Understanding
Curiosity-driven explorations
Some phenomena become invisible because they are too ordinary. I like to stop at those moments, ask why, form a mechanism, and see whether the explanation survives contact with evidence.
Research is not only a category of output. It is a way of looking at the world.
These pieces apply the same mindset I use in machine learning research to systems outside the usual academic boundary. The objects vary; the recurring questions do not: What is the hidden constraint? Where is the bottleneck? Which incentives shape behavior? What observation would change the explanation?
Current explorations
Listening Underwater
Can music remain continuous while swimming? A constraint-driven self-experiment with bone-conduction headphones, offline playback, and four swimming postures.
Physical constraints · Experimental design 02 / CAUSAL INFERENCEThe Bathhouse Queue Mystery
An outdoor queue vanished, but the bathhouse was no less crowded. Three hypotheses and one conversation with the manager revealed where the bottleneck had moved.
Queues · Policy · Bottlenecks 03 / ORGANIZATIONSThe Bearing Wall and the Flowers
An anonymized case study of leadership, coordination, incentives, and invisible labor in a large online community.
Leadership · Incentives · CommunityWhy these belong here
The swimming pool, the bathhouse, a large online community, and an AI model look unrelated. For me, they invite the same kind of work: organize scattered observations, isolate a plausible mechanism, and make a complex system easier to understand.
These are informal investigations, not peer-reviewed studies. Their limitations are part of the story: small samples, subjective measurements, incomplete interventions, and mechanisms that remain open to alternative explanations. The aim is not to make ordinary life sound academic. It is to take ordinary life seriously enough to learn from it.
A growing series. Future entries may move between AI, organizations, psychology, music, and other everyday systems—wherever a familiar observation turns into a genuine question.