... been working on an open-source project called  PCAnatomy . The idea is simple: instead of reading a wall of text about

... live on PH Aug 22, so this thread's been good practice at saying it in one paragraph.) Comment from Demetrio Koro(@aktivist): siOsi upload one selfie and it reads your 12-season color type, undertone, gold vs silver, and which hair colors suit you, then grades the actual makeup in the photo (flash cast, oxidation, coverage), which most tools skip. Free, no signup. Built it because every beauty sub has a queue of "what season am I" posts waiting ... ... verified AI disclosure. others will not. over time the receipts with agent transparency outperform on credibility because the alternative