, and working notes—ordered by publication.
Browse all 5 notesA short physics note on uncertainty, significant figures, and what an experimental result can honestly claim.
A compact economics example showing how a well-intended price limit changes allocation when demand exceeds supply.
A defensive systems-security walkthrough of stack layout, unsafe copying, and why mitigations change exploitability.
A sample post-test reflection on diagnosing an argument after the clock stops.
The notebook is organised as a connected map rather than a flat list of labels.
View the topic mapBehind the notebook
Student Developer · AI/ML & Data Analytics · JC1 at Hwa Chong Institution
SingaporeI am a JC1 student at Hwa Chong Institution and a student developer focused on applied AI, computer vision, full-stack software, and agentic systems. I enjoy taking ideas from concept to working prototype: understanding the problem, designing the system, building the implementation, testing it, and improving it based on feedback. Long term, I want to build practical AI systems that solve real problems and continue developing the engineering judgement needed to turn prototypes into reliable products.
View the full profile