Tag

Demographics

2posts

LabApr 22, 202610 min

FluxSpace, End to End: One Recipe, Two Axes, Six Demographics, and a Geometry That Travels

Date: 2026-04-21 Series: Follows Demographic-PC Extraction, End to End. That post ended with a warning: our ridge-direction edits collapsed into solid colour or noise well before the published FluxSpa

Demographics Fluxspace

Ours vs FluxSpace-coarse: single portrait, age direction, λ ∈ {−3, ..., +3}. Top row (Ours): monotone aging, identity preserved. Bottom row (FluxSpace-coarse): collapses to solid colour at λ=−3, flips ethnicity at λ=−1, noise at λ=+3.

LabApr 21, 202613 min

Demographic-PC Extraction, End to End: Ridge vs Prompt-Pair, Two Kinds of Cliff

Date: 2026-04-20 Series: Follows Perception Before Training. That post framed a six-level perception curriculum gated on a Level-0 engineering task: build a demographic subspace in Flux conditioning s

Demographics Faces