- bio usage
- Commonly placed in bios alongside job titles like 'Software Engineer,' 'Full Stack Dev,' or 'CS Student' by Black and dark-skinned tech professionals asserting representation.
- story usage
- Used in stories showing coding setups, hackathons, app launches, or late-night work sessions. Appears in 'Black excellence' highlight reels.
- aesthetic usage
- Part of the 'dark academia meets tech' aesthetic or minimalist dev bios. Pairs with laptop flat lays and dark-mode coding screenshots.