What facial harmony actually measures
Breaking down the four axes — harmony, angularity, dimorphism, and health signals — and why single-number scores mislead.
Breaking down the four axes — harmony, angularity, dimorphism, and health signals — and why single-number scores mislead.
How we generate a realistic best-version image without cosmetic exaggeration — and the guardrails that keep it honest.
Sleep, sun, hydration, resistance training, skincare — ranked by measurable impact on the metrics we track.
A face is beautiful in context. Here's how we ground scores in regional distributions instead of a single Western ideal.
The tradeoffs behind our sub-900ms pipeline: WASM, model quantization, and where we still fall back to the cloud.
An honest look at what analysis can and cannot do for how you feel in your own face.
One thoughtful piece a month on the science of appearance, the craft of self-improvement, and what we're building.