Ddouzataninaiools.hashnode.dev·5d ago · 11 min readStructure a Creative Brief as Data Before You Prompt an Image ModelA creative brief as structured data, not a paragraph (AI generated concept image) A creative brief for an image model works better as a small data object than as a paragraph: define what you want as f00
Ddouzataninaiools.hashnode.dev·5d ago · 10 min readReference-based color transfer in Lab space: what the statistics keep and what they dropThe Color Grade Transfer tool page on Virse. Most reference-based color transfer runs on one statistical step: it matches the mean and standard deviation of each Lab channel between a source photo and00
Ddouzataninaiools.hashnode.dev·5d ago · 11 min readCheck a Photo-to-Line-Art Result with OpenCV Before You Re-Render ItThe AI Line Art Generator tool page on Virse Checking a photo-to-line-art result means comparing the shape of the output against the shape of the source photo with code, not just eyeballing it, before00
Ddouzataninaiools.hashnode.dev·Sep 16 · 7 min readUpdating YouTube descriptions with the Data API without wiping the snippetThe first script I wrote to bulk-update video descriptions also cleared the tags on every video it touched. Nothing errored. The API returned 200, the new description was live, and the tags were gone.00
Ddouzataninaiools.hashnode.dev·Sep 16 · 8 min readCleaning Reddit comment data without flattening the threadA comment that reads "that fixed it" is worthless on its own. Its meaning lives entirely in the comment above it, and the moment you flatten a thread into a table of one comment per row, that meaning 00
