Why Hansei Dev Exists
A record kept honestly is more useful than a story told well.
反省 — Hansei, the practice of honest reflection
A living archive of ideas, experiments, research and personal evolution — across technology, science, philosophy, faith and life.
FeaturedA record kept honestly is more useful than a story told well.
02 — Knowledge Atlas
Each discipline is mapped to the ones it depends on and leads to — geography to statistics, statistics to data science, data science to AI.
Explore all disciplines →How place, space and movement shape human outcomes.
Geographic information systems and spatial analysis.
Reasoning under uncertainty.
How to ask questions that data can actually answer.
Turning data into decisions.
Machine learning, language models and agentic systems.
This site: a publication, knowledge atlas and portfolio on one content model.
Planned: a small spatial analysis relating city distance-to-coast with economic indicators.
Personal Optimisation
Culture & Observations
Notes are only useful if they can find each other.
Most analytical errors are made before the first line of analysis.
06 — The long read
Where something happens is rarely incidental to why it happens.
Read the essay →
07 — About
Hansei Dev documents one person's attempt to become more capable — intellectually, technically, physically and spiritually — through deliberate learning and honest review.
It is not advice. It is a record: what was tried, what was learned, what failed and what comes next. Personal observation is kept separate from established evidence, and nothing is marked as mastered until there is work to show for it.