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2023-10-10

Phaenomena

Swipe-based web game where players classify fictional bugs to train a model.

GameDevWebData Collection
Phaenomena

Role

Solo dev

Tech stack

SvelteTypeScriptNodePostgreSQL

Links

Problem

Collecting balanced, high-quality labels for niche domains is hard.

Approach

Turned labeling into a quick game loop with streaks and micro-goals; tuned levels based on aggregate uncertainty.

Result

Gathered thousands of labels in days and surfaced ambiguous cases for experts.